{ "schema_version": "wsmusings.outside-in-closeness-insight.v1", "id": "outside-in-closeness-2026-09-08", "title": "Issue closeness, intersections and stakeholder circles", "analysis_date": "2026-09-08", "analysis_status": "descriptive_research_screening", "method_id": "outside-in-independent-screen-v1-20260908", "score_units": "All score, cohesion, closeness and bottleneck values in this projection use 0–100. Counts are integers.", "source_snapshot": { "release": "7.46", "published_at": "2026-09-01T15:43:14.481Z", "commit": "37cb120f410069c5ace9e97cbea3180cf302c1e4", "deploy_id": "6a96f0ab3aebfc0008fd0cfd", "hierarchy": "Finder issue hierarchy" }, "summary": { "issue_count": 1139, "tree_count": 36, "subcategory_count": 173, "issue_pair_count": 648091, "retained_website_group_count": 16897, "new_greedy_group_count": 5099, "new_unique_theme_group_count": 54, "new_unique_group_count": 5153, "candidate_group_count": 22050, "unordered_group_comparison_count": 243090225, "theme_count": 10, "theme_k_entries": 60, "website_higher_order_single_subcategory_numerator": 2127, "website_higher_order_single_subcategory_denominator": 2492, "website_higher_order_single_subcategory_percent": 85.35313001605135 }, "opening_copy": { "intro": "Explore how issues relate within and across the WS Musings issue trees, how K = 2–7 issue groups compare, and which website and outside-in stakeholder profiles are closest to them. This study combines a complete issue-pair comparison with a bounded search of higher-order groups.", "interpretation": "Closeness scores measure descriptive similarity or modeled role relevance. They are research leads; shared impacts require separate evidence. “Not established” means the available descriptors or scope do not support a match.", "k_definition": "K is the number of issue labels in a group." }, "issue_closeness": { "summary": "Issues are closest within the same subcategory. Average closeness is 25.8 within subcategories, 16.3 across branches of the same tree, and 3.9 across different trees, on a 0–100 scale. Strong cross-tree matches often reflect repeated concepts, narrower scopes, or a problem and its safeguard. These links are useful starting points for taxonomy review and further research.", "relationship_summary": [ { "id": "within_subcategory", "label": "Same subcategory", "pair_count": 5807, "mean_0_100": 25.830243672917298, "median_0_100": 26.894352469735228, "at_least_25_count": 3155, "at_least_50_count": 489 }, { "id": "same_tree_other_branch", "label": "Same tree, different branch", "pair_count": 42022, "mean_0_100": 16.254035378616887, "median_0_100": 15.649464683754754, "at_least_25_count": 11305, "at_least_50_count": 256 }, { "id": "outside_tree", "label": "Different trees", "pair_count": 600262, "mean_0_100": 3.868135901928634, "median_0_100": 0.0, "at_least_25_count": 20503, "at_least_50_count": 154 } ], "top_tree_pairs": [ { "a_id": "racial-hate-hostility-dehumanization", "a": "Racial Hate, Hostility & Dehumanization", "b_id": "racial-hierarchy-supremacy-structural-inequality", "b": "Racial Hierarchy, Supremacy & Structural Inequality", "issue_count_a": 155, "issue_count_b": 146, "all_pair_mean_0_100": 17.3106, "matched_mean_0_100": 40.2232 }, { "a_id": "indo-tibetan-himalayan-issues", "a": "Indo-Tibetan & Himalayan Issues", "b_id": "latinidad-hispanic-latine-issues", "b": "Latinidad, Hispanic & Latine Issues", "issue_count_a": 12, "issue_count_b": 9, "all_pair_mean_0_100": 15.5167, "matched_mean_0_100": 29.8203 }, { "a_id": "binational-heritage-nation-issues", "a": "Bi-National & Heritage-Nation Issues", "b_id": "indo-tibetan-himalayan-issues", "b": "Indo-Tibetan & Himalayan Issues", "issue_count_a": 8, "issue_count_b": 12, "all_pair_mean_0_100": 15.2344, "matched_mean_0_100": 29.4121 }, { "a_id": "black-lives-matter", "a": "Black Life, African American Equity & Civic Power", "b_id": "racial-minority-issues", "b": "Racial Minority Issues", "issue_count_a": 5, "issue_count_b": 6, "all_pair_mean_0_100": 14.5402, "matched_mean_0_100": 29.2846 }, { "a_id": "structural-systemic-gender-inequality", "a": "Structural & Systemic Gender Inequality", "b_id": "womens-rights-issues", "b": "Women’s Rights, Safety & Civic Power", "issue_count_a": 46, "issue_count_b": 20, "all_pair_mean_0_100": 14.5243, "matched_mean_0_100": 30.8412 }, { "a_id": "education-science-knowledge", "a": "Education, Science & Knowledge", "b_id": "racial-minority-issues", "b": "Racial Minority Issues", "issue_count_a": 4, "issue_count_b": 6, "all_pair_mean_0_100": 12.7767, "matched_mean_0_100": 24.6783 }, { "a_id": "immigration-displacement", "a": "Immigration, Refuge & Displacement", "b_id": "racial-minority-issues", "b": "Racial Minority Issues", "issue_count_a": 7, "issue_count_b": 6, "all_pair_mean_0_100": 12.7534, "matched_mean_0_100": 27.4149 }, { "a_id": "immigration-displacement", "a": "Immigration, Refuge & Displacement", "b_id": "indo-tibetan-himalayan-issues", "b": "Indo-Tibetan & Himalayan Issues", "issue_count_a": 7, "issue_count_b": 12, "all_pair_mean_0_100": 12.6127, "matched_mean_0_100": 24.1917 }, { "a_id": "binational-heritage-nation-issues", "a": "Bi-National & Heritage-Nation Issues", "b_id": "emergency-powers-detention-national-security", "b": "Emergency Powers, Detention & National Security", "issue_count_a": 8, "issue_count_b": 10, "all_pair_mean_0_100": 12.2807, "matched_mean_0_100": 25.2753 }, { "a_id": "binational-heritage-nation-issues", "a": "Bi-National & Heritage-Nation Issues", "b_id": "immigration-displacement", "b": "Immigration, Refuge & Displacement", "issue_count_a": 8, "issue_count_b": 7, "all_pair_mean_0_100": 12.1239, "matched_mean_0_100": 23.0457 } ], "individual_examples": [ { "a": { "id": "institutional-racially-selective-enforcement", "title": "Institutional Racially Selective Enforcement", "snapshot_route": "/issues/racial-hate-hostility-dehumanization/institutional-racially-selective-enforcement/", "tree_id": "racial-hate-hostility-dehumanization", "tree_name": "Racial Hate, Hostility & Dehumanization" }, "b": { "id": "racially-selective-enforcement", "title": "Racially Selective Enforcement", "snapshot_route": "/issues/racial-hierarchy-supremacy-structural-inequality/racially-selective-enforcement/", "tree_id": "racial-hierarchy-supremacy-structural-inequality", "tree_name": "Racial Hierarchy, Supremacy & Structural Inequality" }, "closeness_0_100": 86.90732924919165, "interpretation": "Possible scope or alias relationship; inspect before treating the labels as independent dimensions.", "potential_false_analogy": false }, { "a": { "id": "identity-verification", "title": "Identity Verification", "snapshot_route": "/issues/surveillance-intelligence-privacy-data/identity-verification/", "tree_id": "surveillance-intelligence-privacy-data", "tree_name": "Surveillance, Intelligence, Privacy & Data Rights" }, "b": { "id": "identity-verification-safeguards", "title": "Identity Verification Safeguards", "snapshot_route": "/issues/due-process-courts-remedy/identity-verification-safeguards/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" }, "closeness_0_100": 80.96337589909466, "interpretation": "A process and its safeguard; preserve relationship direction.", "potential_false_analogy": false }, { "a": { "id": "career-interruption-and-reentry-barriers", "title": "Career Interruption & Reentry Barriers", "snapshot_route": "/issues/structural-systemic-gender-inequality/career-interruption-and-reentry-barriers/", "tree_id": "structural-systemic-gender-inequality", "tree_name": "Structural & Systemic Gender Inequality" }, "b": { "id": "reentry-barriers", "title": "Reentry Barriers", "snapshot_route": "/issues/public-safety-criminal-legal-systems/reentry-barriers/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, "closeness_0_100": 72.4905633145946, "interpretation": "Potential false analogy: employment reentry and criminal-justice reentry are distinct contexts.", "potential_false_analogy": true } ], "tree_summary": [ { "category_id": "womens-rights-issues", "category": "Women’s Rights, Safety & Civic Power", "issues": 20, "subcategories": 3, "within_mean": 20.5233, "nearest_tree": "Structural & Systemic Gender Inequality", "nearest_tree_mean": 14.5243, "nearest_tree_matched": 30.8412, "second_tree": "Racial Minority Issues", "second_tree_mean": 10.4119, "strongest_issue": "Maternal Health Equity", "strongest_external_issue": "Maternal Health Disparities for Women of Color", "strongest_external_score": 50.9964 }, { "category_id": "lgbtq-issues", "category": "LGBTQ+ Equality, Safety & Belonging", "issues": 8, "subcategories": 2, "within_mean": 18.1883, "nearest_tree": "Disability Rights & Independent Living", "nearest_tree_mean": 11.4696, "nearest_tree_matched": 22.4928, "second_tree": "Religious Minority Safety & Pluralism", "second_tree_mean": 9.8119, "strongest_issue": "LGBTQ+ Aging & Long-Term Care", "strongest_external_issue": "Aging & Long-Term Care", "strongest_external_score": 47.5439 }, { "category_id": "black-lives-matter", "category": "Black Life, African American Equity & Civic Power", "issues": 5, "subcategories": 2, "within_mean": 13.391, "nearest_tree": "Racial Minority Issues", "nearest_tree_mean": 14.5402, "nearest_tree_matched": 29.2846, "second_tree": "Racial Hate, Hostility & Dehumanization", "second_tree_mean": 11.4411, "strongest_issue": "Black Civic Power & Representation", "strongest_external_issue": "Latinidad Civic Power & Representation", "strongest_external_score": 58.8925 }, { "category_id": "racial-minority-issues", "category": "Racial Minority Issues", "issues": 6, "subcategories": 2, "within_mean": 10.8513, "nearest_tree": "Black Life, African American Equity & Civic Power", "nearest_tree_mean": 14.5402, "nearest_tree_matched": 29.2846, "second_tree": "Education, Science & Knowledge", "second_tree_mean": 12.7767, "strongest_issue": "Anti-Asian Bias & Subgroup Safety", "strongest_external_issue": "Anti-Asian Bias & Indo-Tibetan Misclassification", "strongest_external_score": 46.4136 }, { "category_id": "latinidad-hispanic-latine-issues", "category": "Latinidad, Hispanic & Latine Issues", "issues": 9, "subcategories": 2, "within_mean": 13.7133, "nearest_tree": "Indo-Tibetan & Himalayan Issues", "nearest_tree_mean": 15.5167, "nearest_tree_matched": 29.8203, "second_tree": "Immigration, Refuge & Displacement", "second_tree_mean": 11.354, "strongest_issue": "Latinidad Worker Power & Labor Standards", "strongest_external_issue": "Worker Power & Labor Standards", "strongest_external_score": 65.4971 }, { "category_id": "religious-minority-issues", "category": "Religious Minority Safety & Pluralism", "issues": 8, "subcategories": 2, "within_mean": 13.5903, "nearest_tree": "Religion & Religious Power", "nearest_tree_mean": 12.0685, "nearest_tree_matched": 23.9132, "second_tree": "Disability Rights & Independent Living", "second_tree_mean": 11.4456, "strongest_issue": "Religious Land Use & Community Access", "strongest_external_issue": "Housing Supply, Zoning & Inclusive Land Use", "strongest_external_score": 39.3572 }, { "category_id": "binational-heritage-nation-issues", "category": "Bi-National & Heritage-Nation Issues", "issues": 8, "subcategories": 2, "within_mean": 13.3187, "nearest_tree": "Indo-Tibetan & Himalayan Issues", "nearest_tree_mean": 15.2344, "nearest_tree_matched": 29.4121, "second_tree": "Emergency Powers, Detention & National Security", "second_tree_mean": 12.2807, "strongest_issue": "Heritage Language & Cultural Continuity", "strongest_external_issue": "Himalayan Language & Cultural Continuity", "strongest_external_score": 56.6937 }, { "category_id": "immigration-displacement", "category": "Immigration, Refuge & Displacement", "issues": 7, "subcategories": 2, "within_mean": 14.6962, "nearest_tree": "Racial Minority Issues", "nearest_tree_mean": 12.7534, "nearest_tree_matched": 27.4149, "second_tree": "Indo-Tibetan & Himalayan Issues", "second_tree_mean": 12.6127, "strongest_issue": "Immigrant Worker Rights", "strongest_external_issue": "Latinidad Worker Power & Labor Standards", "strongest_external_score": 50.0632 }, { "category_id": "military-service-veteran-families", "category": "Military Service, Veterans & Military Families", "issues": 12, "subcategories": 2, "within_mean": 20.3918, "nearest_tree": "Women’s Rights, Safety & Civic Power", "nearest_tree_mean": 8.2029, "nearest_tree_matched": 21.4391, "second_tree": "Care, Health, Family & Social Infrastructure", "second_tree_mean": 8.197, "strongest_issue": "Veteran Housing & Homelessness", "strongest_external_issue": "Homelessness, Shelter & Supportive Housing", "strongest_external_score": 36.0694 }, { "category_id": "indo-tibetan-himalayan-issues", "category": "Indo-Tibetan & Himalayan Issues", "issues": 12, "subcategories": 2, "within_mean": 22.4284, "nearest_tree": "Latinidad, Hispanic & Latine Issues", "nearest_tree_mean": 15.5167, "nearest_tree_matched": 29.8203, "second_tree": "Bi-National & Heritage-Nation Issues", "second_tree_mean": 15.2344, "strongest_issue": "Himalayan Language & Cultural Continuity", "strongest_external_issue": "Heritage Language & Cultural Continuity", "strongest_external_score": 56.6937 }, { "category_id": "regional-place-based-issues", "category": "Regional & Place-Based Issues", "issues": 10, "subcategories": 3, "within_mean": 12.3535, "nearest_tree": "Racial Minority Issues", "nearest_tree_mean": 11.5484, "nearest_tree_matched": 23.6088, "second_tree": "Economy, Labor, Wealth & Mobility", "second_tree_mean": 11.059, "strongest_issue": "Urban Affordability & Displacement", "strongest_external_issue": "Housing Segregation & Displacement", "strongest_external_score": 41.55 }, { "category_id": "democracy-elections-civic-participation", "category": "Democracy, Elections & Civic Participation", "issues": 24, "subcategories": 5, "within_mean": 13.9658, "nearest_tree": "Structural & Systemic Antisemitism", "nearest_tree_mean": 8.0798, "nearest_tree_matched": 22.9299, "second_tree": "Apartheid, Segregation & Unequal Citizenship", "second_tree_mean": 7.7708, "strongest_issue": "Political Exclusion", "strongest_external_issue": "Anti-White Political Exclusion", "strongest_external_score": 75.2813 }, { "category_id": "civil-liberties-conscience-expression", "category": "Civil Liberties, Conscience & Expression", "issues": 43, "subcategories": 7, "within_mean": 10.5175, "nearest_tree": "Structural & Systemic Antisemitism", "nearest_tree_mean": 9.4516, "nearest_tree_matched": 27.7066, "second_tree": "Democracy, Elections & Civic Participation", "second_tree_mean": 7.5859, "strongest_issue": "Artistic & Cultural Expression", "strongest_external_issue": "Liberal Self-Assembly for Cultural Expression", "strongest_external_score": 58.89 }, { "category_id": "equal-protection-public-administration", "category": "Equal Protection, Selective Enforcement & Public Administration", "issues": 50, "subcategories": 6, "within_mean": 6.6563, "nearest_tree": "Surveillance, Intelligence, Privacy & Data Rights", "nearest_tree_mean": 7.76, "nearest_tree_matched": 34.4714, "second_tree": "Due Process, Courts, Evidence & Access to Remedy", "second_tree_mean": 7.2693, "strongest_issue": "Racial Profiling", "strongest_external_issue": "Geographic Racial Profiling", "strongest_external_score": 74.8147 }, { "category_id": "public-safety-criminal-legal-systems", "category": "Public Safety, Policing & Criminal Legal Systems", "issues": 88, "subcategories": 13, "within_mean": 14.7968, "nearest_tree": "Emergency Powers, Detention & National Security", "nearest_tree_mean": 11.4979, "nearest_tree_matched": 29.0466, "second_tree": "LGBTQ+ Equality, Safety & Belonging", "second_tree_mean": 5.7467, "strongest_issue": "Lethal Force Based on Mistaken Identity", "strongest_external_issue": "Protection Against Mistaken-Identity Lethal Force", "strongest_external_score": 76.7296 }, { "category_id": "due-process-courts-remedy", "category": "Due Process, Courts, Evidence & Access to Remedy", "issues": 77, "subcategories": 7, "within_mean": 13.5545, "nearest_tree": "Equal Protection, Selective Enforcement & Public Administration", "nearest_tree_mean": 7.2693, "nearest_tree_matched": 37.6313, "second_tree": "Capital, Philanthropy & Institutional Stewardship", "second_tree_mean": 6.5145, "strongest_issue": "Identity Verification Safeguards", "strongest_external_issue": "Identity Verification", "strongest_external_score": 80.9634 }, { "category_id": "surveillance-intelligence-privacy-data", "category": "Surveillance, Intelligence, Privacy & Data Rights", "issues": 45, "subcategories": 5, "within_mean": 18.8499, "nearest_tree": "Equal Protection, Selective Enforcement & Public Administration", "nearest_tree_mean": 7.76, "nearest_tree_matched": 34.4714, "second_tree": "Emergency Powers, Detention & National Security", "second_tree_mean": 6.7861, "strongest_issue": "Identity Verification", "strongest_external_issue": "Identity Verification Safeguards", "strongest_external_score": 80.9634 }, { "category_id": "emergency-powers-detention-national-security", "category": "Emergency Powers, Detention & National Security", "issues": 10, "subcategories": 3, "within_mean": 22.6245, "nearest_tree": "Bi-National & Heritage-Nation Issues", "nearest_tree_mean": 12.2807, "nearest_tree_matched": 25.2753, "second_tree": "Public Safety, Policing & Criminal Legal Systems", "second_tree_mean": 11.4979, "strongest_issue": "Extraterritorial Assassination", "strongest_external_issue": "Ideological Assassination", "strongest_external_score": 52.9984 }, { "category_id": "economy-labor-wealth-mobility", "category": "Economy, Labor, Wealth & Mobility", "issues": 8, "subcategories": 4, "within_mean": 13.0574, "nearest_tree": "Regional & Place-Based Issues", "nearest_tree_mean": 11.059, "nearest_tree_matched": 23.5638, "second_tree": "Capital, Philanthropy & Institutional Stewardship", "second_tree_mean": 10.8581, "strongest_issue": "Worker Power & Labor Standards", "strongest_external_issue": "Latinidad Worker Power & Labor Standards", "strongest_external_score": 65.4971 }, { "category_id": "care-health-family-social-infrastructure", "category": "Care, Health, Family & Social Infrastructure", "issues": 12, "subcategories": 4, "within_mean": 10.7335, "nearest_tree": "Black Life, African American Equity & Civic Power", "nearest_tree_mean": 10.3042, "nearest_tree_matched": 24.0085, "second_tree": "Economy, Labor, Wealth & Mobility", "second_tree_mean": 9.2093, "strongest_issue": "Aging & Long-Term Care", "strongest_external_issue": "LGBTQ+ Aging & Long-Term Care", "strongest_external_score": 47.5439 }, { "category_id": "climate-environment-land-resilience", "category": "Climate, Environment, Land & Resilience", "issues": 11, "subcategories": 4, "within_mean": 15.0776, "nearest_tree": "Regional & Place-Based Issues", "nearest_tree_mean": 10.4434, "nearest_tree_matched": 23.4786, "second_tree": "Black Life, African American Equity & Civic Power", "second_tree_mean": 9.0803, "strongest_issue": "Climate Displacement & Insurance", "strongest_external_issue": "Housing Supply, Zoning & Inclusive Land Use", "strongest_external_score": 38.9148 }, { "category_id": "media-narrative-information-integrity", "category": "Media, Narrative & Information Integrity", "issues": 18, "subcategories": 3, "within_mean": 5.6189, "nearest_tree": "Technology, AI, Data & Platform Governance", "nearest_tree_mean": 6.6681, "nearest_tree_matched": 20.7451, "second_tree": "Arts, Culture & Public Memory", "second_tree_mean": 6.0899, "strongest_issue": "Social Exclusion", "strongest_external_issue": "Anti-White Social Exclusion", "strongest_external_score": 77.4187 }, { "category_id": "technology-ai-data-platform-governance", "category": "Technology, AI, Data & Platform Governance", "issues": 10, "subcategories": 4, "within_mean": 15.2849, "nearest_tree": "Arts, Culture & Public Memory", "nearest_tree_mean": 10.3904, "nearest_tree_matched": 20.676, "second_tree": "Disability Rights & Independent Living", "second_tree_mean": 9.2314, "strongest_issue": "Transportation & Digital Connectivity", "strongest_external_issue": "Accessible Housing, Transportation & Digital Systems", "strongest_external_score": 38.6561 }, { "category_id": "capital-philanthropy-institutional-stewardship", "category": "Capital, Philanthropy & Institutional Stewardship", "issues": 16, "subcategories": 4, "within_mean": 13.0071, "nearest_tree": "Economy, Labor, Wealth & Mobility", "nearest_tree_mean": 10.8581, "nearest_tree_matched": 24.739, "second_tree": "Education, Science & Knowledge", "second_tree_mean": 10.2352, "strongest_issue": "Foundation Payout, Perpetuity & Spend-Down", "strongest_external_issue": "Racial Data Transparency", "strongest_external_score": 42.6844 }, { "category_id": "structural-systemic-racism", "category": "Structural & Systemic Racism", "issues": 45, "subcategories": 8, "within_mean": 9.4199, "nearest_tree": "Racial Hate, Hostility & Dehumanization", "nearest_tree_mean": 10.8274, "nearest_tree_matched": 32.4136, "second_tree": "Racial Hierarchy, Supremacy & Structural Inequality", "second_tree_mean": 10.697, "strongest_issue": "Structural Racial Inequality", "strongest_external_issue": "Structural Racial Hierarchy", "strongest_external_score": 70.81 }, { "category_id": "structural-systemic-gender-inequality", "category": "Structural & Systemic Gender Inequality", "issues": 46, "subcategories": 9, "within_mean": 13.8984, "nearest_tree": "Women’s Rights, Safety & Civic Power", "nearest_tree_mean": 14.5243, "nearest_tree_matched": 30.8412, "second_tree": "Structural & Systemic Racism", "second_tree_mean": 5.8638, "strongest_issue": "Career Interruption & Reentry Barriers", "strongest_external_issue": "Reentry Barriers", "strongest_external_score": 72.4906 }, { "category_id": "structural-systemic-antisemitism", "category": "Structural & Systemic Antisemitism", "issues": 6, "subcategories": 6, "within_mean": 11.9449, "nearest_tree": "Racial Hate, Hostility & Dehumanization", "nearest_tree_mean": 11.5877, "nearest_tree_matched": 26.4011, "second_tree": "Racial Hierarchy, Supremacy & Structural Inequality", "second_tree_mean": 10.4359, "strongest_issue": "Digital, Media & Algorithmic Amplification of Antisemitism", "strongest_external_issue": "Algorithmic Amplification", "strongest_external_score": 44.3893 }, { "category_id": "apartheid-segregation-unequal-citizenship", "category": "Apartheid, Segregation & Unequal Citizenship", "issues": 6, "subcategories": 6, "within_mean": 7.1769, "nearest_tree": "Black Life, African American Equity & Civic Power", "nearest_tree_mean": 10.6994, "nearest_tree_matched": 26.8343, "second_tree": "Regional & Place-Based Issues", "second_tree_mean": 10.2808, "strongest_issue": "Political Exclusion, Representation & Self-Government", "strongest_external_issue": "Political Exclusion", "strongest_external_score": 49.5174 }, { "category_id": "education-science-knowledge", "category": "Education, Science & Knowledge", "issues": 4, "subcategories": 2, "within_mean": 17.7589, "nearest_tree": "Racial Minority Issues", "nearest_tree_mean": 12.7767, "nearest_tree_matched": 24.6783, "second_tree": "Immigration, Refuge & Displacement", "second_tree_mean": 11.7491, "strongest_issue": "K–12 Quality, School Finance & Educator Capacity", "strongest_external_issue": "Race, Education & Opportunity", "strongest_external_score": 46.3515 }, { "category_id": "disability-rights-independent-living", "category": "Disability Rights & Independent Living", "issues": 3, "subcategories": 2, "within_mean": 17.374, "nearest_tree": "LGBTQ+ Equality, Safety & Belonging", "nearest_tree_mean": 11.4696, "nearest_tree_matched": 22.4928, "second_tree": "Religious Minority Safety & Pluralism", "second_tree_mean": 11.4456, "strongest_issue": "Accessible Housing, Transportation & Digital Systems", "strongest_external_issue": "Transportation & Digital Connectivity", "strongest_external_score": 38.6561 }, { "category_id": "arts-culture-public-memory", "category": "Arts, Culture & Public Memory", "issues": 4, "subcategories": 2, "within_mean": 18.1529, "nearest_tree": "Bi-National & Heritage-Nation Issues", "nearest_tree_mean": 12.1025, "nearest_tree_matched": 26.0969, "second_tree": "Latinidad, Hispanic & Latine Issues", "second_tree_mean": 10.399, "strongest_issue": "Arts, Culture & Public Humanities", "strongest_external_issue": "Liberal Self-Assembly for Cultural Expression", "strongest_external_score": 39.2483 }, { "category_id": "global-affairs-humanitarian-human-rights", "category": "Global Affairs, Humanitarian Action & Human Rights", "issues": 5, "subcategories": 2, "within_mean": 14.6533, "nearest_tree": "Bi-National & Heritage-Nation Issues", "nearest_tree_mean": 11.308, "nearest_tree_matched": 23.7748, "second_tree": "Education, Science & Knowledge", "second_tree_mean": 10.0261, "strongest_issue": "Humanitarian Relief, 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Their median internal cohesion declines from 30.1 at K = 3 to 22.6 at K = 7. Similar groups often share force-related or records-and-sourcing concepts. The outside-in search adds 5,153 unique candidates for further investigation.", "k_summary": [ { "k": 2, "retained_website_count": 14405, "single_subcategory_count": 5678, "cross_tree_count": 2508, "website_median_cohesion_0_100": 20.294960413233678, "website_all_pairs_at_least_25_count": 5871, "new_greedy_count": 850, "new_theme_unique_count": 5, "combined_unique_count": 15260, "new_greedy_median_cohesion_0_100": 40.0 }, { "k": 3, "retained_website_count": 691, "single_subcategory_count": 612, "cross_tree_count": 24, "website_median_cohesion_0_100": 30.137340120995525, "website_all_pairs_at_least_25_count": 338, "new_greedy_count": 894, "new_theme_unique_count": 9, "combined_unique_count": 1594, "new_greedy_median_cohesion_0_100": 39.075904973581984 }, { "k": 4, "retained_website_count": 570, "single_subcategory_count": 491, "cross_tree_count": 29, "website_median_cohesion_0_100": 28.310445591732435, "website_all_pairs_at_least_25_count": 223, "new_greedy_count": 862, 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"new_greedy_count": 821, "new_theme_unique_count": 10, "combined_unique_count": 1171, "new_greedy_median_cohesion_0_100": 31.84618197528669 } ], "same_k_disjoint_examples": [ { "k": 2, "a": { "id": "k2:08b55ff02169b635", "k": 2, "title": "Anti-Asian Racial Exclusion + Anti-Indigenous Racial Discrimination", "members": [ { "id": "anti-asian-racial-exclusion", "title": "Anti-Asian Racial Exclusion", "snapshot_route": "/issues/racial-hate-hostility-dehumanization/anti-asian-racial-exclusion/", "tree_id": "racial-hate-hostility-dehumanization", "tree_name": "Racial Hate, Hostility & Dehumanization" }, { "id": "anti-indigenous-racial-discrimination", "title": "Anti-Indigenous Racial Discrimination", "snapshot_route": "/issues/racial-hate-hostility-dehumanization/anti-indigenous-racial-discrimination/", "tree_id": "racial-hate-hostility-dehumanization", "tree_name": "Racial Hate, Hostility & Dehumanization" } ], "internal_cohesion_0_100": 20.092666441473327, "weakest_pair_0_100": 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"title": "Lethal Force Against Noncitizens", "snapshot_route": "/issues/public-safety-criminal-legal-systems/lethal-force-against-noncitizens/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "lethal-force-outside-active-hostilities", "title": "Lethal Force Outside Active Hostilities", "snapshot_route": "/issues/public-safety-criminal-legal-systems/lethal-force-outside-active-hostilities/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "military-lethal-force", "title": "Military Lethal Force", "snapshot_route": "/issues/public-safety-criminal-legal-systems/military-lethal-force/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" } ], "internal_cohesion_0_100": 43.88297573540556, "weakest_pair_0_100": 37.568754502737264 }, "b": { "id": "k4:e01a4823f6b1a8db8205", "k": 4, "title": "Disproportionate Force + Excessive