{"id":"W3080121911","doi":"10.1016/j.ijsu.2020.07.063","title":"Outcomes' predictors in Post-Cardiac Surgery Extracorporeal Life Support. An observational prospective cohort study","year":2020,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Observational study; Extracorporeal; Prospective cohort study; Cardiac surgery; Cohort study; Cohort; Extracorporeal circulation; Intensive care medicine; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001713223,0.0002520576,0.000846431,0.0004520635,0.00002307498,0.00008412337,0.0004019039,0.0001014151,0.0006112022],"category_scores_gemma":[0.001195922,0.0002404111,0.0004274618,0.0002881202,0.00002918954,0.001101077,0.00004716132,0.0004498028,0.00002418156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963754,"about_ca_system_score_gemma":0.000415856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002060013,"about_ca_topic_score_gemma":0.00001178738,"domain_scores_codex":[0.9962993,0.0001473424,0.001605601,0.0002614405,0.001425404,0.0002608689],"domain_scores_gemma":[0.9973461,0.0009594723,0.0004276649,0.0001549643,0.0006683557,0.0004434563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000110857,0.0003025023,0.9934893,0.00001422691,0.000954001,0.0005065456,0.0003278752,0.001377487,0.0001131997,0.00005859626,0.002077873,0.0006675125],"study_design_scores_gemma":[0.000222075,0.00006503482,0.9979737,0.00002468572,0.00004900101,0.00002461586,0.0003373449,0.0006686503,0.00007993122,0.0000944613,0.000240678,0.0002198641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953727,0.00006023952,0.0002189076,0.0005590038,0.003176418,0.0002765241,0.00009333811,0.00008773553,0.0001551547],"genre_scores_gemma":[0.9983374,0.00001517359,0.00009853577,0.0005831322,0.000788733,0.00002286154,0.00009792607,0.00004949453,0.000006765427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004484334,"threshold_uncertainty_score":0.9803681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07342118802083533,"score_gpt":0.284369471279093,"score_spread":0.2109482832582576,"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."}}