{"id":"W4390793092","doi":"10.1002/wps.21160","title":"The social determinants of mental health and disorder: evidence, prevention and recommendations","year":2024,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":1043,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; University of Ottawa","funders":"Economic and Social Research Council; Medical Research Council; National Institute for Health and Care Research; University College London; Wellcome Trust","keywords":"Mental health; Social determinants of health; Poverty; Medicine; Mental illness; Health equity; Population; Race and health; Disadvantage; Psychiatry; Public health; Psychology; Environmental health; Political science; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000648449,0.00004475158,0.00008297552,0.00004014407,0.001408632,0.00008190676,0.00005674559,0.00002036954,0.00003505752],"category_scores_gemma":[0.00002523859,0.00003435008,0.0000299032,0.0001737532,0.0001449867,0.0001295215,0.00002289855,0.00007045901,0.000001597541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264809,"about_ca_system_score_gemma":0.0003658545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001400448,"about_ca_topic_score_gemma":0.1004976,"domain_scores_codex":[0.9992727,0.000147977,0.0001909911,0.000103454,0.0001083854,0.0001764622],"domain_scores_gemma":[0.999654,0.000166761,0.00005396036,0.00004290677,0.000008415388,0.0000739679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001270689,0.00002613433,0.3508026,0.0003287423,0.00001178865,8.017741e-8,0.01490248,1.100348e-8,8.089059e-8,0.1782046,0.07440146,0.3813093],"study_design_scores_gemma":[0.0001279512,0.00004753112,0.1210758,0.0007812929,0.000009446592,9.137428e-7,0.02461987,0.000039343,1.32856e-7,0.0122554,0.8409603,0.0000820292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2549623,0.07868923,0.00002265606,0.6584617,0.004337166,0.0005274981,0.00002723941,0.00005441205,0.00291782],"genre_scores_gemma":[0.9622488,0.02522909,0.0005686418,0.001823867,0.0004655381,0.00002621136,0.000004403278,0.00001072403,0.009622705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7665589,"threshold_uncertainty_score":0.9998914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534614965555516,"score_gpt":0.429170138863553,"score_spread":0.3938239892079978,"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."}}