{"id":"W4362735059","doi":"10.1111/aor.14542","title":"Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international <scp>COVID</scp>‐19 cohort","year":2023,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; National Institutes of Health; Foreign, Commonwealth and Development Office; Kementerian Kesihatan Malaysia; Medizinische Universität Wien; Medical Research Council; Universität Wien; Kementerian Pendidikan Nasional; Public Health England; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Oxford; Canadian Institutes of Health Research; Imperial College London; National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit; Sunnybrook Research Institute; Wellcome Trust; Instituto de Salud Carlos III; Bill and Melinda Gates Foundation","keywords":"Extracorporeal membrane oxygenation; Coronavirus disease 2019 (COVID-19); Cohort; 2019-20 coronavirus outbreak; Medicine; Illness severity; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Severity of illness; Cohort study; Critical illness; Emergency medicine; Intensive care medicine; Internal medicine; Virology; Critically ill; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006265179,0.00009767026,0.0001790814,0.0001923918,0.00002960117,0.00001691774,0.0001135982,0.0000988512,0.0000450902],"category_scores_gemma":[0.0002326615,0.0001104421,0.00002797701,0.0004224243,0.00004453454,0.0004270604,0.0000248647,0.00008562774,0.000005104409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005087832,"about_ca_system_score_gemma":0.00003139341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001649916,"about_ca_topic_score_gemma":0.000348838,"domain_scores_codex":[0.9988208,0.00005423634,0.0004806279,0.0002005992,0.0003181215,0.0001256422],"domain_scores_gemma":[0.9994793,0.00009245924,0.00009861639,0.0001695685,0.00008265076,0.00007741428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004676108,0.00004503267,0.8506989,0.0001155563,0.00003500421,0.000004262437,0.001031065,0.01116881,0.1354041,0.0008949761,0.00001610564,0.000581476],"study_design_scores_gemma":[0.0001033468,0.00001762093,0.8015749,0.00001254281,0.00002229823,0.000001625494,0.0002306526,0.06293917,0.1336869,0.001340623,0.00002555202,0.00004475478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997687,0.000005453563,0.001227368,0.000008982334,0.0003857197,0.0002216331,0.0001295599,0.000165436,0.0001688547],"genre_scores_gemma":[0.9995091,0.0000133817,0.00004840457,0.000006839767,0.00006267777,0.00001403869,0.0003232472,0.00001740604,0.000004883168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05177037,"threshold_uncertainty_score":0.4503698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084109087214168,"score_gpt":0.2708085964042457,"score_spread":0.239967505532104,"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."}}