{"id":"W2141928636","doi":"10.9778/cmajo.20140052","title":"The diagnosis of depression and its treatment in Canadian primary care practices: an epidemiological study","year":2014,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Queen's University; University of British Columbia","funders":"","keywords":"Medicine; Depression (economics); Comorbidity; Epidemiology; Dementia; Primary care; Psychiatry; Internal medicine; Disease; Family medicine","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":[0.0007883174,0.0001100095,0.0002540537,0.00003784021,0.0002414102,0.00003760104,0.0003004977,0.00006575933,0.0001134645],"category_scores_gemma":[0.0001123087,0.00005931124,0.00001538892,0.00006603472,0.00002475012,0.0001550632,0.00009222436,0.00006720106,0.00001672025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902161,"about_ca_system_score_gemma":0.00005509689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.682611,"about_ca_topic_score_gemma":0.8133402,"domain_scores_codex":[0.9982457,0.0008675439,0.0002367056,0.0002969547,0.00005767101,0.0002954353],"domain_scores_gemma":[0.9985275,0.0007600968,0.0001939997,0.0002929636,0.00001871066,0.0002066934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001118986,0.0003832674,0.8645424,0.00001081559,0.00001624115,0.000011985,0.003241356,5.096498e-7,6.763821e-7,0.0002001249,0.00006468331,0.1314161],"study_design_scores_gemma":[0.001370707,0.001223549,0.9866198,0.0000272762,0.00002310966,0.00000173004,0.003958226,0.00001026337,0.00002229268,0.00004953948,0.006629827,0.00006367469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783595,0.002019477,9.353516e-8,0.0003803264,0.0001189167,0.002398244,0.0000108266,0.0000049051,0.01670766],"genre_scores_gemma":[0.9981298,0.0001611019,0.00002221139,0.0002325048,0.00002981338,0.001159408,0.00003243813,0.000007258002,0.0002254548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313524,"threshold_uncertainty_score":0.3195025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655269598141154,"score_gpt":0.4807839771661566,"score_spread":0.3152570173520411,"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."}}