{"id":"W4414296119","doi":"10.1051/shsconf/202522202016","title":"Coexistence of substance use and depression: A review of shared mechanisms and treatment strategies","year":2025,"lang":"en","type":"review","venue":"SHS Web of Conferences","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Substance use; Major depressive disorder; Public health; Substance abuse; Health care; Intervention (counseling)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001249046,0.0003833998,0.003118937,0.0001637211,0.00002154119,0.0000152671,0.000122736,0.000151798,0.0001120008],"category_scores_gemma":[0.00009321257,0.0002302288,0.0002651663,0.0002465852,0.0002336637,0.0001312777,0.00002411165,0.00007976962,4.147849e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002363567,"about_ca_system_score_gemma":0.00437128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007396675,"about_ca_topic_score_gemma":0.0001637728,"domain_scores_codex":[0.9983549,0.00008721435,0.0008055796,0.0003497588,0.0002563529,0.0001462208],"domain_scores_gemma":[0.9979625,0.0006099058,0.0007083695,0.0003887235,0.0002623339,0.00006820929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001522851,0.0002192327,0.004691126,0.3213885,0.001267901,0.00004206782,0.0003123453,2.703873e-8,0.00001691884,0.02432361,0.00009002668,0.6474959],"study_design_scores_gemma":[0.00172123,0.0006960008,0.0008311057,0.8918944,0.006764795,0.00002905147,0.0008277904,0.000002382953,0.0002421835,0.0003379877,0.0963146,0.0003384854],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005668146,0.994961,0.000006314721,0.00001540864,0.00006266437,0.001123464,0.00008666072,0.00001488818,0.003162782],"genre_scores_gemma":[0.02184187,0.9769745,0.0007200314,0.00001476085,0.00001011923,0.00008051128,0.00007461244,0.00001063635,0.0002729437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6471574,"threshold_uncertainty_score":0.9388459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126003012796653,"score_gpt":0.3596589467216897,"score_spread":0.2470586454420245,"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."}}