{"id":"W3043285783","doi":"10.1016/j.athoracsur.2020.07.002","title":"Extracorporeal Membrane Oxygenation Support in Severe COVID-19","year":2020,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University","keywords":"Extracorporeal membrane oxygenation; Medicine; Fraction of inspired oxygen; Life support; Mechanical ventilation; Coronavirus disease 2019 (COVID-19); Critically ill; Oxygenation; Emergency medicine; Intensive care medicine; Anesthesia; Disease; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001583473,0.0001612316,0.0003804103,0.000121669,0.00003089578,0.00001617222,0.0002647792,0.00009755133,0.0009222288],"category_scores_gemma":[0.0005877142,0.0001349259,0.0001639081,0.0005096954,0.00003808446,0.0001953884,0.00003953289,0.0001969743,0.0000706935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001859726,"about_ca_system_score_gemma":0.0001022047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002706515,"about_ca_topic_score_gemma":0.00001899191,"domain_scores_codex":[0.9984772,0.0001414582,0.0005681923,0.0001939905,0.0003353762,0.0002837856],"domain_scores_gemma":[0.9986117,0.0006546216,0.0001213183,0.0002972248,0.0000468176,0.0002682886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00172209,0.0004604408,0.1298782,0.0123882,0.001028891,0.001602155,0.009719939,0.2106134,0.05001383,0.003026963,0.3019408,0.2776051],"study_design_scores_gemma":[0.0008438959,0.0002604535,0.0565413,0.0005120338,0.0002837322,0.0003801732,0.003289645,0.1797994,0.5310369,0.01677091,0.2062634,0.00401814],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98728,0.0005489478,0.0007689002,0.00833642,0.0002551239,0.0002540515,0.00004619479,0.000297578,0.002212775],"genre_scores_gemma":[0.9962003,0.00009667356,0.00003527993,0.003455092,0.00009678734,0.00001458857,0.00004535769,0.00003221116,0.0000236845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4810231,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.15767978744127,"score_gpt":0.3493962149853979,"score_spread":0.1917164275441279,"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."}}