{"id":"W3043879364","doi":"10.1186/s13054-020-03172-2","title":"Provision of ECPR during COVID-19: evidence, equity, and ethical dilemmas","year":2020,"lang":"en","type":"article","venue":"Critical Care","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"Metro North Hospital and Health Service","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Equity (law); Pandemic; Extracorporeal cardiopulmonary resuscitation; Intervention (counseling); Intensive care medicine; 2019-20 coronavirus outbreak; Medical emergency; Intensive care; Extracorporeal membrane oxygenation; Cardiopulmonary resuscitation; Resuscitation; Nursing; Emergency medicine; Virology; Internal medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0001323069,0.00007374052,0.0002078893,0.00002961153,0.00008103445,0.00001895191,0.00004340395,0.0001610985,0.00005110247],"category_scores_gemma":[0.009083827,0.00006019329,0.00007783961,0.0001081092,0.0002540112,0.00004342855,0.000250073,0.0003178807,0.000007227559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004248871,"about_ca_system_score_gemma":0.0001563908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001311734,"about_ca_topic_score_gemma":0.000002524391,"domain_scores_codex":[0.9990585,0.0000573832,0.0001712668,0.0002104024,0.0003605004,0.0001419027],"domain_scores_gemma":[0.9987602,0.0004167064,0.00001472491,0.0001017792,0.0001714977,0.000535054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005763783,0.0001855909,0.4345693,0.1137901,0.000127401,0.001951822,0.05234053,0.00004936741,0.2507049,0.1012307,0.00747026,0.03181629],"study_design_scores_gemma":[0.01138458,0.003755224,0.8540871,0.005737904,0.001986821,0.0001783755,0.03423586,0.0016342,0.05399399,0.01092201,0.02063088,0.001453078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.892214,0.00291968,0.0007095608,0.1016706,0.0002695584,0.0003655307,0.00002000397,0.00007825313,0.001752843],"genre_scores_gemma":[0.9959556,0.00004103189,0.0002375081,0.003447809,0.0002899924,0.000006094239,0.000008933745,0.000008925474,0.000004121766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4195178,"threshold_uncertainty_score":0.9992631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004774761980503,"score_gpt":0.4340818157341771,"score_spread":0.3336043395361268,"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."}}