{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004041061,0.00106951,0.0005646475,0.001564609,0.002578185,0.002819212,0.0007189853,0.002559391,0.1036655],"category_scores_gemma":[0.0008196583,0.0004690523,0.0003576328,0.001712178,0.001259803,0.002275875,0.002349803,0.003866995,0.04615301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145937,"about_ca_system_score_gemma":0.003226762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0196495,"about_ca_topic_score_gemma":0.09407254,"domain_scores_codex":[0.999781,0.00004421556,0.000007179779,0.00002601784,0.0001015032,0.00004009068],"domain_scores_gemma":[0.9998088,0.00005868678,0.00001022047,0.0000181996,0.00005530658,0.00004873468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003614486,0.00003538511,0.00008579583,0.00007024296,0.000001485508,0.00003117316,0.0003428449,0.00008300912,0.00005723012,0.03706582,0.8817571,0.08046621],"study_design_scores_gemma":[0.000001384763,0.000005598677,0.0003271341,0.0001220131,0.000001163335,0.00004334403,0.0001622328,0.0000293074,0.00001966659,0.007184623,0.992101,0.000002422844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002214259,0.02470781,0.0005006432,0.006315989,0.003539433,0.00004606631,0.0001689161,0.00006178231,0.9644378],"genre_scores_gemma":[0.001062848,0.009424107,0.0002069054,0.002853922,0.0005138835,0.00004423943,0.000075806,0.00003079816,0.9857875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1036655,"threshold_uncertainty_score":0.3467957,"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."}}