{"id":"W2941172784","doi":"10.1002/hec.3877","title":"Here comes the SUN: Self‐assessed unmet need, worsening health outcomes, and health care inequity","year":2019,"lang":"en","type":"article","venue":"Health Economics","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Socioeconomic status; Health equity; Equity (law); Health care; Environmental health; Medicine; Self-rated health; Gerontology; Psychology; Economic growth; Political science; Economics; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003284117,0.0003971178,0.001450327,0.0003143963,0.0007226875,0.0001920791,0.000437732,0.0001405026,0.00007704292],"category_scores_gemma":[0.00003597145,0.000394644,0.000157898,0.00026726,0.00006122837,0.0003119011,0.0002873479,0.0005082705,0.0003927073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001800802,"about_ca_system_score_gemma":0.0009761557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03385099,"about_ca_topic_score_gemma":0.009152191,"domain_scores_codex":[0.9957227,0.0001614187,0.00188924,0.0008519042,0.00005665645,0.001318091],"domain_scores_gemma":[0.9967045,0.0001879163,0.001470242,0.000976778,0.00003283407,0.0006277464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001986864,0.0001078793,0.3770825,0.0020771,0.0001272172,8.744459e-7,0.008065694,0.0002210868,1.44683e-8,0.5878215,0.006489316,0.01798698],"study_design_scores_gemma":[0.001857696,0.0004944887,0.1758246,0.00008286698,0.000003970685,0.000009465873,0.006551268,0.00169669,3.704706e-7,0.003742821,0.8091667,0.0005691242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4057994,0.02853951,0.0003937269,0.550737,0.002637098,0.004123365,0.0007198653,0.0003098719,0.006740172],"genre_scores_gemma":[0.8985851,0.01171653,0.001526108,0.08726507,0.0002084883,0.00007936704,0.0001017734,0.00008045162,0.0004370712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8026774,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07543682814513308,"score_gpt":0.3237681144404974,"score_spread":0.2483312862953643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}