{"id":"W3086088614","doi":"10.1016/j.cjco.2020.09.011","title":"Predicting Survival After VA-ECMO for Refractory Cardiogenic Shock: Validating the SAVE Score","year":2020,"lang":"en","type":"article","venue":"CJC Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Ted Rogers Centre for Heart Research","funders":"University Health Network","keywords":"Cardiogenic shock; Medicine; Extracorporeal membrane oxygenation; Confidence interval; Cohort; Logistic regression; Receiver operating characteristic; Retrospective cohort study; Extracorporeal; Internal medicine; Survival analysis; Cardiology; Surgery; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005213536,0.0004038417,0.0003144083,0.001337842,0.0002189271,0.001054986,0.0004561687,0.0004233059,0.0008058578],"category_scores_gemma":[0.02192047,0.0001277751,0.0004005053,0.0008520993,0.0004039638,0.0006488693,0.0007319472,0.0006653544,0.000274128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003685224,"about_ca_system_score_gemma":0.0005467159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213989,"about_ca_topic_score_gemma":0.001748096,"domain_scores_codex":[0.998259,0.0007428408,0.0002693454,0.0001859654,0.0003920605,0.0001507872],"domain_scores_gemma":[0.987598,0.005777545,0.003574513,0.0007423447,0.001592881,0.0007146405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004802914,0.00001598618,0.9972935,0.00000571336,0.00002730349,0.000009394234,0.00002165545,0.0002672107,0.00003478399,0.00002418196,0.000106122,0.00214608],"study_design_scores_gemma":[0.00001585871,0.0002585416,0.989159,0.00004495883,0.0000491044,0.0002040467,0.0001570169,0.00910567,0.0003477429,0.0002284173,0.0004206377,0.000008878554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975782,0.0001756899,0.0009935433,0.0001323936,0.0000194566,0.00001962477,0.0004364594,0.00001221257,0.0006323798],"genre_scores_gemma":[0.9986326,0.00006133397,0.0006193856,0.00002503982,0.00001672339,0.00001042697,0.0005905418,0.000002760588,0.00004123864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005213536,"threshold_uncertainty_score":0.0275721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0507992310611576,"score_gpt":0.2663126924426298,"score_spread":0.2155134613814722,"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."}}