Force + Less-Lethal Force + Lethal Force", "members": [ { "id": "disproportionate-force", "title": "Disproportionate Force", "snapshot_route": "/issues/public-safety-criminal-legal-systems/disproportionate-force/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "excessive-force", "title": "Excessive Force", "snapshot_route": "/issues/public-safety-criminal-legal-systems/excessive-force/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "less-lethal-force", "title": "Less-Lethal Force", "snapshot_route": "/issues/public-safety-criminal-legal-systems/less-lethal-force/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "lethal-force", "title": "Lethal Force", "snapshot_route": "/issues/public-safety-criminal-legal-systems/lethal-force/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" } ], "internal_cohesion_0_100": 51.79194527286337, "weakest_pair_0_100": 47.859193729342735 }, "between_group_closeness_0_100": 77.7911, "shared_issue_count": 0, "selection_note": "Selected from the exported non-overlapping website nearest-neighbor examples." }, { "k": 5, "a": { "id": "k5:f469321f29857dec6999", "k": 5, "title": "Anonymous Sourcing + Circular Sourcing + Fabricated Evidence + Government Reliance on Third-Party Allegations + Uncorroborated Allegations", "members": [ { "id": "anonymous-sourcing", "title": "Anonymous Sourcing", "snapshot_route": "/issues/defamation-reputation-false-attribution/anonymous-sourcing/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "circular-sourcing", "title": "Circular Sourcing", "snapshot_route": "/issues/defamation-reputation-false-attribution/circular-sourcing/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "fabricated-evidence", "title": "Fabricated Evidence", "snapshot_route": "/issues/defamation-reputation-false-attribution/fabricated-evidence/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "government-reliance-on-third-party-allegations", "title": "Government Reliance on Third-Party Allegations", "snapshot_route": "/issues/defamation-reputation-false-attribution/government-reliance-on-third-party-allegations/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "uncorroborated-allegations", "title": "Uncorroborated Allegations", "snapshot_route": "/issues/defamation-reputation-false-attribution/uncorroborated-allegations/", 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"opportunity-to-contest-classification", "title": "Opportunity to Contest Classification", "snapshot_route": "/issues/due-process-courts-remedy/opportunity-to-contest-classification/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" }, { "id": "correction-of-government-records", "title": "Correction of Government Records", "snapshot_route": "/issues/due-process-courts-remedy/correction-of-government-records/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" }, { "id": "access-to-courts", "title": "Access to Courts", "snapshot_route": "/issues/due-process-courts-remedy/access-to-courts/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" }, { "id": "false-governmental-allegations", "title": "False Governmental Allegations", "snapshot_route": "/issues/defamation-reputation-false-attribution/false-governmental-allegations/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" } ], "scope_validated": false } ], "analyst_interpretation": "Prioritize people subject to the actual decision, including people seeking correction of a record. The website’s automated-decision cohort is useful when automation is present; a records dispute can also be entirely manual. Legal assistance and ombuds or review bodies have different roles from system operators.", "source_context": "NIST and OHCHR provide governance and privacy frameworks, not proof that a record is false or a decision wrongful. A low chain score flags sparse shared wording between classification and court-access labels." }, { "id": "migration-care-work", "name": "Migration, care work and household stability", "issues": [ "immigrant-worker-rights", "care-economy", "pay-equity", "immigrant-family-stability", "language-access", "childcare-early-learning", "healthcare-affordability" ], "sources": [ "S04", "S03", "S05" ], "rationale": "Work and migration rules can interact with care duties, earnings and access to services. The direct in-circle is more specific than all immigrants or all women.", "validation": "Specify work type, migration status, household care obligations and service eligibility; distinguish migrant domestic workers from other workers.", "levels": [ { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 2, "group_id": "scenario:migration-care-work:k2", "added_issue": "Immigrant Worker Rights + Care Economy", "cohesion": 12.0280728461596, "pair_min": 12.0280728461596, "bottleneck": 12.0280728461596, "category_count": 2, "website": { "1": { "name": "Low-wage workers", "score": 51.9215, "ties": 3, "matching": 2, "known": 2, "id": "stakeholder:low-wage-workers", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 37.6583, "ties": 1, "matching": 2, "known": 2, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 45.4386, "ties": 1, "matching": 2, "known": 2, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 58.8806, "ties": 1, "matching": 2, "known": 2, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 14.5686, "ties": 1, "matching": 1, "known": 2, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" } ], "scope_validated": false }, { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 3, "group_id": "scenario:migration-care-work:k3", "added_issue": "Pay Equity & Occupational Mobility", "cohesion": 15.851762941955744, "pair_min": 12.0280728461596, "bottleneck": 13.998004621141627, "category_count": 2, "website": { "1": { "name": "Paid care workers", "score": 49.6356, "ties": 1, "matching": 3, "known": 3, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 40.8404, "ties": 1, "matching": 3, "known": 3, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 47.6656, "ties": 1, "matching": 3, "known": 3, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 48.2833, "ties": 1, "matching": 3, "known": 3, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 17.6275, "ties": 1, "matching": 2, "known": 3, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" } ], "scope_validated": false }, { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 4, "group_id": "scenario:migration-care-work:k4", "added_issue": "Immigrant Family Stability", "cohesion": 18.232540423369517, "pair_min": 12.0280728461596, "bottleneck": 23.160424102964136, "category_count": 2, "website": { "1": { "name": "Paid care workers", "score": 50.2956, "ties": 1, "matching": 4, "known": 4, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 41.3994, "ties": 1, "matching": 4, "known": 4, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 47.5681, "ties": 1, "matching": 4, "known": 4, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 46.4856, "ties": 1, "matching": 4, "known": 4, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 22.946, "ties": 1, "matching": 3, "known": 4, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "immigrant-family-stability", "title": "Immigrant Family Stability", "snapshot_route": "/issues/immigration-displacement/immigrant-family-stability/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" } ], "scope_validated": false }, { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 5, "group_id": "scenario:migration-care-work:k5", "added_issue": "Language Access", "cohesion": 15.024302320953343, "pair_min": 8.551098819650061, "bottleneck": 20.0775570087933, "category_count": 2, "website": { "1": { "name": "Paid care workers", "score": 47.3591, "ties": 1, "matching": 5, "known": 5, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 43.394, "ties": 1, "matching": 5, "known": 5, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 44.4958, "ties": 1, "matching": 5, "known": 5, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 40.4744, "ties": 1, "matching": 5, "known": 5, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 25.1996, "ties": 1, "matching": 4, "known": 5, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "immigrant-family-stability", "title": "Immigrant Family Stability", "snapshot_route": "/issues/immigration-displacement/immigrant-family-stability/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "language-access", "title": "Language Access", "snapshot_route": "/issues/immigration-displacement/language-access/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" } ], "scope_validated": false }, { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 6, "group_id": "scenario:migration-care-work:k6", "added_issue": "Childcare & Early Learning", "cohesion": 16.332049265189333, "pair_min": 8.551098819650061, "bottleneck": 20.0775570087933, "category_count": 3, "website": { "1": { "name": "Paid care workers", "score": 48.8148, "ties": 1, "matching": 6, "known": 6, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 46.5191, "ties": 1, "matching": 6, "known": 6, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 46.7637, "ties": 1, "matching": 6, "known": 6, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 39.9068, "ties": 1, "matching": 6, "known": 6, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 27.9628, "ties": 1, "matching": 5, "known": 6, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "immigrant-family-stability", "title": "Immigrant Family Stability", "snapshot_route": "/issues/immigration-displacement/immigrant-family-stability/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "language-access", "title": "Language Access", "snapshot_route": "/issues/immigration-displacement/language-access/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "childcare-early-learning", "title": "Childcare & Early Learning", "snapshot_route": "/issues/economy-care-climate/childcare-early-learning/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "migration-care-work", "scenario_name": "Migration, care work and household stability", "k": 7, "group_id": "scenario:migration-care-work:k7", "added_issue": "Healthcare Affordability & Access", "cohesion": 11.433923741331071, "pair_min": 0.0, "bottleneck": 19.031865096951016, "category_count": 3, "website": { "1": { "name": "Paid care workers", "score": 47.3803, "ties": 1, "matching": 7, "known": 7, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 43.6256, "ties": 1, "matching": 7, "known": 7, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 46.6557, "ties": 1, "matching": 7, "known": 7, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 35.707, "ties": 1, "matching": 7, "known": 7, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 29.6472, "ties": 1, "matching": 6, "known": 7, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "immigrant-worker-rights", "title": "Immigrant Worker Rights", "snapshot_route": "/issues/immigration-displacement/immigrant-worker-rights/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "care-economy", "title": "Care Economy", "snapshot_route": "/issues/womens-rights-issues/care-economy/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "immigrant-family-stability", "title": "Immigrant Family Stability", "snapshot_route": "/issues/immigration-displacement/immigrant-family-stability/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "language-access", "title": "Language Access", "snapshot_route": "/issues/immigration-displacement/language-access/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "childcare-early-learning", "title": "Childcare & Early Learning", "snapshot_route": "/issues/economy-care-climate/childcare-early-learning/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false } ], "analyst_interpretation": "The most specific direct group is migrant domestic and care workers, with unpaid family caregivers, dependants and language-service users assessed separately. Website paid-care and foreign-born cohorts are useful proxies but neither alone represents the intersection.", "source_context": "ILO connects domestic work, migration, care and working conditions; WHO connects material and service access. The highest generic model match may be unpaid carers because several added labels concern family care. Paid and unpaid work must not be collapsed." }, { "id": "housing-opportunity", "name": "Housing exclusion and accumulated opportunity gaps", "issues": [ "housing-segregation-displacement", "racial-wealth-gap", "school-funding-inequality", "racial-healthcare-access-disparities", "algorithmic-public-systems", "fair-housing-enforcement", "housing-security" ], "sources": [ "S11", "S03", "S08" ], "rationale": "Housing access can connect wealth, schooling, health and screening practices, making an intervention boundary broader than a housing-only taxonomy branch.", "validation": "Use a defined housing market and comparable applicant/outcome data; distinguish selection, income, supply, historic patterns and system-specific discrimination.", "levels": [ { "scenario_id": "housing-opportunity", "scenario_name": "Housing exclusion and accumulated opportunity gaps", "k": 2, "group_id": "scenario:housing-opportunity:k2", "added_issue": "Housing Segregation & Displacement + Racial Wealth Gap", "cohesion": 21.863811011602667, "pair_min": 21.863811011602667, "bottleneck": 21.863811011602667, "category_count": 2, "website": { "1": { "name": "Households below the poverty threshold", "score": 57.4469, "ties": 2, "matching": 2, "known": 2, "id": "stakeholder:households-below-poverty", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Minority households facing housing exclusion", "score": 56.46, "ties": 1, "matching": 2, "known": 2, "id": "ext:minority-housing", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 35.7037, "ties": 1, "matching": 2, "known": 2, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 51.0486, "ties": 1, "matching": 2, "known": 2, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "housing-segregation-displacement", "title": "Housing