{"id":"W4386526938","doi":"10.1007/978-3-031-33851-9_29","title":"Mental Health and Substance Abuse","year":2023,"lang":"en","type":"book-chapter","venue":"Sustainable development goals series","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental illness; Burden of disease; Mental health; Medicine; Psychiatry; Disease burden; Toll; Population; Substance use; Substance abuse; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004030158,0.0006579352,0.0007479251,0.0003595162,0.001076449,0.0001179478,0.0002640612,0.0003138958,0.00137126],"category_scores_gemma":[0.000004520941,0.0006500112,0.00006884499,0.0001142518,0.0001980323,0.0003033885,0.000110529,0.0003252802,0.0008928152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007936132,"about_ca_system_score_gemma":0.0003865139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001237818,"about_ca_topic_score_gemma":0.0003743766,"domain_scores_codex":[0.9967352,0.00004614344,0.0007826202,0.0008529226,0.0003980155,0.001185128],"domain_scores_gemma":[0.9985771,0.00005949921,0.0004270623,0.0004113351,0.0001132108,0.0004118355],"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":[0.0008040329,0.0001274769,0.0009752842,0.003281396,0.0006506895,0.001440466,0.09101053,1.830545e-7,7.70948e-7,0.7704322,0.1039375,0.02733947],"study_design_scores_gemma":[0.0009202582,0.0002704121,0.001163676,0.0004608891,0.00001627594,0.00004180522,0.01804713,9.348231e-8,0.00002168657,0.009870416,0.9684681,0.0007193189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05014899,0.03370712,0.00001100536,0.004361145,0.003218552,0.006304093,0.0002229533,0.001152652,0.9008735],"genre_scores_gemma":[0.00104134,0.005719724,0.000350767,0.00067474,0.0001101517,0.0003000525,0.0008751398,0.000174365,0.9907537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8645306,"threshold_uncertainty_score":0.9998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703363024744868,"score_gpt":0.3074476830677609,"score_spread":0.2804140528203123,"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."}}