{"id":"W2979421788","doi":"10.1016/j.cjca.2019.07.613","title":"FRAILTY ASSESSMENT USING ESTABLISHED DATA REGISTRY IN CARDIAC SURGERY: DEFICIT BASED APPROACH AND IMPACT ON CLINICAL OUTCOMES","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Medicine; Frailty Index; Retrospective cohort study; Framingham Risk Score; Internal medicine; Surgery; Emergency medicine; Disease","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":[0.00340395,0.0003284317,0.0008046151,0.002449531,0.0006724022,0.00188082,0.0006004294,0.000484752,0.001537904],"category_scores_gemma":[0.01338785,0.0001696521,0.0009490384,0.002998135,0.0002775196,0.001205177,0.001826677,0.001074559,0.0002729586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095715,"about_ca_system_score_gemma":0.002042089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02059513,"about_ca_topic_score_gemma":0.03837777,"domain_scores_codex":[0.997932,0.0005057776,0.0004637361,0.0003243602,0.0004707743,0.0003034832],"domain_scores_gemma":[0.9930861,0.001203218,0.002868233,0.0005027934,0.001419798,0.0009198888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001036181,0.00005262218,0.9963543,0.00001997787,0.0001051697,0.00002146055,0.00006573564,0.00005346115,0.00002394413,0.00004134977,0.0003235381,0.002834931],"study_design_scores_gemma":[0.00001246164,0.0001339365,0.9983085,0.00004310714,0.0001198985,0.00007762157,0.0003173616,0.0004519552,0.00004397786,0.0001008302,0.0003793282,0.00001092965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931738,0.000623879,0.0003959615,0.0003283898,0.00005244609,0.00004644526,0.00350875,0.00001340226,0.001856902],"genre_scores_gemma":[0.9965912,0.0002227117,0.0003213138,0.00006703652,0.00002903336,0.00003373326,0.002510837,0.000004434582,0.000219841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02059513,"threshold_uncertainty_score":0.04095054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205148135089091,"score_gpt":0.3874756848379896,"score_spread":0.2669608713290804,"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."}}