{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007942205,0.0001935063,0.0003873324,0.0002758835,0.00006476965,0.00005270517,0.0002133581,0.0001363339,0.001934879],"category_scores_gemma":[0.002346793,0.0001316668,0.00009929837,0.0004211295,0.0001758136,0.0006325556,0.0001053774,0.0006661827,0.0009980445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007657734,"about_ca_system_score_gemma":0.000041163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001622406,"about_ca_topic_score_gemma":0.00001028112,"domain_scores_codex":[0.9978767,0.00007517612,0.0004961797,0.0003287884,0.0008567331,0.0003664136],"domain_scores_gemma":[0.9981632,0.0007496499,0.0001648773,0.0003479478,0.0001407993,0.0004335436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001722281,0.0002624821,0.1506456,0.0005372174,0.0004583516,0.0009313652,0.002853925,0.000008972095,0.01030915,0.00119472,0.3881994,0.4428765],"study_design_scores_gemma":[0.005624359,0.0008584099,0.100124,0.004190524,0.0003555235,0.0002584235,0.001515696,0.009811598,0.002423583,0.0005475674,0.8740667,0.0002236384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4376678,0.009393988,0.001345991,0.4855329,0.0128169,0.001108648,0.000008494171,0.0008163879,0.05130893],"genre_scores_gemma":[0.94159,0.009148756,0.0001187756,0.03231875,0.002423664,0.00003911355,0.0001061638,0.00004190813,0.01421285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5039222,"threshold_uncertainty_score":0.9997798,"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."}}