{"id":"W3034870244","doi":"10.3390/geriatrics5020037","title":"Potentially Inappropriate Prescribing and Potential Prescribing Omissions in 82,935 Older Hospitalised Adults: Association with Hospital Readmission and Mortality within Six Months","year":2020,"lang":"en","type":"article","venue":"Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Polypharmacy; Beers Criteria; Odds ratio; Emergency medicine; Geriatrics; Pediatrics; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004275324,0.0002564191,0.0004163038,0.00008728731,0.0001494885,0.0001178874,0.00007968773,0.0002057899,0.00003946666],"category_scores_gemma":[0.001019598,0.0002035331,0.00006003013,0.0003322634,0.00003823284,0.0005283621,0.0001518155,0.0005397556,0.000003517824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009069616,"about_ca_system_score_gemma":0.0001225465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001492538,"about_ca_topic_score_gemma":0.000009474769,"domain_scores_codex":[0.9978872,0.0001346297,0.000500365,0.000543599,0.0005726685,0.0003615647],"domain_scores_gemma":[0.9986911,0.0001094289,0.0003778292,0.0001748845,0.0001331681,0.0005135966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001681472,0.0003613355,0.9881566,0.0004979971,0.0001444528,0.0001850596,0.004251393,0.0001106828,0.002016414,0.00005439364,0.0003242981,0.002215877],"study_design_scores_gemma":[0.01340104,0.0015742,0.9440329,0.0005050983,0.001034109,0.00002150669,0.001713242,0.03505522,0.001142802,0.0001323437,0.0006963359,0.0006911887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930652,0.0003739971,0.0003659204,0.004452261,0.000219859,0.001217164,0.00002623234,0.00008298244,0.0001963601],"genre_scores_gemma":[0.9968987,0.0002694191,0.002088016,0.0004002166,0.00016725,0.00001768874,0.00004747121,0.00003473965,0.00007650267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04412371,"threshold_uncertainty_score":0.8299839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035736942263575,"score_gpt":0.2911640357949623,"score_spread":0.2608066663723266,"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."}}