{"id":"W4311501967","doi":"10.1016/j.cardfail.2022.11.011","title":"Extracorporeal Membrane Oxygenation for Graft Dysfunction Early After Heart Transplantation: A Systematic Review and Meta-analysis","year":2022,"lang":"en","type":"review","venue":"Journal of Cardiac Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Montreal Heart Institute; Université de Montréal; University Health Network; Toronto General Hospital; University of Toronto; McMaster University; Women's College Hospital","funders":"University Health Network","keywords":"Medicine; Extracorporeal membrane oxygenation; Confidence interval; Odds ratio; Heart transplantation; Logistic regression; Observational study; Stroke (engine); Internal medicine; Surgery; Transplantation; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001957266,0.0004531842,0.007534633,0.0005022924,0.0000561452,0.00008121339,0.0001837886,0.0002164395,0.0005644918],"category_scores_gemma":[0.00005793233,0.0003248469,0.006737853,0.0006756178,0.0000115276,0.0003158502,0.00001131596,0.000511739,0.000005868045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163542,"about_ca_system_score_gemma":0.00006453912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001154316,"about_ca_topic_score_gemma":0.00000361291,"domain_scores_codex":[0.9964457,0.0004851672,0.001950603,0.0002541809,0.0006677696,0.0001965758],"domain_scores_gemma":[0.9980116,0.0004048221,0.0009155499,0.0003366478,0.0001671929,0.0001642194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004012963,0.000006747951,7.232442e-7,0.8749427,0.1240889,0.00001890354,0.00002878726,0.0000537484,4.246271e-7,0.00001376308,0.0003967678,0.0004445392],"study_design_scores_gemma":[0.00005586992,0.0000347852,0.000003314135,0.005162168,0.7384797,0.000243108,0.000006800881,0.00001203613,5.287745e-7,0.000008963152,0.2557597,0.000233009],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002436384,0.9960699,0.001236732,0.00006316024,0.0002472643,0.001953461,0.0003737716,0.00003349894,0.00001977429],"genre_scores_gemma":[0.0001859673,0.9978493,0.0005474698,0.00007079087,0.000121142,0.0009608637,0.0001425742,0.0000734565,0.00004843717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8697805,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03673080972337844,"score_gpt":0.2731620379013361,"score_spread":0.2364312281779577,"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."}}