{"id":"W6901708464","doi":"10.60692/skwxb-3tt05","title":"Primary care-based screening and management of depression amongst heavy drinking patients: Interim secondary outcomes of a three-country quasi-experimental study in Latin America","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; Public Health Ontario; University of Toronto","funders":"","keywords":"Depression (economics); Interim; Latin Americans; Primary care; Heavy drinking; Community health; Affect (linguistics); Interim analysis","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":[0.005741192,0.001147163,0.001413615,0.0006464632,0.001651458,0.0008858969,0.001105143,0.00155952,0.003927639],"category_scores_gemma":[0.005402148,0.00112942,0.001796078,0.0006461149,0.002091181,0.001203603,0.001169001,0.001891691,0.0005932717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00288541,"about_ca_system_score_gemma":0.003881726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01776157,"about_ca_topic_score_gemma":0.02021178,"domain_scores_codex":[0.9952648,0.003156974,0.000259472,0.0004399137,0.0002408519,0.0006380652],"domain_scores_gemma":[0.9949095,0.001519132,0.001139137,0.0008431012,0.0005813438,0.001007713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2067932,0.6403825,0.09709466,0.001149657,0.001401987,0.0002594672,0.005901317,0.001521644,0.007486958,0.0003012885,0.00143516,0.03627207],"study_design_scores_gemma":[0.1362316,0.6166442,0.238901,0.0001095605,0.0005309385,0.00005433003,0.002857465,0.001118265,0.00172297,0.0003345783,0.001412212,0.00008296049],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954937,0.00005349159,0.0001690128,0.0001095785,0.00001993455,0.00346834,0.0003001652,0.00001377404,0.0003720189],"genre_scores_gemma":[0.9853423,0.0001036602,0.001335432,0.0004251552,0.0000534576,0.01140089,0.0005403213,0.000005810046,0.0007930167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01776157,"threshold_uncertainty_score":0.03531635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560019447666005,"score_gpt":0.2477062066506366,"score_spread":0.2221060121739765,"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."}}