{"id":"W758986541","doi":"10.1177/070674371506000107","title":"The Prevalence of Major Depression is Not Changing","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"CIDI; Depression (economics); Mental health; Major depressive episode; Demography; Psychology; Major depressive disorder; Psychiatry; Medicine; Environmental health; National Comorbidity Survey; Mood","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.004266533,0.0002701835,0.0009115752,0.00154972,0.001006713,0.00217269,0.0010851,0.0007342527,0.001443039],"category_scores_gemma":[0.01893294,0.000436533,0.0009349105,0.004529739,0.001228892,0.001354317,0.0006035483,0.001069663,0.0002503643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01086202,"about_ca_system_score_gemma":0.01237563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.816125,"about_ca_topic_score_gemma":0.8417511,"domain_scores_codex":[0.996046,0.0005112088,0.0004150013,0.0009329963,0.001680613,0.0004141927],"domain_scores_gemma":[0.9854735,0.001319595,0.003643526,0.0007375925,0.007962297,0.000863374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002141756,0.00003099232,0.9410441,0.0004766666,0.001271923,0.00006487078,0.0004105038,0.0001977622,0.0004521385,0.0004015852,0.003138409,0.05229689],"study_design_scores_gemma":[0.00001084956,0.00004261078,0.9970593,0.0001436462,0.0003227355,0.00006516313,0.000230254,0.0000956372,0.00006654578,0.00008100956,0.001875571,0.000006689455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550168,0.09109329,0.003226068,0.01672254,0.0008053999,0.0001312139,0.0144871,0.0002222754,0.01829522],"genre_scores_gemma":[0.9856553,0.008886193,0.001023963,0.001563342,0.0001116987,0.00001831833,0.002284279,0.00001677391,0.0004401362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.183875,"threshold_uncertainty_score":0.3699157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04164725728149073,"score_gpt":0.3416591875753753,"score_spread":0.3000119302938846,"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."}}