{"id":"W3118524992","doi":"10.1186/s12877-020-01953-6","title":"General practitioners’ deprescribing decisions in older adults with polypharmacy: a case vignette study in 31 countries","year":2021,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"NIHR School for Primary Care Research; National Health and Medical Research Council; Department of Health and Social Care; National Institute for Health and Care Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Deprescribing; Polypharmacy; Medicine; Odds ratio; Logistic regression; Geriatrics; Odds; Comorbidity; Gerontology; Family medicine; Psychiatry; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0003934484,0.0001917365,0.00033977,0.0002527131,0.000089403,0.00006564826,0.00006404652,0.00006907804,0.0001575385],"category_scores_gemma":[0.0006803855,0.000159883,0.00005619573,0.0009408468,0.00002559085,0.000360447,0.00008612399,0.000434912,0.00002395568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369084,"about_ca_system_score_gemma":0.0004667592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006360083,"about_ca_topic_score_gemma":0.002650606,"domain_scores_codex":[0.9981319,0.0002170947,0.000457794,0.0004146523,0.0004214417,0.0003570635],"domain_scores_gemma":[0.9984006,0.0008278408,0.0001354983,0.0002936381,0.0001499042,0.0001925778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001913006,0.001683988,0.9693224,0.00007591849,0.00003838641,0.02285865,0.002608029,0.0003063027,0.00007322361,0.0000283069,0.0003494921,0.0007422492],"study_design_scores_gemma":[0.05762493,0.0008780103,0.8821645,0.0004987821,0.0009483868,0.009330142,0.01973572,0.01752494,0.0008285621,0.00003356679,0.009489858,0.0009425848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962118,0.0009344572,0.0003072478,0.0006582999,0.0002569752,0.001154035,0.00001584887,0.00003384793,0.0004275019],"genre_scores_gemma":[0.9947802,0.0002883144,0.003370152,0.001107772,0.0001413206,0.00006722365,0.00002912318,0.00002595212,0.0001899183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08715794,"threshold_uncertainty_score":0.651984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08314444577953593,"score_gpt":0.378396089010538,"score_spread":0.2952516432310021,"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."}}