{"id":"W4391137288","doi":"10.1002/jppr.1906","title":"Deprescribing: a 20‐year retrospective","year":2023,"lang":"en","type":"article","venue":"Journal of Pharmacy Practice and Research","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Deprescribing; Retrospective cohort study; Project commissioning; Medical emergency; Family medicine; Intensive care medicine; Publishing; Polypharmacy; Internal medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005637212,0.00009872149,0.0002734214,0.0005162954,0.0002540567,0.0001289045,0.0001288321,0.00004432044,0.0002624606],"category_scores_gemma":[0.006626043,0.00007014022,0.0001044886,0.000918818,0.0001715954,0.001059041,0.0001445642,0.001868946,0.0001959794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007231892,"about_ca_system_score_gemma":0.0003318936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002789512,"about_ca_topic_score_gemma":6.2884e-7,"domain_scores_codex":[0.9972198,0.0005038375,0.0003846502,0.0001696195,0.001321723,0.0004003582],"domain_scores_gemma":[0.9957386,0.002320189,0.0002295023,0.0001367048,0.001135998,0.0004390324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02610108,0.001867263,0.652517,0.0007038509,0.001629694,0.009291419,0.004219848,0.00001781134,0.08697581,0.001867502,0.1827775,0.03203129],"study_design_scores_gemma":[0.007353886,0.001034351,0.01499058,0.000117233,0.0003651317,0.001845585,0.00280301,0.001574278,0.004808188,0.0004411899,0.9645451,0.0001214898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964201,0.00232417,0.00002557451,0.07030109,0.0005513036,0.0004794843,0.000005782755,0.0000396002,0.0298529],"genre_scores_gemma":[0.9881006,0.007284779,0.0005132015,0.0009498034,0.0007088128,0.00000360628,0.000001954664,0.0000215957,0.002415604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7817676,"threshold_uncertainty_score":0.8119743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3890283437600215,"score_gpt":0.5722285887486038,"score_spread":0.1832002449885823,"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."}}