{"id":"W4367046465","doi":"10.1371/journal.pone.0284389","title":"Global trends in antidepressant, atypical antipsychotic, and benzodiazepine use: A cross-sectional analysis of 64 countries","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Treatment of Major Depression","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Population; Medicine; Cross-sectional study; Demography; 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":[0.001224732,0.0003152045,0.000415511,0.001902716,0.0002394018,0.0006486285,0.0002412503,0.0003136458,0.0009791474],"category_scores_gemma":[0.001782992,0.0003863116,0.0008862372,0.003500385,0.0002650036,0.0006797846,0.0006639647,0.0003966582,0.0002606738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003348965,"about_ca_system_score_gemma":0.0003280043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01011521,"about_ca_topic_score_gemma":0.009689213,"domain_scores_codex":[0.9994703,0.0001801182,0.00008979028,0.0001233395,0.00007194096,0.00006446759],"domain_scores_gemma":[0.9983866,0.0002042483,0.0008664339,0.0001145339,0.0002920069,0.0001362311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000224501,0.00001102409,0.9988073,0.00001624514,0.0001215833,0.00002388067,0.00005249458,0.0001053601,0.00005131587,0.000009294909,0.00009358241,0.0006854479],"study_design_scores_gemma":[0.000002618872,0.00004491031,0.9992766,0.00001037092,0.00004141453,0.00008143933,0.0001956037,0.0001168046,0.0000265909,0.000004656678,0.0001963936,0.000002593886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955356,0.0004281159,0.0001523298,0.00003834542,0.000004266123,0.00001770777,0.003456547,0.000008105884,0.0003589994],"genre_scores_gemma":[0.9955994,0.0004179319,0.0003530616,0.00003524181,0.000006519601,0.00003399803,0.003440436,0.000004021547,0.0001093669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01011521,"threshold_uncertainty_score":0.02011263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08140083795397371,"score_gpt":0.3436165842386676,"score_spread":0.2622157462846939,"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."}}