{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005620999,0.0006854839,0.0004476673,0.001300843,0.0004943219,0.001103788,0.0007995166,0.0005979773,0.001152009],"category_scores_gemma":[0.008232461,0.0001933945,0.0007678662,0.0006361503,0.0005814207,0.0005162248,0.001417622,0.0007379723,0.0006521145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00043364,"about_ca_system_score_gemma":0.0006665642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507399,"about_ca_topic_score_gemma":0.001955975,"domain_scores_codex":[0.9980149,0.000505592,0.0001950291,0.0005638931,0.0004994282,0.0002211571],"domain_scores_gemma":[0.9942271,0.001379615,0.00124305,0.00126711,0.001056161,0.0008270561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000499633,0.00009872738,0.9958907,0.000007519272,0.00008558227,0.00006807024,0.00007486226,0.0002446838,0.0007096762,0.00002807887,0.0003504338,0.001941938],"study_design_scores_gemma":[0.00008573048,0.0005116531,0.9944181,0.00001639247,0.00006095102,0.0004460209,0.0001312527,0.002691421,0.0009235901,0.00004773818,0.000655765,0.00001143716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979564,0.00005060469,0.0003357914,0.00003049853,0.00001298138,0.0000437548,0.001243475,0.000009975541,0.000316573],"genre_scores_gemma":[0.9924276,0.00003849867,0.0004393016,0.00004077647,0.00001887668,0.00005398957,0.006831684,0.00001102887,0.0001380341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005620999,"threshold_uncertainty_score":0.02972704,"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."}}