{"id":"W2516661708","doi":"10.1016/j.cjca.2015.07.359","title":"THE MAGNITUDE OF POLYPHARMACY AND MEDICATIONS INAPPROPRIATENESS AMONG PATIENTS UNDERGOING TRANSCATHETER AORTIC VALVE REPLACEMENT AND IMPACT ON LONG TERM OUTCOMES","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Polypharmacy; Medical prescription; Emergency medicine; Cohort; Adverse effect; Valve replacement; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008001987,0.0001935846,0.0004319581,0.000890909,0.0005169528,0.001274511,0.0003671224,0.0008471052,0.001814676],"category_scores_gemma":[0.00869179,0.0002655846,0.001168639,0.001218746,0.0003403504,0.0009018467,0.000810777,0.002039428,0.0002098995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007465201,"about_ca_system_score_gemma":0.0009211255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01499942,"about_ca_topic_score_gemma":0.02771819,"domain_scores_codex":[0.9990206,0.0001863821,0.0002235359,0.0001271458,0.0002722358,0.000170108],"domain_scores_gemma":[0.9905849,0.002055493,0.00500269,0.000306794,0.0006585641,0.001391618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004838944,0.00003263239,0.9989875,0.000005897863,0.00008598038,0.00004397169,0.00003216261,0.00002375352,0.00002984885,0.00001763331,0.00004682619,0.0006454276],"study_design_scores_gemma":[0.00000167229,0.00002842743,0.9995338,0.000004620937,0.00002492085,0.00008532261,0.0001283959,0.000105195,0.000007632737,0.00003272421,0.00004314317,0.000004203753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973056,0.0006035672,0.00005381383,0.0004996395,0.00001757572,0.00000679909,0.0004524292,0.000002424438,0.001058132],"genre_scores_gemma":[0.9991786,0.0001986933,0.0000579151,0.0001002376,0.00003807282,0.00000296271,0.0003081472,0.000001134278,0.0001141973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499942,"threshold_uncertainty_score":0.0298242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240752878065777,"score_gpt":0.295048873110061,"score_spread":0.2726413443294032,"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."}}