{"id":"W2124071117","doi":"10.1177/070674370505001013","title":"Comorbidity of Major Depression with Substance Use Disorders","year":2005,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Comorbidity; Psychiatry; Major depressive disorder; Depression (economics); Alcohol dependence; Medicine; Alcohol use disorder; Population; Substance abuse; Mental health; Alcohol; Mood; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013833,0.0001036914,0.000218548,0.0001166628,0.0001140667,0.00001274868,0.0001348264,0.00004222739,0.0001362004],"category_scores_gemma":[0.00001619196,0.00005583454,0.0001009133,0.0001629975,0.0001300566,0.0001492389,0.000001696119,0.0001996011,0.000004918083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009071556,"about_ca_system_score_gemma":0.0009339178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002406823,"about_ca_topic_score_gemma":0.8490691,"domain_scores_codex":[0.9992725,0.00002781681,0.0002451378,0.00006835456,0.0001992422,0.000186979],"domain_scores_gemma":[0.9991296,0.00004430666,0.0002279488,0.0002345636,0.00009573119,0.0002678739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002397553,0.00003816508,0.9934744,0.000006899697,0.0001120416,0.00001550278,0.0006266341,0.00002977507,0.0000143139,0.0004907426,0.003535043,0.001416755],"study_design_scores_gemma":[0.003606278,0.0002357566,0.9896073,0.0003722488,0.0003285025,0.0002541908,0.0006690716,0.00000911847,0.0004154393,0.0008111339,0.003583319,0.0001076528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844468,0.003252088,0.00003425582,0.01136042,0.000319772,0.0001140462,0.000002971216,0.000004144885,0.0004654555],"genre_scores_gemma":[0.9945905,0.00009561203,0.004315427,0.0004697734,0.0002133216,8.381016e-7,0.000001520345,0.00001507883,0.0002978886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8466623,"threshold_uncertainty_score":0.3638412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771204777288358,"score_gpt":0.2471680017073517,"score_spread":0.2294559539344681,"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."}}