{"id":"W3162063449","doi":"10.1016/j.jtcvs.2021.04.089","title":"Characteristics and outcomes of patients with COVID-19 supported by extracorporeal membrane oxygenation: A retrospective multicenter study","year":2021,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Northwestern University; National Heart, Lung, and Blood Institute; Baylor University Medical Center; Division of Cardiothoracic Surgery, University of Colorado School of Medicine, Anschutz Medical Campus; China Scholarship Council; York University; Baylor University; University of Texas Health Science Center at Houston; National Institutes of Health; Northwell Health; Massachusetts General Hospital","keywords":"Extracorporeal membrane oxygenation; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Multicenter study; Medicine; 2019-20 coronavirus outbreak; Oxygenation; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Internal medicine; Virology; Disease; Randomized controlled trial; Infectious disease (medical specialty)","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":[0.0006027941,0.0004969548,0.00101395,0.0009563144,0.0007386763,0.001261908,0.0005053166,0.0009068745,0.001586447],"category_scores_gemma":[0.001664182,0.0004587288,0.001124004,0.001829666,0.0005682915,0.000991503,0.0007979612,0.0009588932,0.0003306879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005293894,"about_ca_system_score_gemma":0.000547329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593012,"about_ca_topic_score_gemma":0.001470953,"domain_scores_codex":[0.9991302,0.0001348629,0.0001522312,0.0002695969,0.0001099678,0.0002031865],"domain_scores_gemma":[0.9984022,0.0001672366,0.0007192437,0.000145459,0.0001549491,0.0004109069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002516316,0.00005019618,0.9987798,0.000007536161,0.00008901308,0.0001766609,0.00004914982,0.00002045377,0.0001640325,0.00002242064,0.00005766475,0.0003313646],"study_design_scores_gemma":[0.00004360548,0.0004244839,0.9967319,0.00001327026,0.0001139563,0.001193012,0.0008116395,0.0002053821,0.00007518718,0.00005237001,0.0003185033,0.00001664318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991875,0.00024288,0.00005352826,0.00002056688,0.000007805517,0.000009976119,0.0002705765,0.000001200733,0.0002058763],"genre_scores_gemma":[0.998898,0.0001315378,0.00005318891,0.0000443698,0.0000234812,0.00001686904,0.0007511734,0.000002344004,0.00007893655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001593012,"threshold_uncertainty_score":0.005307138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254901070468055,"score_gpt":0.2413781889040162,"score_spread":0.2288291781993357,"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."}}