{"id":"W2905262323","doi":"10.1093/eurheartj/ehy563.p3481","title":"P3481Incremental value of the Essential Frailty Toolset for fatal and nonfatal adverse events in older adults with atrial fibrillation undergoing cardiac procedures","year":2018,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Atrial fibrillation; Adverse effect; Cardiology; Internal medicine; Intensive care medicine; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002851955,0.0004531317,0.0005343423,0.001013622,0.0002712844,0.0008513068,0.0006029751,0.0004098187,0.002600033],"category_scores_gemma":[0.01133948,0.0001397208,0.001255007,0.0007570484,0.0002074946,0.0006298628,0.000818344,0.000863714,0.0003719376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139341,"about_ca_system_score_gemma":0.0007810631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005915616,"about_ca_topic_score_gemma":0.007337233,"domain_scores_codex":[0.999141,0.000309037,0.0001167666,0.0001358308,0.0002061573,0.00009125903],"domain_scores_gemma":[0.9949118,0.001500863,0.001856356,0.0004144532,0.0007562356,0.0005602466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007844053,0.00004487139,0.9916419,0.00002794036,0.0002025845,0.000037636,0.0000264397,0.0001709986,0.00005476005,0.00003194524,0.0006449174,0.006331644],"study_design_scores_gemma":[0.00006355412,0.0003742774,0.9956962,0.00003675832,0.0001732113,0.0001576268,0.00004494923,0.002501947,0.00008392328,0.000125832,0.0007300834,0.00001155436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910011,0.001154922,0.0008033368,0.0004205829,0.00009200473,0.00008244962,0.00414881,0.00003547142,0.002261341],"genre_scores_gemma":[0.9972389,0.0001392612,0.0005367618,0.00006372893,0.00004091957,0.00003769169,0.001549903,0.000004270204,0.00038863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005915616,"threshold_uncertainty_score":0.01508272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215210528623415,"score_gpt":0.3713691860189589,"score_spread":0.2498481331566174,"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."}}