{"id":"W2937645317","doi":"10.1161/circoutcomes.11.suppl_1.207","title":"Abstract 207: Assessing the Clinical Value of Frailty as a Prognostic Indicator to Aid Decision-Making in Cardiac Surgery","year":2018,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mace; Medicine; EuroSCORE; Checklist; Adverse effect; Emergency medicine; Intensive care medicine; Cardiac surgery; Physical therapy; Internal medicine; Percutaneous coronary intervention; Myocardial infarction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003494377,0.0004285723,0.0004027898,0.001473896,0.0003275615,0.001085242,0.0004270428,0.0004054144,0.003469617],"category_scores_gemma":[0.01946352,0.0001211576,0.0005023913,0.0008593557,0.0002985206,0.0006977029,0.0006521418,0.0005164357,0.0005911833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003264289,"about_ca_system_score_gemma":0.0007518425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079374,"about_ca_topic_score_gemma":0.002044083,"domain_scores_codex":[0.9987119,0.0007049874,0.0001668756,0.00008907956,0.0002607951,0.0000662868],"domain_scores_gemma":[0.9908391,0.005350282,0.001839575,0.0003373075,0.001070073,0.0005638164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004243481,0.0003059398,0.9421676,0.0001269729,0.00009879095,0.0001022098,0.0001957466,0.001029444,0.0003160788,0.0001311829,0.001981287,0.05312048],"study_design_scores_gemma":[0.00004471939,0.001333738,0.9849709,0.0001697398,0.00008546033,0.0004820165,0.0004038064,0.009925979,0.0007109327,0.0007908407,0.001054272,0.00002767855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913333,0.0005082017,0.002650038,0.0005027798,0.0000488974,0.0002016315,0.001421162,0.00004959789,0.003284315],"genre_scores_gemma":[0.9956274,0.0001683687,0.003179933,0.00007942376,0.00003980703,0.0000890294,0.0005566641,0.000004186118,0.0002552325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003494377,"threshold_uncertainty_score":0.0184803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039547713287987,"score_gpt":0.4312311678448543,"score_spread":0.3272763965160556,"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."}}