{"id":"W7018048117","doi":"","title":"Clinician Perspectives of Benzodiazepine Receptor Agonists (BZRA) Prescribing and Deprescribing in Ontario","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deprescribing; Beers Criteria; Qualitative research; Health care; Cognition; Cognitive impairment; MEDLINE; Polypharmacy; Medical prescription","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003242816,0.0001994102,0.0003792178,0.00065877,0.01096288,0.002620014,0.001092193,0.001031507,0.003011782],"category_scores_gemma":[0.01062126,0.0004976537,0.0003348243,0.001834523,0.003575857,0.00101967,0.002480368,0.001134167,0.0001682462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06213588,"about_ca_system_score_gemma":0.1054845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9417741,"about_ca_topic_score_gemma":0.9774436,"domain_scores_codex":[0.9952755,0.001725467,0.0003844313,0.0003398726,0.00118741,0.00108731],"domain_scores_gemma":[0.9820814,0.005397901,0.003221931,0.0002370094,0.003618733,0.005443045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001462652,0.00007748893,0.119216,0.0006521468,0.00002334151,0.002366287,0.8553245,0.0001250626,0.001891196,0.0008045795,0.005213603,0.01415957],"study_design_scores_gemma":[0.00003380748,0.0001593431,0.1226741,0.0004802866,0.0000263614,0.0004697106,0.8407172,0.0002522792,0.0002603805,0.0001862958,0.03468926,0.00005102816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975412,0.001536067,0.0002317888,0.01565662,0.00006815072,0.0001272217,0.0002985611,0.00001403754,0.006655611],"genre_scores_gemma":[0.9938089,0.001436912,0.0004297395,0.002308268,0.00002224008,0.00007122223,0.00006968346,0.000007671166,0.001845345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06213588,"threshold_uncertainty_score":0.4508294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134629137495328,"score_gpt":0.2584544610271248,"score_spread":0.2371081696521715,"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."}}