{"id":"W2051008425","doi":"10.1016/j.jad.2008.01.021","title":"Factors associated with antidepressant, anxiolytic and hypnotic use over 17 years in a national cohort","year":2008,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Treatment of Major Depression","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institutes of Health; National Institute for Health and Care Research","keywords":"Anxiolytic; Medicine; Psychiatry; Hypnotic; Anxiety; Cohort; Antidepressant; Depression (economics); Population; Cohort study; Psychology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001666186,0.0001451728,0.0003488557,0.0003064597,0.00004276527,0.00001273405,0.0000400084,0.0000730612,0.00002044641],"category_scores_gemma":[0.0007597322,0.0001004636,0.00007385256,0.0002300304,0.0001167208,0.0003154286,0.00001596289,0.0002554286,4.630721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064516,"about_ca_system_score_gemma":0.0001378933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000745392,"about_ca_topic_score_gemma":0.0001844413,"domain_scores_codex":[0.9988725,0.0000800741,0.0002049624,0.0001497216,0.000536429,0.0001563292],"domain_scores_gemma":[0.9990315,0.00043939,0.000229556,0.00006861056,0.0001358134,0.00009507525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002450918,0.0003730731,0.9972122,0.000006184273,0.0003223116,0.0001391089,0.0003178513,0.0001063071,0.0003338974,0.000003314773,0.0006368005,0.0003038946],"study_design_scores_gemma":[0.005685386,0.0006678248,0.9927346,0.0002596287,0.0001269866,0.00007809184,0.00008281746,0.00007844457,0.0001087715,0.00005226729,0.00002532401,0.00009992767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990866,0.000225334,0.00002268902,0.00006353123,0.00004378943,0.0002875972,0.00000665802,0.00001089662,0.0002528878],"genre_scores_gemma":[0.9996287,0.0001475998,0.00004065549,0.00005322436,0.00001739971,0.000002773521,0.000007707468,0.00001963192,0.00008236962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005440295,"threshold_uncertainty_score":0.4096787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02687379674067365,"score_gpt":0.2720477805275243,"score_spread":0.2451739837868506,"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."}}