{"id":"W4407628895","doi":"10.22541/au.173982075.53144180/v1","title":"Off-label prescription of benzodiazepines: a retrospective cohort study of prescribing prevalence in primary care.","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medical prescription; Medicine; Primary care; Retrospective cohort study; Cohort; Emergency medicine; Cohort study; Family medicine; Internal medicine; Pharmacology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125258,0.0003058506,0.0005438164,0.001543032,0.001091323,0.001300324,0.0007724786,0.0007082807,0.00185599],"category_scores_gemma":[0.003452772,0.0007827989,0.0006665679,0.00297928,0.0005196913,0.0008484627,0.0009649957,0.0009191206,0.0004356067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002764741,"about_ca_system_score_gemma":0.001949984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3186091,"about_ca_topic_score_gemma":0.3718638,"domain_scores_codex":[0.9982504,0.0002824584,0.0002330841,0.0004289267,0.0004751946,0.0003298223],"domain_scores_gemma":[0.9953104,0.0006148714,0.002230784,0.0003560531,0.0007457095,0.0007422305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002400811,0.0000256285,0.9993561,0.0000111857,0.00002491166,0.00004428609,0.0001584588,0.000006329528,0.00004300521,0.000004793529,0.00008600079,0.0002152635],"study_design_scores_gemma":[0.000003277584,0.00004151884,0.999382,0.000009502954,0.00001357775,0.00009082794,0.000320234,0.00005293139,0.00001087726,0.000002879371,0.00006965195,0.000002576205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963731,0.0003540147,0.00005843203,0.00005606121,0.000005620932,0.00005806395,0.002611144,0.000004907178,0.0004785238],"genre_scores_gemma":[0.9982474,0.0001899183,0.00008849008,0.00009186703,0.000007206432,0.00003326648,0.001183129,0.000003029642,0.0001556203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3186091,"threshold_uncertainty_score":0.6335093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01933733785210362,"score_gpt":0.2963243943172966,"score_spread":0.2769870564651929,"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."}}