{"id":"W2800672488","doi":"10.1097/qad.0000000000001847","title":"Depressive symptoms and problematic alcohol and other substance use in 1476 gay, bisexual, and other MSM at three research sites in Kenya","year":2018,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; University of Manitoba","funders":"National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research; Wellcome Trust","keywords":"Alcohol Use Disorders Identification Test; Medicine; Confidence interval; Psychiatry; Men who have sex with men; Substance abuse; Poison control; Injury prevention; Environmental health; Human immunodeficiency virus (HIV); Internal medicine; Family medicine; Syphilis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007578465,0.0001286118,0.0002585907,0.0004301576,0.00009903889,0.00007177846,0.00008244097,0.00009145461,0.0003733222],"category_scores_gemma":[0.000458666,0.0001000899,0.00002336791,0.0004085322,0.0006572009,0.0001970054,0.0001360274,0.0002778851,0.00004237297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005627578,"about_ca_system_score_gemma":0.00003048215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008341,"about_ca_topic_score_gemma":0.01275121,"domain_scores_codex":[0.9984422,0.0001814217,0.0002597145,0.0003588835,0.0003171657,0.0004405555],"domain_scores_gemma":[0.9990561,0.0003194445,0.00003599124,0.0002948187,0.0001077119,0.000185921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001659299,0.0001262627,0.9746345,0.0002025682,0.00004399612,0.00003070448,0.001555411,9.704644e-8,0.01756539,0.0003656344,0.002817272,0.002492274],"study_design_scores_gemma":[0.006972842,0.005746366,0.9666678,0.002955137,0.00003767371,0.0001074933,0.0005857421,0.002476878,0.005552464,0.004176397,0.004391649,0.0003295753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944168,0.002160569,0.00003402376,0.0002605495,0.000007720165,0.0007601724,0.00002115686,0.0000152386,0.002323716],"genre_scores_gemma":[0.9922938,0.0001096052,0.0004117577,0.0001137479,0.00005036522,0.0001015218,0.000003166263,0.00003033739,0.006885689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01201293,"threshold_uncertainty_score":0.7115473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1623338650742778,"score_gpt":0.4222482064980145,"score_spread":0.2599143414237367,"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."}}