{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020808,0.0002998015,0.0004878729,0.0009065195,0.0004238733,0.0007586947,0.0003646467,0.0005391958,0.0006829944],"category_scores_gemma":[0.005059101,0.0004329081,0.0006561208,0.001960056,0.0002559217,0.0006015733,0.0006729397,0.000803346,0.0001368826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466958,"about_ca_system_score_gemma":0.000423845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02266769,"about_ca_topic_score_gemma":0.02595404,"domain_scores_codex":[0.9988213,0.0002740804,0.0003085015,0.0001884361,0.0002664709,0.0001411542],"domain_scores_gemma":[0.9952521,0.0006896384,0.00308932,0.0002300897,0.0003005882,0.0004381841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002834224,0.0000114397,0.999509,0.000005586121,0.00002423274,0.00002652684,0.00003644641,0.00001645034,0.00002216068,0.000002541228,0.00002955681,0.0002877903],"study_design_scores_gemma":[0.000002635779,0.00003357287,0.999647,0.000005702052,0.00001304431,0.00008778539,0.0000884328,0.00006989622,0.00001178268,0.000003745686,0.00003442062,0.000001995205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992051,0.0002637879,0.00003042254,0.00003393847,0.000002798074,0.000005281475,0.0003140318,0.00000223923,0.0001424713],"genre_scores_gemma":[0.9994622,0.0001345756,0.00004848275,0.00002797955,0.000007126649,0.000006132597,0.0002740111,7.154845e-7,0.00003873186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02266769,"threshold_uncertainty_score":0.04507148,"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."}}