{"id":"W3016022220","doi":"10.1016/j.cjco.2020.04.003","title":"Cardiovascular Collapse in COVID-19 Infection: The Role of Venoarterial Extracorporeal Membrane Oxygenation (VA-ECMO)","year":2020,"lang":"en","type":"review","venue":"CJC Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research; University Health Network; University of Toronto; McMaster University","funders":"","keywords":"Extracorporeal membrane oxygenation; Medicine; Cardiogenic shock; Myocarditis; Cardiology; Internal medicine; Myocardial infarction; Heart failure; Fulminant; Intensive care medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001022863,0.000341799,0.001991291,0.0001192587,0.0000555227,0.000124871,0.0008564645,0.0003198858,0.0003524278],"category_scores_gemma":[0.0001691804,0.0002769961,0.0005608186,0.0006587675,0.00003467479,0.0002086301,0.0002190928,0.000382649,0.00009267314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952811,"about_ca_system_score_gemma":0.0004132944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002979314,"about_ca_topic_score_gemma":0.0001240962,"domain_scores_codex":[0.9978711,0.000363064,0.0008062093,0.0003901273,0.0003514467,0.0002180478],"domain_scores_gemma":[0.9987451,0.0001479167,0.0001978465,0.0007022405,0.00003305766,0.0001737735],"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":[0.00001523304,0.00003444681,0.00001679227,0.01381417,0.00124095,0.0001237543,0.0002296967,0.002421795,0.00001920862,0.0007805589,0.000348803,0.9809546],"study_design_scores_gemma":[0.0003509129,0.00002171586,0.00001103065,0.0008872068,0.0005456387,0.00005577041,0.00001621988,0.0005015056,0.00002128665,0.0001849579,0.9971307,0.0002730785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005003628,0.9933033,0.0001910004,0.00001573349,0.0006821494,0.002381459,0.00008187622,0.00009127818,0.003203186],"genre_scores_gemma":[0.007153295,0.9914113,0.00005484203,0.00004254326,0.0004155866,0.0005612848,0.0002419042,0.0001057258,0.00001355821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9967819,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03953434895278328,"score_gpt":0.2935986412148712,"score_spread":0.2540642922620879,"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."}}