{"id":"W4310816504","doi":"10.1016/j.ccm.2022.11.016","title":"The Use of Extracorporeal Membrane Oxygenation for COVID-19","year":2022,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"National Institute of Child Health and Human Development; National Institutes of Health","keywords":"ARDS; Extracorporeal membrane oxygenation; Medicine; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Pandemic; 2019-20 coronavirus outbreak; Acute respiratory distress; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Concomitant; Extracorporeal; Disease; Lung; Anesthesia; Internal medicine; Virology; Infectious disease (medical specialty)","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":[0.003145845,0.0003238743,0.001575917,0.0002040705,0.00007655792,0.00001031905,0.0005651046,0.0003289143,0.0003258769],"category_scores_gemma":[0.006341151,0.0002227145,0.0003069294,0.0004838271,0.0001282631,0.0000576007,0.00006353742,0.0007305776,0.000004312668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003073124,"about_ca_system_score_gemma":0.0003199732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001216899,"about_ca_topic_score_gemma":0.00005283645,"domain_scores_codex":[0.9968406,0.0001656906,0.001970554,0.0003431143,0.0004091489,0.0002709099],"domain_scores_gemma":[0.9859292,0.01260341,0.0005519344,0.0006875694,0.00003934943,0.0001885436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001081792,0.00003384225,0.00001568826,0.04422757,0.000164249,0.00002333914,0.0001102067,0.0006386293,6.083275e-7,0.001990552,0.003699281,0.9490852],"study_design_scores_gemma":[0.0003840152,0.00007344383,0.00000346058,0.001341888,0.0003716818,0.00001367712,0.0000281499,0.003147849,3.998494e-7,0.0004888871,0.9939557,0.0001908681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000686973,0.9949542,0.001237183,0.0001160072,0.001868243,0.001459828,0.00009946329,0.0000944454,0.0001637228],"genre_scores_gemma":[0.00004218227,0.9979225,0.0003020869,0.0001687709,0.0003531021,0.0004798687,0.0005290582,0.00009404602,0.000108323],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9902564,"threshold_uncertainty_score":0.9082035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3694330728462337,"score_gpt":0.423308549230304,"score_spread":0.05387547638407036,"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."}}