Segregation & Displacement", "snapshot_route": "/issues/racial-minority-issues/housing-segregation-displacement/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "racial-wealth-gap", "title": "Racial Wealth Gap", "snapshot_route": "/issues/structural-systemic-racism/racial-wealth-gap/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" } ], "scope_validated": false }, { "scenario_id": "housing-opportunity", "scenario_name": "Housing exclusion and accumulated opportunity gaps", "k": 3, "group_id": "scenario:housing-opportunity:k3", "added_issue": "School-Funding Inequality", "cohesion": 20.589610410364987, "pair_min": 16.12972143657295, "bottleneck": 21.863811011602667, "category_count": 2, "website": { "1": { 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"/issues/womens-rights-issues/women-media-arts-entertainment/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "gender-based-safety", "title": "Gender-Based Safety", "snapshot_route": "/issues/womens-rights-issues/gender-based-safety/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "platform-governance", "title": "Platform Governance", "snapshot_route": "/issues/media-technology-capital/platform-governance/", "tree_id": "technology-ai-data-platform-governance", "tree_name": "Technology, AI, Data & Platform Governance" }, { "id": "libel", "title": "Libel", "snapshot_route": "/issues/defamation-reputation-false-attribution/libel/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "protection-of-journalistic-sources", "title": "Protection of Journalistic Sources", "snapshot_route": "/issues/civil-liberties-conscience-expression/protection-of-journalistic-sources/", "tree_id": "civil-liberties-conscience-expression", "tree_name": "Civil Liberties, Conscience & Expression" }, { "id": "women-political-leadership", "title": "Women’s Political Leadership", "snapshot_route": "/issues/womens-rights-issues/women-political-leadership/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" } ], "scope_validated": false }, { "scenario_id": "women-public-expression", "scenario_name": "Women in public life, publication and digital safety", "k": 7, "group_id": "scenario:women-public-expression:k7", "added_issue": "Data & AI Stewardship", "cohesion": 7.810742213455986, "pair_min": 0.0, "bottleneck": 13.535347584838583, "category_count": 4, "website": { "1": { "name": "Women", "score": 11.7061, "ties": 1, "matching": 3, "known": 7, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Film and Television Creative Leaders", "score": 18.0753, "ties": 6, "matching": 4, "known": 7, "id": "stakeholder:film-and-television-creative-leaders", "scope_validated": false }, "3": { "name": "Technology and Innovation Leaders", "score": 15.9956, "ties": 1, "matching": 4, "known": 7, "id": "stakeholder:technology-and-innovation-leaders", "scope_validated": false } }, "outside_in": { "1": { "name": "Women journalists and media workers facing abuse", "score": 37.9673, "ties": 1, "matching": 7, "known": 7, "id": "ext:women-journalists", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 17.0496, "ties": 1, "matching": 5, "known": 7, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Editors, publishers and platform governance teams", "score": 33.3824, "ties": 1, "matching": 6, "known": 7, "id": "ext:editors-platforms", "scope_validated": false } }, "members": [ { "id": "women-media-arts-entertainment", "title": "Women in Media, Arts & Entertainment", "snapshot_route": "/issues/womens-rights-issues/women-media-arts-entertainment/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "gender-based-safety", "title": "Gender-Based Safety", "snapshot_route": "/issues/womens-rights-issues/gender-based-safety/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "platform-governance", "title": "Platform Governance", "snapshot_route": "/issues/media-technology-capital/platform-governance/", "tree_id": "technology-ai-data-platform-governance", "tree_name": "Technology, AI, Data & Platform Governance" }, { "id": "libel", "title": "Libel", "snapshot_route": "/issues/defamation-reputation-false-attribution/libel/", "tree_id": "defamation-reputation-false-attribution", "tree_name": "Defamation, Reputation & False Attribution" }, { "id": "protection-of-journalistic-sources", "title": "Protection of Journalistic Sources", "snapshot_route": "/issues/civil-liberties-conscience-expression/protection-of-journalistic-sources/", "tree_id": "civil-liberties-conscience-expression", "tree_name": "Civil Liberties, Conscience & Expression" }, { "id": "women-political-leadership", "title": "Women’s Political Leadership", "snapshot_route": "/issues/womens-rights-issues/women-political-leadership/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "data-ai-stewardship", "title": "Data & AI Stewardship", "snapshot_route": "/issues/media-technology-capital/data-ai-stewardship/", "tree_id": "technology-ai-data-platform-governance", "tree_name": "Technology, AI, Data & Platform Governance" } ], "scope_validated": false } ], "analyst_interpretation": "Women journalists and media workers are a more precise direct circle than generic cultural prominence. Include confidential sources where source protection is at issue; distinguish worker support, editorial responsibility and platform governance.", "source_context": "UNESCO documents gendered threats affecting journalism. The theme combines workplace participation, publication and digital safety; individual libel or safety claims still require case-specific evidence." }, { "id": "conscience-equal-participation", "name": "Conscience, institutional autonomy and equal participation", "issues": [ "religious-accommodation-work", "religion-schools", "lgbtq-faith-pluralism", "nonreligious-minority-rights", "freedom-of-worship", "equal-citizenship-across-religious-difference", "freedom-of-speech-in-racial-hate-analysis" ], "sources": [ "S17", "S18", "S06" ], "rationale": "Shared institutions bring religion, conscience, speech and equality into contact, sometimes as a rights conflict rather than a common policy preference.", "validation": "Specify legal jurisdiction, institutional function, affected people and the exact burden or accommodation; belief is not evidence of coercive conduct.", "levels": [ { "scenario_id": "conscience-equal-participation", "scenario_name": "Conscience, institutional autonomy and 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"score": 9.7387, "ties": 1, "matching": 1, "known": 2, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 28.9464, "ties": 1, "matching": 2, "known": 2, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "religious-accommodation-work", "title": "Religious Accommodation at Work", "snapshot_route": "/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" } ], "scope_validated": false }, { "scenario_id": "conscience-equal-participation", "scenario_name": "Conscience, institutional autonomy and equal participation", "k": 3, "group_id": "scenario:conscience-equal-participation:k3", "added_issue": "LGBTQ+ Life, Faith & Pluralism", "cohesion": 23.069377870254183, "pair_min": 20.709151375070256, "bottleneck": 24.91404760859124, "category_count": 2, "website": { "1": { "name": "Children", "score": 31.525, "ties": 2, "matching": 3, "known": 3, "id": "stakeholder:children", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 13.1593, "ties": 1, "matching": 2, "known": 3, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Religious and nonreligious people seeking equal institutional participation", "score": 37.947, "ties": 1, "matching": 3, "known": 3, "id": "ext:conscience-claimants", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 11.1566, "ties": 1, "matching": 2, "known": 3, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 24.4035, "ties": 1, "matching": 3, "known": 3, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "religious-accommodation-work", "title": "Religious Accommodation at Work", "snapshot_route": "/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "lgbtq-faith-pluralism", "title": "LGBTQ+ Life, Faith & Pluralism", "snapshot_route": "/issues/lgbtq-issues/lgbtq-faith-pluralism/", "tree_id": "lgbtq-issues", "tree_name": "LGBTQ+ Equality, Safety & Belonging" } ], "scope_validated": false }, { "scenario_id": "conscience-equal-participation", "scenario_name": "Conscience, institutional autonomy and equal participation", "k": 4, "group_id": "scenario:conscience-equal-participation:k4", "added_issue": "Nonreligious & Conscience Rights", "cohesion": 20.619958152387753, "pair_min": 17.001919434508352, "bottleneck": 23.42386928083728, "category_count": 2, "website": { "1": { "name": "Children", "score": 30.6531, "ties": 2, "matching": 4, "known": 4, "id": "stakeholder:children", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 21.5072, "ties": 1, "matching": 3, "known": 4, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Religious and nonreligious people seeking equal institutional participation", "score": 41.3001, "ties": 1, "matching": 4, "known": 4, "id": "ext:conscience-claimants", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 18.6313, "ties": 1, "matching": 3, "known": 4, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 24.1048, "ties": 1, "matching": 4, "known": 4, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "religious-accommodation-work", "title": "Religious Accommodation at Work", "snapshot_route": "/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "lgbtq-faith-pluralism", "title": "LGBTQ+ 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"/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "lgbtq-faith-pluralism", "title": "LGBTQ+ Life, Faith & Pluralism", "snapshot_route": "/issues/lgbtq-issues/lgbtq-faith-pluralism/", "tree_id": "lgbtq-issues", "tree_name": "LGBTQ+ Equality, Safety & Belonging" }, { "id": "nonreligious-minority-rights", "title": "Nonreligious & Conscience Rights", "snapshot_route": "/issues/religious-minority-issues/nonreligious-minority-rights/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "freedom-of-worship", "title": "Freedom of Worship", "snapshot_route": "/issues/religion-religious-power/freedom-of-worship/", "tree_id": "religion-religious-power", "tree_name": "Religion & Religious Power" } ], "scope_validated": false }, { "scenario_id": "conscience-equal-participation", "scenario_name": "Conscience, institutional autonomy and equal participation", "k": 6, "group_id": "scenario:conscience-equal-participation:k6", "added_issue": "Equal Citizenship Across Religious Difference", "cohesion": 16.603965680698014, "pair_min": 10.209137296813841, "bottleneck": 22.06106329441554, "category_count": 3, "website": { "1": { "name": "Children", "score": 16.0673, "ties": 2, "matching": 4, "known": 6, "id": "stakeholder:children", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 14.3381, "ties": 1, "matching": 3, "known": 6, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Religious and nonreligious people seeking equal institutional participation", "score": 41.5731, "ties": 1, "matching": 6, "known": 6, "id": "ext:conscience-claimants", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 12.4209, "ties": 1, "matching": 3, "known": 6, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 12.454, "ties": 1, "matching": 4, "known": 6, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "religious-accommodation-work", "title": "Religious Accommodation at Work", "snapshot_route": "/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "lgbtq-faith-pluralism", "title": "LGBTQ+ Life, Faith & Pluralism", "snapshot_route": "/issues/lgbtq-issues/lgbtq-faith-pluralism/", "tree_id": "lgbtq-issues", "tree_name": "LGBTQ+ Equality, Safety & Belonging" }, { "id": "nonreligious-minority-rights", "title": "Nonreligious & Conscience Rights", "snapshot_route": "/issues/religious-minority-issues/nonreligious-minority-rights/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "freedom-of-worship", "title": "Freedom of Worship", "snapshot_route": "/issues/religion-religious-power/freedom-of-worship/", "tree_id": "religion-religious-power", "tree_name": "Religion & Religious Power" }, { "id": "equal-citizenship-across-religious-difference", "title": "Equal Citizenship Across Religious Difference", "snapshot_route": "/issues/religion-religious-power/equal-citizenship-across-religious-difference/", "tree_id": "religion-religious-power", "tree_name": "Religion & Religious Power" } ], "scope_validated": false }, { "scenario_id": "conscience-equal-participation", "scenario_name": "Conscience, institutional autonomy and equal participation", "k": 7, "group_id": "scenario:conscience-equal-participation:k7", "added_issue": "Freedom of Speech in Racial-Hate Analysis", "cohesion": 10.571587222891432, "pair_min": 0.0, "bottleneck": 11.212986414024812, "category_count": 4, "website": { "1": { "name": "Children", "score": 15.1272, "ties": 2, "matching": 5, "known": 7, "id": "stakeholder:children", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 12.2898, "ties": 1, "matching": 3, "known": 7, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Religious and nonreligious people seeking equal institutional participation", "score": 42.1663, "ties": 1, "matching": 7, "known": 7, "id": "ext:conscience-claimants", "scope_validated": false }, "2": { "name": "Minority- and survivor-led community organizations", "score": 10.8414, "ties": 1, "matching": 4, "known": 7, "id": "ext:community-led", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 10.6749, "ties": 1, "matching": 4, "known": 7, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "religious-accommodation-work", "title": "Religious Accommodation at Work", "snapshot_route": "/issues/religious-minority-issues/religious-accommodation-work/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "religion-schools", "title": "Religion in Schools & Education", "snapshot_route": "/issues/religious-minority-issues/religion-schools/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "lgbtq-faith-pluralism", "title": "LGBTQ+ Life, Faith & Pluralism", "snapshot_route": "/issues/lgbtq-issues/lgbtq-faith-pluralism/", "tree_id": "lgbtq-issues", "tree_name": "LGBTQ+ Equality, Safety & Belonging" }, { "id": "nonreligious-minority-rights", "title": "Nonreligious & Conscience Rights", "snapshot_route": "/issues/religious-minority-issues/nonreligious-minority-rights/", "tree_id": "religious-minority-issues", "tree_name": "Religious Minority Safety & Pluralism" }, { "id": "freedom-of-worship", "title": "Freedom of Worship", "snapshot_route": "/issues/religion-religious-power/freedom-of-worship/", "tree_id": "religion-religious-power", "tree_name": "Religion & Religious Power" }, { "id": "equal-citizenship-across-religious-difference", "title": "Equal Citizenship Across Religious Difference", "snapshot_route": "/issues/religion-religious-power/equal-citizenship-across-religious-difference/", "tree_id": "religion-religious-power", "tree_name": "Religion & Religious Power" }, { "id": "freedom-of-speech-in-racial-hate-analysis", "title": "Freedom of Speech in Racial-Hate Analysis", "snapshot_route": "/issues/racial-hate-hostility-dehumanization/freedom-of-speech-in-racial-hate-analysis/", "tree_id": "racial-hate-hostility-dehumanization", "tree_name": "Racial Hate, Hostility & Dehumanization" } ], "scope_validated": false } ], "analyst_interpretation": "The outside-in direct circle includes religious and nonreligious people seeking equal institutional participation. Specify the school, workplace or civic process. The website’s education or worker cohorts cover individual facets; its Jewish cohorts do not represent every faith or conscience position.", "source_context": "Minority participation and freedom of expression provide relevant frameworks. Accommodation at work, nonreligious conscience and worship can interact through institutional rules, but their legal balance is jurisdiction-specific." }, { "id": "disability-care-access", "name": "Disability, independent living and care access", "issues": [ "independent-living-personal-assistance-and-caregiver-policy", "caregiver-consent-scope-compensation", "accessible-housing-transportation-and-digital-systems", "aging-long-term-care", "womens-disability-health", "healthcare-affordability", "disability-civil-rights-and-equal-participation" ], "sources": [ "S01", "S03", "S10", "S11" ], "rationale": "Independent living depends on accessible systems and care arrangements; users, paid workers and unpaid caregivers have connected but nonidentical interests.", "validation": "Separate child/adult, disability, housing, care and decision-making contexts. Seek the person's expressed preferences and usable accommodations.", "levels": [ { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 2, "group_id": "scenario:disability-care-access:k2", "added_issue": "Independent Living, Personal Assistance & Caregiver Policy + Caregiver Consent, Scope & Compensation", "cohesion": 14.404582006943345, "pair_min": 14.404582006943345, "bottleneck": 14.404582006943345, "category_count": 2, "website": { "1": { "name": "People using long-term care", "score": 43.1268, "ties": 2, "matching": 2, "known": 2, "id": "stakeholder:long-term-care-users", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 18.6975, "ties": 1, "matching": 2, "known": 2, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Low-income unpaid family caregivers", "score": 31.0124, "ties": 1, "matching": 2, "known": 2, "id": "ext:unpaid-carers", "scope_validated": false }, "2": { "name": "Organizations of persons with disabilities", "score": 33.5446, "ties": 1, "matching": 2, "known": 2, "id": "ext:dpos", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 36.9799, "ties": 1, "matching": 2, "known": 2, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 3, "group_id": "scenario:disability-care-access:k3", "added_issue": "Accessible Housing, Transportation & Digital Systems", "cohesion": 7.749897237649289, "pair_min": 0.0, "bottleneck": 14.404582006943345, "category_count": 2, "website": { "1": { "name": "People with disabilities", "score": 41.9555, "ties": 1, "matching": 3, "known": 3, "id": "stakeholder:people-with-disabilities", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 8.8081, "ties": 1, "matching": 2, "known": 3, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Technology and Innovation Leaders", "score": 17.3023, "ties": 1, "matching": 2, "known": 3, "id": "stakeholder:technology-and-innovation-leaders", "scope_validated": false } }, "outside_in": { "1": { "name": "Disabled renters and independent-living users", "score": 47.3039, "ties": 1, "matching": 3, "known": 3, "id": "ext:disabled-renters", "scope_validated": false }, "2": { "name": "Organizations of persons with disabilities", "score": 38.7563, "ties": 1, "matching": 3, "known": 3, "id": "ext:dpos", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 30.8914, "ties": 1, "matching": 3, "known": 3, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "accessible-housing-transportation-and-digital-systems", "title": "Accessible Housing, Transportation & Digital Systems", "snapshot_route": "/issues/disability-rights-independent-living/accessible-housing-transportation-and-digital-systems/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" } ], "scope_validated": false }, { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 4, "group_id": "scenario:disability-care-access:k4", "added_issue": "Aging & 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"scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 34.9738, "ties": 1, "matching": 4, "known": 4, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "accessible-housing-transportation-and-digital-systems", "title": "Accessible Housing, Transportation & Digital Systems", "snapshot_route": "/issues/disability-rights-independent-living/accessible-housing-transportation-and-digital-systems/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "aging-long-term-care", "title": "Aging & Long-Term Care", "snapshot_route": "/issues/economy-care-climate/aging-long-term-care/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 5, "group_id": "scenario:disability-care-access:k5", "added_issue": "Women, Disability & Health Access", "cohesion": 11.028408237064685, "pair_min": 0.0, "bottleneck": 14.404582006943345, "category_count": 3, "website": { "1": { "name": "People with disabilities", "score": 47.9576, "ties": 1, "matching": 5, "known": 5, "id": "stakeholder:people-with-disabilities", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 16.0732, "ties": 1, "matching": 4, "known": 5, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Technology and Innovation Leaders", "score": 10.3814, "ties": 1, "matching": 2, "known": 5, "id": "stakeholder:technology-and-innovation-leaders", "scope_validated": false } }, "outside_in": { "1": { "name": "Children with disabilities and their caregivers", "score": 52.782, "ties": 1, "matching": 5, "known": 5, "id": "ext:disabled-students", "scope_validated": false }, "2": { "name": "Organizations of persons with disabilities", "score": 41.4652, "ties": 1, "matching": 5, "known": 5, "id": "ext:dpos", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 38.9089, "ties": 1, "matching": 5, "known": 5, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "accessible-housing-transportation-and-digital-systems", "title": "Accessible Housing, Transportation & Digital Systems", "snapshot_route": "/issues/disability-rights-independent-living/accessible-housing-transportation-and-digital-systems/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "aging-long-term-care", "title": "Aging & Long-Term Care", "snapshot_route": "/issues/economy-care-climate/aging-long-term-care/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "womens-disability-health", "title": "Women, Disability & Health Access", "snapshot_route": "/issues/womens-rights-issues/womens-disability-health/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" } ], "scope_validated": false }, { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 6, "group_id": "scenario:disability-care-access:k6", "added_issue": "Healthcare Affordability & Access", "cohesion": 8.794783411316, "pair_min": 0.0, "bottleneck": 14.404582006943345, "category_count": 3, "website": { "1": { "name": "People using 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"ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "accessible-housing-transportation-and-digital-systems", "title": "Accessible Housing, Transportation & Digital Systems", "snapshot_route": "/issues/disability-rights-independent-living/accessible-housing-transportation-and-digital-systems/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "aging-long-term-care", "title": "Aging & Long-Term Care", "snapshot_route": "/issues/economy-care-climate/aging-long-term-care/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "womens-disability-health", "title": "Women, Disability & Health Access", "snapshot_route": "/issues/womens-rights-issues/womens-disability-health/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "disability-care-access", "scenario_name": "Disability, independent living and care access", "k": 7, "group_id": "scenario:disability-care-access:k7", "added_issue": "Disability Civil Rights & Equal Participation", "cohesion": 9.45185304191423, "pair_min": 0.0, "bottleneck": 14.404582006943345, "category_count": 3, "website": { "1": { "name": "People using long-term care", "score": 48.1302, "ties": 2, "matching": 7, "known": 7, "id": "stakeholder:long-term-care-users", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 20.6288, "ties": 1, "matching": 6, "known": 7, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Technology and Innovation Leaders", "score": 7.4153, "ties": 1, "matching": 2, "known": 7, "id": "stakeholder:technology-and-innovation-leaders", "scope_validated": false } }, "outside_in": { "1": { "name": "Disabled renters and independent-living users", "score": 37.6131, "ties": 1, "matching": 7, "known": 7, "id": "ext:disabled-renters", "scope_validated": false }, "2": { "name": "Organizations of persons with disabilities", "score": 32.7279, "ties": 1, "matching": 6, "known": 7, "id": "ext:dpos", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 40.1894, "ties": 1, "matching": 7, "known": 7, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "independent-living-personal-assistance-and-caregiver-policy", "title": "Independent Living, Personal Assistance & Caregiver Policy", "snapshot_route": "/issues/disability-rights-independent-living/independent-living-personal-assistance-and-caregiver-policy/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "caregiver-consent-scope-compensation", "title": "Caregiver Consent, Scope & Compensation", "snapshot_route": "/issues/democracy-public-institutions/caregiver-consent-scope-compensation/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "accessible-housing-transportation-and-digital-systems", "title": "Accessible Housing, Transportation & Digital Systems", "snapshot_route": "/issues/disability-rights-independent-living/accessible-housing-transportation-and-digital-systems/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" }, { "id": "aging-long-term-care", "title": "Aging & Long-Term Care", "snapshot_route": "/issues/economy-care-climate/aging-long-term-care/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "womens-disability-health", "title": "Women, Disability & Health Access", "snapshot_route": "/issues/womens-rights-issues/womens-disability-health/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "disability-civil-rights-and-equal-participation", "title": "Disability Civil Rights & Equal Participation", "snapshot_route": "/issues/disability-rights-independent-living/disability-civil-rights-and-equal-participation/", "tree_id": "disability-rights-independent-living", "tree_name": "Disability Rights & Independent Living" } ], "scope_validated": false } ], "analyst_interpretation": "Separate disabled people using independent-living services from paid care workers and unpaid caregivers. Their interests can overlap while consent, compensation, autonomy and service design remain distinct. Disability organizations and service institutions occupy different circles.", "source_context": "WHO and UNICEF support institutional access and inclusion as research domains. Age or a broad health category alone does not establish disability, dependency or a particular care need." }, { "id": "climate-livelihood-housing", "name": "Climate exposure, displacement and livelihood security", "issues": [ "climate-displacement-insurance", "housing-security", "climate-health", "internal-climate-displacement", "inland-water-drought-heat", "energy-affordability-and-just-transition", "disaster-recovery-resilience" ], "sources": [ "S13", "S11", "S03" ], "rationale": "Hazards connect housing, health, insurance, mobility and livelihood resources, but climate-related movement does not by itself establish refugee status.", "validation": "Fix the place, hazard, period, tenure and livelihood system. Test adaptive capacity and infrastructure alongside exposure.", "levels": [ { "scenario_id": "climate-livelihood-housing", "scenario_name": "Climate exposure, displacement and livelihood security", "k": 2, "group_id": "k2:e7a8497542083d77", "added_issue": "Climate Displacement & Insurance + Housing Security", "cohesion": 15.492425387347966, "pair_min": 15.492425387347966, "bottleneck": 15.492425387347966, "category_count": 2, "website": { "1": { "name": "Housing-cost-burdened households", "score": 61.9945, "ties": 4, "matching": 2, "known": 2, "id": "stakeholder:housing-cost-burdened-households", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 10.0809, "ties": 1, "matching": 1, "known": 2, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Climate-displaced households and people at risk 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"known": 