{"id":"W3080210897","doi":"10.1111/bcp.14525","title":"Deprescribing: What do we know, and where to next?","year":2020,"lang":"en","type":"letter","venue":"British Journal of Clinical Pharmacology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Deprescribing; Need to know; Psychology; Computer science; Polypharmacy; Medicine; Computer security; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001085784,0.0003567225,0.002105006,0.0001554466,0.00009379206,0.0003542874,0.0004184975,0.0008683592,0.002036447],"category_scores_gemma":[0.001894548,0.0003533589,0.0007140451,0.0001873819,0.0002756068,0.000783634,0.0002926711,0.009395848,0.0001268577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004952735,"about_ca_system_score_gemma":0.0003839421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009868962,"about_ca_topic_score_gemma":0.00000236211,"domain_scores_codex":[0.9947306,0.001036043,0.002443963,0.0005616395,0.0006719792,0.0005557539],"domain_scores_gemma":[0.9932459,0.003702964,0.001241242,0.0001537369,0.0004316181,0.001224543],"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":[0.000978663,0.0001639042,0.001223158,0.000352028,0.0005874773,0.02901154,0.00002847619,0.000001059704,0.00005857318,4.928348e-7,0.650117,0.3174776],"study_design_scores_gemma":[0.005453792,0.001838634,0.0005346918,0.002713158,0.001989482,0.009544553,0.0000634972,0.00006418701,0.00002444004,0.000124069,0.9773381,0.0003113843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008286646,0.1300834,0.00003448307,0.8517753,0.008971192,0.0005698596,0.0000199089,0.00002543289,0.0002338338],"genre_scores_gemma":[0.002339821,0.3416696,0.0005581221,0.6371452,0.01778736,0.000005117206,0.000007704167,0.0000558339,0.0004312354],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3272211,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2336713681671508,"score_gpt":0.4844153754852676,"score_spread":0.2507440073181169,"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."}}