{"id":"W4308765128","doi":"10.1097/mat.0000000000001829","title":"Extracorporeal Membrane Oxygenation Support in COVID-19 Patients: A Propensity Score Analysis","year":2022,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"ARDS; Medicine; Extracorporeal membrane oxygenation; Propensity score matching; Coronavirus disease 2019 (COVID-19); Mechanical ventilation; Internal medicine; Lung; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001119504,0.0001562663,0.0003250186,0.0005876236,0.0002227872,0.00007474612,0.000294454,0.00005373432,0.005300758],"category_scores_gemma":[0.0001031809,0.0001583198,0.0001724868,0.001119065,0.0000153685,0.0003513748,0.00007162816,0.0006495571,0.00002035904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006433125,"about_ca_system_score_gemma":0.0001521938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003783832,"about_ca_topic_score_gemma":0.0001936321,"domain_scores_codex":[0.9980645,0.0001492732,0.0005820776,0.0002153452,0.0006743036,0.000314474],"domain_scores_gemma":[0.9991711,0.0000429794,0.0001598302,0.0002120663,0.00006808299,0.0003459554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005065698,0.0001668573,0.8182336,0.00005221135,0.0003625857,0.0004609938,0.0004119554,0.1746743,0.0005000702,0.0001051257,0.00197994,0.003001684],"study_design_scores_gemma":[0.003354738,0.0002935781,0.9403304,0.00001572084,0.0005785158,0.0004501461,0.0002645362,0.03304411,0.0004227021,0.001238972,0.01918648,0.0008201366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957454,0.00006732403,0.002564854,0.0001053532,0.0003546177,0.0001594952,0.00002774932,0.00009347944,0.0008817898],"genre_scores_gemma":[0.9991513,0.000008837584,0.00009407038,0.0004396713,0.00005876795,0.00002530048,0.0001318007,0.00002516036,0.00006511492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416302,"threshold_uncertainty_score":0.9956085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707845925504064,"score_gpt":0.2453530643761263,"score_spread":0.2082746051210856,"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."}}