{"id":"W2155911012","doi":"10.1016/j.ejcts.2004.04.010","title":"Predictors of mortality and neurological morbidity in children undergoing extracorporeal life support for cardiac disease","year":2004,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Pediatrics; Life support; Extracorporeal; Cohort; Retrospective cohort study; Incidence (geometry); Cohort study; Extracorporeal membrane oxygenation; Surgery; Intensive care 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":[0.00488549,0.0002436465,0.0008229839,0.0002312751,0.00003621331,0.00002861647,0.0001863449,0.00005553342,0.00001164905],"category_scores_gemma":[0.0008287192,0.000226365,0.0005666541,0.0001903376,0.00008474179,0.0002716018,0.00004836328,0.000339075,0.000001932548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004852494,"about_ca_system_score_gemma":0.0002054852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003314619,"about_ca_topic_score_gemma":0.000001251651,"domain_scores_codex":[0.9971752,0.0006232092,0.001163088,0.0002409466,0.0004422279,0.0003553781],"domain_scores_gemma":[0.9982562,0.0004341584,0.0003372294,0.0002871073,0.0000972651,0.0005880508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001014209,0.00003984015,0.9815637,0.0001683627,0.0003144726,0.0004435129,0.0000339712,0.01491743,0.00009200543,0.00002122921,0.0001882547,0.002115734],"study_design_scores_gemma":[0.0002768898,0.00008068682,0.9984421,0.00008480297,0.0002250221,0.00008880778,0.00001899114,0.0001277338,0.0001473117,0.0001080348,0.0001951241,0.0002044724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943007,0.001679808,0.002697346,0.00002515703,0.0007826936,0.0002079035,0.00007902234,0.00005565878,0.0001717369],"genre_scores_gemma":[0.9989341,0.000233618,0.0002176481,0.00003349191,0.0004979445,0.000003095218,0.00001652174,0.00006172504,0.0000018425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01687836,"threshold_uncertainty_score":0.9230899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370448669844183,"score_gpt":0.2580211030745483,"score_spread":0.22097623609013,"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."}}