{"id":"W4410036021","doi":"10.1111/bcpt.70050","title":"Billing Deprescribing Interventions: Portrait of an Initiative in Québec, Canada","year":2025,"lang":"en","type":"article","venue":"Basic & Clinical Pharmacology & Toxicology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Deprescribing; Psychological intervention; Medicine; Polypharmacy; Pharmacy; Formulary; Health care; Family medicine; Nursing; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0027549,0.0003761779,0.0003363335,0.002729028,0.006221165,0.003665294,0.002219421,0.0009684089,0.004307702],"category_scores_gemma":[0.005498338,0.0003155885,0.00060879,0.006816155,0.002279934,0.001036881,0.001544487,0.001947638,0.0002287809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.163552,"about_ca_system_score_gemma":0.2098479,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9976711,"about_ca_topic_score_gemma":0.9991358,"domain_scores_codex":[0.9961397,0.00060969,0.0001408817,0.000317441,0.001494153,0.00129826],"domain_scores_gemma":[0.987895,0.001077022,0.001216077,0.0002858116,0.005715575,0.003810574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004315667,0.0005338591,0.7729107,0.000575321,0.0002911687,0.001196186,0.01107268,0.002073597,0.001519701,0.0193756,0.05106422,0.1389553],"study_design_scores_gemma":[0.00005082997,0.0001187304,0.9522318,0.000395138,0.00007533721,0.000214479,0.008438941,0.002013787,0.0002361775,0.0004509915,0.03570721,0.00006657202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8260804,0.01399688,0.002877741,0.06147507,0.0003243767,0.000791398,0.01098644,0.0002084964,0.08325915],"genre_scores_gemma":[0.9809449,0.003908256,0.002458889,0.003636611,0.00005171059,0.0001130034,0.001548766,0.0000422536,0.007295632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.163552,"threshold_uncertainty_score":0.9701611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2469123860134666,"score_gpt":0.5075319215354112,"score_spread":0.2606195355219446,"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."}}