3, "id": "ext:climate-displaced", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 25.021, "ties": 1, "matching": 2, "known": 3, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 26.5287, "ties": 1, "matching": 2, "known": 3, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "climate-displacement-insurance", "title": "Climate Displacement & Insurance", "snapshot_route": "/issues/economy-care-climate/climate-displacement-insurance/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "climate-health", "title": 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"matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Climate-displaced households and people at risk of eviction", "score": 64.8451, "ties": 1, "matching": 4, "known": 4, "id": "ext:climate-displaced", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 26.2046, "ties": 1, "matching": 3, "known": 4, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 28.2396, "ties": 1, "matching": 3, "known": 4, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "climate-displacement-insurance", "title": "Climate Displacement & Insurance", "snapshot_route": "/issues/economy-care-climate/climate-displacement-insurance/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "climate-health", "title": "Climate & Public Health", "snapshot_route": "/issues/economy-care-climate/climate-health/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "internal-climate-displacement", "title": "Internal & Climate Displacement", "snapshot_route": "/issues/immigration-displacement/internal-climate-displacement/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" } ], "scope_validated": false }, { "scenario_id": "climate-livelihood-housing", "scenario_name": "Climate exposure, displacement and livelihood security", "k": 5, "group_id": "scenario:climate-livelihood-housing:k5", "added_issue": "Inland Water, Drought & Heat", "cohesion": 15.635569045056133, "pair_min": 0.0, "bottleneck": 24.99491666901495, "category_count": 3, "website": { "1": { "name": "Rural residents", "score": 69.0618, "ties": 1, "matching": 5, "known": 5, "id": "stakeholder:rural-residents", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 20.5892, "ties": 1, "matching": 4, "known": 5, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Climate-displaced households and people at risk of eviction", "score": 64.9958, "ties": 1, "matching": 5, "known": 5, "id": "ext:climate-displaced", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 26.1671, "ties": 1, "matching": 4, "known": 5, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 29.1317, "ties": 1, "matching": 5, "known": 5, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "climate-displacement-insurance", "title": "Climate Displacement & Insurance", "snapshot_route": "/issues/economy-care-climate/climate-displacement-insurance/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "climate-health", "title": "Climate & Public Health", "snapshot_route": "/issues/economy-care-climate/climate-health/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "internal-climate-displacement", "title": "Internal & Climate Displacement", "snapshot_route": 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"/issues/economy-care-climate/climate-displacement-insurance/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "climate-health", "title": "Climate & Public Health", "snapshot_route": "/issues/economy-care-climate/climate-health/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "internal-climate-displacement", "title": "Internal & Climate Displacement", "snapshot_route": "/issues/immigration-displacement/internal-climate-displacement/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "inland-water-drought-heat", "title": "Inland Water, Drought & Heat", "snapshot_route": "/issues/regional-place-based-issues/inland-water-drought-heat/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "energy-affordability-and-just-transition", "title": "Energy Affordability & Just Transition", "snapshot_route": "/issues/climate-environment-land-resilience/energy-affordability-and-just-transition/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false }, { "scenario_id": "climate-livelihood-housing", "scenario_name": "Climate exposure, displacement and livelihood security", "k": 7, "group_id": "scenario:climate-livelihood-housing:k7", "added_issue": "Disaster Recovery & Community Resilience", "cohesion": 13.285481217105202, "pair_min": 0.0, "bottleneck": 14.296284876782314, "category_count": 3, "website": { "1": { "name": "Rural residents", "score": 48.2198, "ties": 1, "matching": 7, "known": 7, "id": "stakeholder:rural-residents", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 21.9228, "ties": 1, "matching": 6, "known": 7, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Climate-displaced households and people at risk of eviction", "score": 45.4838, "ties": 1, "matching": 7, "known": 7, "id": "ext:climate-displaced", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 24.1339, "ties": 1, "matching": 6, "known": 7, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 28.6275, "ties": 1, "matching": 6, "known": 7, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "climate-displacement-insurance", "title": "Climate Displacement & Insurance", "snapshot_route": "/issues/economy-care-climate/climate-displacement-insurance/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "climate-health", "title": "Climate & Public Health", "snapshot_route": "/issues/economy-care-climate/climate-health/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "internal-climate-displacement", "title": "Internal & Climate Displacement", "snapshot_route": "/issues/immigration-displacement/internal-climate-displacement/", "tree_id": "immigration-displacement", "tree_name": "Immigration, Refuge & Displacement" }, { "id": "inland-water-drought-heat", "title": "Inland Water, Drought & Heat", "snapshot_route": "/issues/regional-place-based-issues/inland-water-drought-heat/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "energy-affordability-and-just-transition", "title": "Energy Affordability & Just Transition", "snapshot_route": "/issues/climate-environment-land-resilience/energy-affordability-and-just-transition/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "disaster-recovery-resilience", "title": "Disaster Recovery & Community Resilience", "snapshot_route": "/issues/regional-place-based-issues/disaster-recovery-resilience/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false } ], "analyst_interpretation": "Prioritize exposed households and workers identified through a real hazard and place. Climate-displaced households, renters facing displacement and outdoor workers are different subgroups; generic rural or territorial cohorts are partial website proxies.", "source_context": "IPCC supports links among climate risk, poverty, livelihoods and vulnerability. Identify the actual hazard, tenure and livelihood channel; “climate displacement” must not silently become a legal-status classification." }, { "id": "custody-reentry", "name": "Custody, reentry and continuing access barriers", "issues": [ "incarceration-reentry", "housing-barriers-after-conviction", "reentry-barriers", "healthcare-affordability", "housing-security", "access-to-courts", "workplace-racial-equity" ], "sources": [ "S15", "S11", "S03", "S16" ], "rationale": "Custody and release involve distinct institutions, while records and access barriers can continue across housing, work and services.", "validation": "Specify present/former detention status, legally relevant records, local eligibility and actual denials; do not treat everyone with a conviction as having the same restrictions.", "levels": [ { "scenario_id": "custody-reentry", "scenario_name": "Custody, reentry and continuing access barriers", "k": 2, "group_id": "k2:4b131d6ecb9c6bf0", "added_issue": "Incarceration & 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"name": "Housing providers and municipal service authorities", "score": 29.0019, "ties": 1, "matching": 2, "known": 2, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "incarceration-reentry", "title": "Incarceration & Reentry", "snapshot_route": "/issues/black-lives-matter/incarceration-reentry/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "housing-barriers-after-conviction", "title": "Housing Barriers After Conviction", "snapshot_route": "/issues/public-safety-criminal-legal-systems/housing-barriers-after-conviction/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" } ], "scope_validated": false }, { "scenario_id": "custody-reentry", "scenario_name": "Custody, reentry and continuing access barriers", "k": 3, "group_id": "scenario:custody-reentry:k3", "added_issue": "Reentry Barriers", "cohesion": 32.93463692874966, "pair_min": 30.40279559455257, "bottleneck": 31.60397186781807, "category_count": 1, "website": { "1": { "name": "Formerly incarcerated people", "score": 74.9056, "ties": 1, "matching": 3, "known": 3, "id": "stakeholder:formerly-incarcerated-people", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "People leaving custody who face work and housing barriers", "score": 65.3513, "ties": 1, "matching": 3, "known": 3, "id": "ext:reentry-housing", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 20.8703, "ties": 1, "matching": 2, "known": 3, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 14.2824, "ties": 1, "matching": 2, "known": 3, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "incarceration-reentry", "title": "Incarceration & Reentry", "snapshot_route": "/issues/black-lives-matter/incarceration-reentry/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "housing-barriers-after-conviction", "title": "Housing Barriers After Conviction", "snapshot_route": "/issues/public-safety-criminal-legal-systems/housing-barriers-after-conviction/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "reentry-barriers", "title": "Reentry Barriers", "snapshot_route": "/issues/public-safety-criminal-legal-systems/reentry-barriers/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" } ], "scope_validated": false }, { "scenario_id": "custody-reentry", "scenario_name": "Custody, reentry and continuing access barriers", "k": 4, "group_id": "scenario:custody-reentry:k4", "added_issue": "Healthcare Affordability & Access", "cohesion": 13.264787483977125, "pair_min": 0.0, "bottleneck": 11.639043075301531, "category_count": 2, "website": { "1": { "name": "Formerly incarcerated people", "score": 40.5609, "ties": 1, "matching": 3, "known": 4, "id": "stakeholder:formerly-incarcerated-people", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 17.3146, "ties": 1, "matching": 2, "known": 4, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "People leaving custody who face work and housing barriers", "score": 40.4754, "ties": 1, "matching": 4, "known": 4, "id": "ext:reentry-housing", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 18.853, "ties": 1, "matching": 3, "known": 4, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 16.5364, "ties": 1, "matching": 3, "known": 4, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "incarceration-reentry", "title": "Incarceration & Reentry", "snapshot_route": "/issues/black-lives-matter/incarceration-reentry/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "housing-barriers-after-conviction", "title": "Housing Barriers After Conviction", "snapshot_route": "/issues/public-safety-criminal-legal-systems/housing-barriers-after-conviction/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "reentry-barriers", "title": "Reentry Barriers", 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"matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "People leaving custody who face work and housing barriers", "score": 30.2401, "ties": 1, "matching": 5, "known": 6, "id": "ext:reentry-housing", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 24.5458, "ties": 1, "matching": 5, "known": 6, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 20.9897, "ties": 1, "matching": 4, "known": 6, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "incarceration-reentry", "title": "Incarceration & Reentry", "snapshot_route": "/issues/black-lives-matter/incarceration-reentry/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "housing-barriers-after-conviction", "title": "Housing Barriers After Conviction", "snapshot_route": "/issues/public-safety-criminal-legal-systems/housing-barriers-after-conviction/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "reentry-barriers", "title": "Reentry Barriers", "snapshot_route": "/issues/public-safety-criminal-legal-systems/reentry-barriers/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "access-to-courts", "title": "Access to Courts", "snapshot_route": "/issues/due-process-courts-remedy/access-to-courts/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" } ], "scope_validated": false }, { "scenario_id": "custody-reentry", "scenario_name": "Custody, reentry and continuing access barriers", "k": 7, "group_id": "scenario:custody-reentry:k7", "added_issue": "Workplace Racial Equity", "cohesion": 6.365562418455024, "pair_min": 0.0, "bottleneck": 7.899389742568233, "category_count": 4, "website": { "1": { "name": "Formerly incarcerated people", "score": 29.6657, "ties": 1, "matching": 5, "known": 7, "id": "stakeholder:formerly-incarcerated-people", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 13.9176, "ties": 1, "matching": 3, "known": 7, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "People leaving custody who face work and housing barriers", "score": 28.3517, "ties": 1, "matching": 6, "known": 7, "id": "ext:reentry-housing", "scope_validated": false }, "2": { "name": "Tenant unions and housing-rights organizations", "score": 21.0392, "ties": 1, "matching": 5, "known": 7, "id": "ext:tenant-orgs", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 17.9912, "ties": 1, "matching": 4, "known": 7, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "incarceration-reentry", "title": "Incarceration & Reentry", "snapshot_route": "/issues/black-lives-matter/incarceration-reentry/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "housing-barriers-after-conviction", "title": "Housing Barriers After Conviction", "snapshot_route": "/issues/public-safety-criminal-legal-systems/housing-barriers-after-conviction/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "reentry-barriers", "title": "Reentry Barriers", "snapshot_route": "/issues/public-safety-criminal-legal-systems/reentry-barriers/", "tree_id": "public-safety-criminal-legal-systems", "tree_name": "Public Safety, Policing & Criminal Legal Systems" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "access-to-courts", "title": "Access to Courts", "snapshot_route": "/issues/due-process-courts-remedy/access-to-courts/", "tree_id": "due-process-courts-remedy", "tree_name": "Due Process, Courts, Evidence & Access to Remedy" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" } ], "scope_validated": false } ], "analyst_interpretation": "Current detainees and people leaving custody must remain separate direct circles. The website’s formerly incarcerated cohort is closest to the post-release part of the chain. Reentry housing, healthcare and work barriers need individual institutional evidence.", "source_context": "The Mandela Rules concern treatment in custody. Housing and employment frameworks inform the later research questions; the sources do not establish that every former detainee faces each barrier." }, { "id": "indigenous-land", "name": "Indigenous land, resource decisions and community authority", "issues": [ "indigenous-sovereignty", "environmental-extraction-land-use", "indigenous-sovereignty-settler-colonial-structures", "environmental-justice-pollution-and-toxic-exposure", "biodiversity-conservation-and-ecosystem-restoration", "inland-water-drought-heat", "disaster-recovery-resilience" ], "sources": [ "S19", "S13" ], "rationale": "Land, collective authority, livelihoods and environmental protection connect; Indigenous peoples require more than a generic minority or place-based label.", "validation": "Identify the people, territory, representative institutions, decision and consent process. Avoid treating different Indigenous nations as interchangeable.", "levels": [ { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 2, "group_id": "k2:61d2733a51f9038c", "added_issue": "Indigenous Sovereignty & Public Systems + Extraction, Land Use & Community Consent", "cohesion": 28.47200649773652, "pair_min": 28.47200649773652, "bottleneck": 28.47200649773652, "category_count": 2, "website": { "1": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 54.8898, "ties": 1, "matching": 2, "known": 2, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 55.9105, "ties": 1, "matching": 2, "known": 2, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 53.1001, "ties": 1, "matching": 2, "known": 2, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false }, { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 3, "group_id": "scenario:indigenous-land:k3", "added_issue": "Indigenous Sovereignty & Settler-Colonial Structures", "cohesion": 22.024173526930653, "pair_min": 12.613527669118193, "bottleneck": 28.47200649773652, "category_count": 3, "website": { "1": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 47.1937, "ties": 1, "matching": 3, "known": 3, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 48.0714, "ties": 1, "matching": 3, "known": 3, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 45.655, "ties": 1, "matching": 3, "known": 3, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "indigenous-sovereignty-settler-colonial-structures", "title": "Indigenous Sovereignty & Settler-Colonial Structures", "snapshot_route": "/issues/structural-systemic-racism/indigenous-sovereignty-settler-colonial-structures/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" } ], "scope_validated": false }, { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 4, "group_id": "scenario:indigenous-land:k4", "added_issue": "Environmental Justice, Pollution & Toxic Exposure", "cohesion": 12.165812178822382, "pair_min": 0.0, "bottleneck": 14.906412355036473, "category_count": 3, "website": { "1": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 47.7281, "ties": 1, "matching": 4, "known": 4, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 48.6157, "ties": 1, "matching": 4, "known": 4, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 42.3989, "ties": 1, "matching": 4, "known": 4, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "indigenous-sovereignty-settler-colonial-structures", "title": "Indigenous Sovereignty & Settler-Colonial Structures", "snapshot_route": "/issues/structural-systemic-racism/indigenous-sovereignty-settler-colonial-structures/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "environmental-justice-pollution-and-toxic-exposure", "title": "Environmental Justice, Pollution & Toxic Exposure", "snapshot_route": "/issues/climate-environment-land-resilience/environmental-justice-pollution-and-toxic-exposure/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false }, { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 5, "group_id": "scenario:indigenous-land:k5", "added_issue": "Biodiversity, Conservation & Ecosystem Restoration", "cohesion": 15.083696977520733, "pair_min": 0.0, "bottleneck": 14.906412355036473, "category_count": 3, "website": { "1": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 50.3849, "ties": 1, "matching": 5, "known": 5, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 51.3218, "ties": 1, "matching": 5, "known": 5, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 45.5247, "ties": 1, "matching": 5, "known": 5, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "indigenous-sovereignty-settler-colonial-structures", "title": "Indigenous Sovereignty & Settler-Colonial Structures", "snapshot_route": "/issues/structural-systemic-racism/indigenous-sovereignty-settler-colonial-structures/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "environmental-justice-pollution-and-toxic-exposure", "title": "Environmental Justice, Pollution & Toxic Exposure", "snapshot_route": "/issues/climate-environment-land-resilience/environmental-justice-pollution-and-toxic-exposure/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "biodiversity-conservation-and-ecosystem-restoration", "title": "Biodiversity, Conservation & Ecosystem Restoration", "snapshot_route": "/issues/climate-environment-land-resilience/biodiversity-conservation-and-ecosystem-restoration/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false }, { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 6, "group_id": "scenario:indigenous-land:k6", "added_issue": "Inland Water, Drought & Heat", "cohesion": 13.461416658401424, "pair_min": 0.0, "bottleneck": 14.906412355036473, "category_count": 3, "website": { "1": { "name": "Rural residents", "score": 29.8299, "ties": 1, "matching": 5, "known": 6, "id": "stakeholder:rural-residents", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 46.3093, "ties": 1, "matching": 6, "known": 6, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 47.1705, "ties": 1, "matching": 6, "known": 6, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 42.9473, "ties": 1, "matching": 6, "known": 6, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "indigenous-sovereignty-settler-colonial-structures", "title": "Indigenous Sovereignty & Settler-Colonial Structures", "snapshot_route": "/issues/structural-systemic-racism/indigenous-sovereignty-settler-colonial-structures/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "environmental-justice-pollution-and-toxic-exposure", "title": "Environmental Justice, Pollution & Toxic Exposure", "snapshot_route": "/issues/climate-environment-land-resilience/environmental-justice-pollution-and-toxic-exposure/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "biodiversity-conservation-and-ecosystem-restoration", "title": "Biodiversity, Conservation & Ecosystem Restoration", "snapshot_route": "/issues/climate-environment-land-resilience/biodiversity-conservation-and-ecosystem-restoration/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "inland-water-drought-heat", "title": "Inland Water, Drought & Heat", "snapshot_route": "/issues/regional-place-based-issues/inland-water-drought-heat/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false }, { "scenario_id": "indigenous-land", "scenario_name": "Indigenous land, resource decisions and community authority", "k": 7, "group_id": "scenario:indigenous-land:k7", "added_issue": "Disaster Recovery & Community Resilience", "cohesion": 12.69977595142991, "pair_min": 0.0, "bottleneck": 14.906412355036473, "category_count": 3, "website": { "1": { "name": "Rural residents", "score": 33.0996, "ties": 1, "matching": 6, "known": 7, "id": "stakeholder:rural-residents", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Indigenous land and environmental defenders", "score": 42.0539, "ties": 1, "matching": 7, "known": 7, "id": "ext:indigenous-defenders", "scope_validated": false }, "2": { "name": "Indigenous representative institutions and land-rights organizations", "score": 42.8359, "ties": 1, "matching": 7, "known": 7, "id": "ext:indigenous-representatives", "scope_validated": false }, "3": { "name": "Land-use, environmental and resource-decision authorities", "score": 41.6362, "ties": 1, "matching": 7, "known": 7, "id": "ext:land-authorities", "scope_validated": false } }, "members": [ { "id": "indigenous-sovereignty", "title": "Indigenous Sovereignty & Public Systems", "snapshot_route": "/issues/racial-minority-issues/indigenous-sovereignty/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "environmental-extraction-land-use", "title": "Extraction, Land Use & Community Consent", "snapshot_route": "/issues/regional-place-based-issues/environmental-extraction-land-use/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "indigenous-sovereignty-settler-colonial-structures", "title": "Indigenous Sovereignty & Settler-Colonial Structures", "snapshot_route": "/issues/structural-systemic-racism/indigenous-sovereignty-settler-colonial-structures/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "environmental-justice-pollution-and-toxic-exposure", "title": "Environmental Justice, Pollution & Toxic Exposure", "snapshot_route": "/issues/climate-environment-land-resilience/environmental-justice-pollution-and-toxic-exposure/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "biodiversity-conservation-and-ecosystem-restoration", "title": "Biodiversity, Conservation & Ecosystem Restoration", "snapshot_route": "/issues/climate-environment-land-resilience/biodiversity-conservation-and-ecosystem-restoration/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "inland-water-drought-heat", "title": "Inland Water, Drought & Heat", "snapshot_route": "/issues/regional-place-based-issues/inland-water-drought-heat/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" }, { "id": "disaster-recovery-resilience", "title": "Disaster Recovery & Community Resilience", "snapshot_route": "/issues/regional-place-based-issues/disaster-recovery-resilience/", "tree_id": "climate-environment-land-resilience", "tree_name": "Climate, Environment, Land & Resilience" } ], "scope_validated": false } ], "analyst_interpretation": "Start with the named Indigenous nation and affected land or resource decision. Land defenders, representative institutions and authorities with decision rights are distinct circles. A territorial or cultural website cohort is not a substitute for sovereign rights or a representational mandate.", "source_context": "OHCHR’s Indigenous-rights work and IPCC’s vulnerability analysis support a land, consent and environmental research frame. Do not reduce this theme to generic minority identity or assume a single community position." }, { "id": "descent-work-gender", "name": "Descent, gender and work-related disadvantage", "issues": [ "caste-colorism-phenotype-language-national-origin-hierarchy", "structural-barriers-facing-women-of-color", "workplace-racial-equity", "pay-equity", "healthcare-affordability", "housing-security", "education-access-race" ], "sources": [ "S12", "S04", "S03" ], "rationale": "Descent-based labor and service barriers may overlap with gender and poverty; caste, race and national-origin categories must remain distinguishable.", "validation": "Use local descent categories, occupational practices and service evidence. Do not transfer U.S. racial categories to India or infer caste from names.", "levels": [ { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 2, "group_id": "scenario:descent-work-gender:k2", "added_issue": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy + Structural Barriers Facing Women of Color", "cohesion": 0.0, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 1, "website": { "1": { "name": "Women", "score": 35.8018, "ties": 1, "matching": 2, "known": 2, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 20.8613, "ties": 1, "matching": 2, "known": 2, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Qualified interpreters and community language-access organizations", "score": 20.6071, "ties": 1, "matching": 1, "known": 2, "id": "ext:interpreters", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" } ], "scope_validated": false }, { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 3, "group_id": "scenario:descent-work-gender:k3", "added_issue": "Workplace Racial Equity", "cohesion": 1.8075734929644138, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 2, "website": { "1": { "name": "Women", "score": 34.31, "ties": 1, "matching": 3, "known": 3, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 27.4187, "ties": 1, "matching": 3, "known": 3, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Minority- and survivor-led community