{"id":"W3212376304","doi":"10.1002/pds.5383","title":"Trends in benzodiazepine and alternative hypnotic use in relation with multimorbidity among older adults in <scp>Quebec, Canada</scp>","year":2021,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Sleep and related disorders","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Centre de Santé et de Services Sociaux de la Vieille-Capitale; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Medicine; Benzodiazepine; Hypnotic; Quetiapine; Pharmacoepidemiology; Zolpidem; Trazodone; Adverse effect; Polypharmacy; Population; Comorbidity; Public health; Psychiatry; Demography; Medical prescription; Insomnia; Environmental health; Internal medicine; Pharmacology; Antidepressant","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0008823505,0.0002570986,0.0005178229,0.0003180662,0.00006007552,0.000006579956,0.00007913741,0.0002386057,0.0001350581],"category_scores_gemma":[0.0006826253,0.0002266778,0.00003251231,0.0005180348,0.0001930742,0.0002162461,0.00005462502,0.0008556623,0.000002967122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271037,"about_ca_system_score_gemma":0.00008553602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.603593,"about_ca_topic_score_gemma":0.9621356,"domain_scores_codex":[0.9964689,0.001667595,0.0006088965,0.0006697797,0.0000839429,0.0005008646],"domain_scores_gemma":[0.9959908,0.00348868,0.000173813,0.0001697957,0.00003612261,0.0001407986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002715286,0.0002317113,0.980994,0.00001737187,0.0001157033,0.0004907714,0.004587767,0.002216747,0.00000720325,0.0002098771,0.002217061,0.00864026],"study_design_scores_gemma":[0.00817621,0.00001726396,0.9835718,0.0001264963,0.00004723659,0.00002104119,0.001707931,0.005278259,0.00002765264,0.00007782142,0.0008164907,0.0001318411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922622,0.003946409,0.00005634745,0.001802513,0.0004146346,0.0002359942,0.00002979019,0.00001888217,0.001233182],"genre_scores_gemma":[0.9964913,0.001432848,0.00009997495,0.001047042,0.00003900552,0.0000416552,0.0001538381,0.00001879372,0.0006755662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3585426,"threshold_uncertainty_score":0.9243653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865339294810334,"score_gpt":0.2955553081442595,"score_spread":0.2769019151961561,"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."}}