{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02410771,0.00184571,0.006167384,0.008456591,0.001804872,0.006310578,0.005159927,0.007644144,0.01130385],"category_scores_gemma":[0.06698187,0.001375656,0.005068903,0.005939456,0.002704871,0.00806782,0.005101534,0.009697114,0.002132573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00762887,"about_ca_system_score_gemma":0.02849517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03005742,"about_ca_topic_score_gemma":0.05802781,"domain_scores_codex":[0.9896362,0.004565924,0.002594312,0.0007424678,0.00193379,0.0005271426],"domain_scores_gemma":[0.9157068,0.06681358,0.005188286,0.001014812,0.009021777,0.002254728],"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":[0.0002352282,0.000368923,0.006370465,0.2673696,0.002223427,0.0003368009,0.001160809,0.0009237992,0.0001610852,0.01696229,0.1048415,0.5990461],"study_design_scores_gemma":[0.000152126,0.0001716406,0.009268563,0.7950014,0.003237671,0.0002460971,0.002599271,0.0006895214,0.000144863,0.0223471,0.1660357,0.0001059817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0004437891,0.909559,0.0006517863,0.08460833,0.002749987,0.0002642441,0.0003882485,0.00003268908,0.00130199],"genre_scores_gemma":[0.004692215,0.9781095,0.002792808,0.01148738,0.001704792,0.0005481963,0.0002430805,0.000009974422,0.0004119605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03005742,"threshold_uncertainty_score":0.1274953,"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."}}