{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001942751,0.000287792,0.0006341647,0.0009898136,0.0003274257,0.0006066149,0.0003044792,0.0003928184,0.001558117],"category_scores_gemma":[0.003595727,0.0002584094,0.001059506,0.001259424,0.0002738182,0.0004661811,0.0006116256,0.0004641598,0.0001981593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380684,"about_ca_system_score_gemma":0.0003833316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007888426,"about_ca_topic_score_gemma":0.0006965741,"domain_scores_codex":[0.9989337,0.0003243809,0.0001952246,0.0002552112,0.0001869692,0.0001044791],"domain_scores_gemma":[0.998005,0.0005303068,0.0008588792,0.0002652619,0.0001384837,0.0002021015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001182193,0.00006844171,0.9950683,0.00001584931,0.0003842125,0.0000809068,0.00003642271,0.0001718127,0.0003033225,0.00008088983,0.0001764319,0.002431312],"study_design_scores_gemma":[0.000176686,0.0007645166,0.9934639,0.00001253657,0.0003640714,0.0004263905,0.0001257452,0.003630995,0.0001521723,0.000197621,0.0006741336,0.00001117074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983495,0.0002448524,0.0008977714,0.00003669508,0.0000118648,0.00004931039,0.000221082,0.000003899469,0.0001849181],"genre_scores_gemma":[0.9990701,0.00007830087,0.0002888482,0.00002102425,0.00001447619,0.00003701745,0.0004091967,0.000003190368,0.0000777391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001942751,"threshold_uncertainty_score":0.01027441,"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."}}