organizations", "score": 14.6612, "ties": 1, "matching": 2, "known": 3, "id": "ext:community-led", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" } ], "scope_validated": false }, { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 4, "group_id": "scenario:descent-work-gender:k4", "added_issue": "Pay Equity & Occupational Mobility", "cohesion": 5.923205759969232, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 3, "website": { "1": { "name": "Women", "score": 36.1133, "ties": 1, "matching": 4, "known": 4, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 28.7504, "ties": 1, "matching": 4, "known": 4, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Minority- and survivor-led community organizations", "score": 13.9524, "ties": 1, "matching": 3, "known": 4, "id": "ext:community-led", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" } ], "scope_validated": false }, { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 5, "group_id": "scenario:descent-work-gender:k5", "added_issue": "Healthcare Affordability & Access", "cohesion": 3.647501958386291, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 4, "website": { "1": { "name": "Women", "score": 33.8938, "ties": 1, "matching": 5, "known": 5, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 21.0099, "ties": 1, "matching": 3, "known": 5, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 33.3571, "ties": 1, "matching": 5, "known": 5, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 13.9174, "ties": 1, "matching": 3, "known": 5, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Health, education and care service institutions", "score": 12.6998, "ties": 1, "matching": 2, "known": 5, "id": "ext:health-education-providers", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 6, "group_id": "scenario:descent-work-gender:k6", "added_issue": "Housing Security", "cohesion": 3.323903292955171, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 4, "website": { "1": { "name": "Women", "score": 23.9572, "ties": 1, "matching": 5, "known": 6, "id": "stakeholder:women", "scope_validated": false }, "2": { "name": "Healthcare workers", "score": 17.5083, "ties": 1, "matching": 3, "known": 6, "id": "stakeholder:healthcare-workers", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 30.4789, "ties": 1, "matching": 6, "known": 6, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 13.9338, "ties": 1, "matching": 4, "known": 6, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 13.8485, "ties": 1, "matching": 2, "known": 6, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" } ], "scope_validated": false }, { "scenario_id": "descent-work-gender", "scenario_name": "Descent, gender and work-related disadvantage", "k": 7, "group_id": "scenario:descent-work-gender:k7", "added_issue": "Race, Education & Opportunity", "cohesion": 4.799809189525417, "pair_min": 0.0, "bottleneck": 0.0, "category_count": 4, "website": { "1": { "name": "Paid care workers", "score": 24.1278, "ties": 1, "matching": 6, "known": 7, "id": "stakeholder:care-workers", "scope_validated": false }, "2": { "name": "Educators and educational staff", "score": 20.822, "ties": 1, "matching": 5, "known": 7, "id": "stakeholder:educators", "scope_validated": false }, "3": { "name": "Not established", "score": null, "ties": 0, "matching": 0, "known": 0, "id": "", "scope_validated": false } }, "outside_in": { "1": { "name": "Descent-affected sanitation and informal workers", "score": 32.1725, "ties": 1, "matching": 7, "known": 7, "id": "ext:descent-workers", "scope_validated": false }, "2": { "name": "Trade unions and worker-led associations", "score": 17.0843, "ties": 1, "matching": 5, "known": 7, "id": "ext:unions", "scope_validated": false }, "3": { "name": "Housing providers and municipal service authorities", "score": 14.6379, "ties": 1, "matching": 3, "known": 7, "id": "ext:housing-providers", "scope_validated": false } }, "members": [ { "id": "caste-colorism-phenotype-language-national-origin-hierarchy", "title": "Caste, Colorism, Phenotype, Language & National-Origin Hierarchy", "snapshot_route": "/issues/structural-systemic-racism/caste-colorism-phenotype-language-national-origin-hierarchy/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "structural-barriers-facing-women-of-color", "title": "Structural Barriers Facing Women of Color", "snapshot_route": "/issues/structural-systemic-racism/structural-barriers-facing-women-of-color/", "tree_id": "structural-systemic-racism", "tree_name": "Structural & Systemic Racism" }, { "id": "workplace-racial-equity", "title": "Workplace Racial Equity", "snapshot_route": "/issues/racial-minority-issues/workplace-racial-equity/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" }, { "id": "pay-equity", "title": "Pay Equity & Occupational Mobility", "snapshot_route": "/issues/womens-rights-issues/pay-equity/", "tree_id": "womens-rights-issues", "tree_name": "Women’s Rights, Safety & Civic Power" }, { "id": "healthcare-affordability", "title": "Healthcare Affordability & Access", "snapshot_route": "/issues/economy-care-climate/healthcare-affordability/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "housing-security", "title": "Housing Security", "snapshot_route": "/issues/economy-care-climate/housing-security/", "tree_id": "care-health-family-social-infrastructure", "tree_name": "Care, Health, Family & Social Infrastructure" }, { "id": "education-access-race", "title": "Race, Education & Opportunity", "snapshot_route": "/issues/racial-minority-issues/education-access-race/", "tree_id": "racial-minority-issues", "tree_name": "Racial Minority Issues" } ], "scope_validated": false } ], "analyst_interpretation": "Prioritize the locally specified descent-affected workers and women in the relevant occupation or institution. Website women, low-wage workers and health or housing cohorts cover facets; they do not separately identify descent-based exposure.", "source_context": "OHCHR treats descent-based discrimination as a distinct research and rights context. Caste, colorism, race and national origin must be disaggregated; their appearance in one website label is a taxonomy limitation, not proof of equivalence." } ], "default_theme_id": "migration-care-work", "default_k": 7, "candidate_fields": { "score": "0–100 modeled role relevance; null means Not established.", "ties": "Number of equally scored candidates; the displayed candidate is ordered by stable ID only.", "known": "Constituent issues with coded descriptor coverage. Compare with K.", "matching": "Raw institutional-feature overlap before scope gates; not a validation count.", "scope_validated": "False for all model candidates; requires local evidence." } }, "methods": { "issue_similarity": "0.60 × lexical cosine + 0.40 × institutional-feature cosine; no taxonomy or inside-out prompt bonus.", "group_internal_cohesion": "0.70 × mean constituent-pair closeness + 0.30 × minimum constituent-pair closeness.", "between_group_closeness": "100 × mean S(A,B) / sqrt(mean S(A,A) × mean S(B,B)); S is the 0–1 issue kernel, with self-pairs included only in normalization.", "stakeholder_relevance": "0.70 × mean constituent relevance + 0.30 × minimum constituent relevance, subject to scope gates and known descriptor coverage.", "institutional_feature_count": 31, "unsourced_issue_count": 1128, "issues_without_institutional_features": 12, "codebook_status": "Analyst-designed discovery model; not an empirical estimate or an adjudicated relationship", "limitations": [ "Descriptive similarity does not establish a joint impact or causal relationship.", "Higher-order discovery is bounded, and K-level pools differ in selection.", "Taxonomy concentration, repeated concepts and sparse descriptions affect rankings.", "A low score or null stakeholder score is not proof of real-world irrelevance.", "External profiles are research roles, not additions to the governed stakeholder roster.", "Primary frameworks support theme selection, not independent verification of numeric scores." ] }, "sources": [ { "id": "S01", "title": "UN Women / UNPRPD: Intersectionality resource guide and toolkit", "url": "https://www.unwomen.org/en/digital-library/publications/2022/01/intersectionality-resource-guide-and-toolkit", "use": "Conceptual framework: interacting institutions and social positions, not a count of labels.", "access": "Search-index evidence; direct page returned 403" }, { "id": "S02", "title": "OHCHR: Human rights indicators framework", "url": "https://www.ohchr.org/en/instruments-and-mechanisms/human-rights-indicators/main-features-ohchr-conceptual-and-methodological-framework", "use": "Distinguish structural commitments, processes and outcomes.", "access": "Search-index evidence; direct page returned 403" }, { "id": "S03", "title": "WHO: Social determinants of health", "url": "https://www.who.int/news-room/fact-sheets/detail/social-determinants-of-health", "use": "Housing, work, education, resources and discrimination connect to health inequity.", "access": "Full page" }, { "id": "S04", "title": "ILO: Domestic workers", "url": "https://www.ilo.org/topics-and-sectors/domestic-workers", "use": "Care work connects gender, migration, informality, representation and employment protection.", "access": "Full page" }, { "id": "S05", "title": "UNHCR: About statelessness", "url": "https://www.unhcr.org/what-we-do/protect-human-rights/ending-statelessness/about-statelessness", "use": "Nationality and discrimination interact; identify stateless people separately from generic migrants.", "access": "Search-index evidence; direct page returned 429" }, { "id": "S06", "title": "OHCHR: Freedom of expression and incitement to hatred", "url": "https://www.ohchr.org/en/freedom-of-expression", "use": "Separate hostility, speech and incitement; contextual tests matter.", "access": "Search-index evidence; direct page returned 403" }, { "id": "S07", "title": "OHCHR: Guiding Principles on Business and Human Rights", "url": "https://www.ohchr.org/en/publications/reference-publications/guiding-principles-business-and-human-rights", "use": "Affected rights holders, business responsibilities and access to remedy are different roles.", "access": "Search-index evidence" }, { "id": "S08", "title": "NIST: AI Risk Management Framework 1.0", "url": "https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-1.pdf", "use": "Classification, data quality, harmful bias and accountability require system-specific assessment.", "access": "Search-index PDF evidence and framework landing page" }, { "id": "S09", "title": "UNESCO: Safety of women journalists", "url": "https://www.unesco.org/en/safety-journalists/safety-women-journalists", "use": "Gendered online and offline threats connect safety, expression, reputation and work.", "access": "Full page" }, { "id": "S10", "title": "UNICEF: Inclusive education", "url": "https://www.unicef.org/education/inclusive-education", "use": "Disability, education access and participation intersect; children and adults need separate scopes.", "access": "Full page" }, { "id": "S11", "title": "OHCHR / UN-Habitat: The right to adequate housing", "url": "https://www.ohchr.org/Documents/Publications/FS21_rev_1_Housing_en.pdf", "use": "Housing involves affordability, security, accessibility, discrimination and homelessness.", "access": "Search-index PDF evidence" }, { "id": "S12", "title": "OHCHR: Guidance tool on descent-based discrimination", "url": "https://www.ohchr.org/Documents/Issues/Minorities/GuidanceToolDiscrimination.pdf", "use": "Descent-based exclusion needs explicit attention; caste is not reducible to generic race categories.", "access": "Search-index PDF evidence" }, { "id": "S13", "title": "IPCC AR6 WGII: Poverty, livelihoods and sustainable development", "url": "https://www.ipcc.ch/report/ar6/wg2/chapter/chapter-8/", "use": "Climate exposure interacts with poverty, livelihoods, displacement and existing vulnerability.", "access": "Search-index chapter evidence; direct page failed" }, { "id": "S14", "title": "OHCHR: Right to privacy in the digital age", "url": "https://www.ohchr.org/en/privacy-in-the-digital-age", "use": "Surveillance, personal data and digital rights require separate safeguards and legal context.", "access": "Search-index evidence" }, { "id": "S15", "title": "UNODC: Nelson Mandela Rules", "url": "https://www.unodc.org/documents/justice-and-prison-reform/Nelson_Mandela_Rules-E-ebook.pdf", "use": "People in custody are a distinct affected group; minimum prison standards do not establish case outcomes.", "access": "Search-index PDF evidence" }, { "id": "S16", "title": "ILO: Freedom of association and collective bargaining", "url": "https://www.ilo.org/topics-and-sectors/freedom-association", "use": "Workers and representative bodies have distinct direct and organizational roles.", "access": "Search-index evidence" }, { "id": "S17", "title": "OHCHR: Minority Rights Declaration", "url": "https://www.ohchr.org/en/instruments-mechanisms/instruments/declaration-rights-persons-belonging-national-or-ethnic", "use": "Minority participation, language, religion and nondiscrimination need context-specific treatment.", "access": "Search-index evidence" }, { "id": "S18", "title": "OHCHR: Sexual orientation and gender identity", "url": "https://www.ohchr.org/en/sexual-orientation-and-gender-identity", "use": "LGBTQ+ exposure and protection require explicit scope rather than an assumed generic cohort.", "access": "Search-index evidence" }, { "id": "S19", "title": "OHCHR: Indigenous peoples", "url": "https://www.ohchr.org/en/indigenous-peoples", "use": "Indigenous collective rights, land and self-determination are not interchangeable with individual minority rights.", "access": "Search-index evidence" }, { "id": "S20", "title": "U.S. Department of Veterans Affairs: Veterans benefits", "url": "https://www.va.gov/", "use": "Veteran healthcare, benefits and civilian transition provide institutional context; 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