{"id":"W4379376841","doi":"10.1001/jamainternmed.2023.2099","title":"What Should I Know About Medication Deprescribing?","year":2023,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto","funders":"","keywords":"Medicine; Deprescribing; Need to know; MEDLINE; Health care; Beers Criteria; Polypharmacy; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003886125,0.0003885955,0.001101419,0.001189222,0.003515655,0.003847894,0.001044822,0.01078514,0.02070634],"category_scores_gemma":[0.05344694,0.0004576587,0.0007425242,0.001053076,0.002486151,0.009279864,0.001575181,0.01578421,0.007285011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846181,"about_ca_system_score_gemma":0.0045937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006740768,"about_ca_topic_score_gemma":0.01775639,"domain_scores_codex":[0.9965089,0.001404886,0.0004440234,0.0001713351,0.001112978,0.0003578941],"domain_scores_gemma":[0.9768356,0.01161043,0.002808079,0.0005363667,0.003685447,0.004524067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006668177,0.0001483126,0.005785502,0.0006582338,0.00003141152,0.0006553956,0.001215659,0.0000382422,0.0000910563,0.001632251,0.9232554,0.06642193],"study_design_scores_gemma":[0.0001422739,0.0003050599,0.01499264,0.00820717,0.0001164219,0.004455785,0.0062107,0.0002615993,0.0003844571,0.008079698,0.9566858,0.0001583598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001272529,0.01400777,0.0002669433,0.9556615,0.009949277,0.00003187448,0.0001493348,0.00007428486,0.01858653],"genre_scores_gemma":[0.02295226,0.05937551,0.001164463,0.8615706,0.04338577,0.00009483287,0.0002585346,0.00009356603,0.01110442],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02070634,"threshold_uncertainty_score":0.06926966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1688092084300095,"score_gpt":0.4426572648129415,"score_spread":0.273848056382932,"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."}}