{"id":"W4291284671","doi":"10.1007/s00134-022-06815-w","title":"Respiratory indications for ECMO: focus on COVID-19","year":2022,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; ARDS; Intensive care medicine; Pandemic; Anesthesiology; Randomized controlled trial; Respiratory failure; Mechanical ventilation; Coronavirus disease 2019 (COVID-19); Emergency medicine; Disease; Lung; Anesthesia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009228662,0.001016845,0.002309071,0.002771216,0.0002419699,0.001660766,0.0008232484,0.001237413,0.00611113],"category_scores_gemma":[0.001861457,0.0003295251,0.001484565,0.002405078,0.0004250197,0.001499875,0.001007872,0.002379206,0.001647655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005090051,"about_ca_system_score_gemma":0.001658261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092017,"about_ca_topic_score_gemma":0.002647148,"domain_scores_codex":[0.9996743,0.00005129145,0.00008664207,0.00007729216,0.00008053018,0.00002989334],"domain_scores_gemma":[0.9989055,0.0006489716,0.0001806279,0.00001962608,0.0001694923,0.00007577589],"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":[0.0002624282,0.00007390195,0.0003483077,0.06369922,0.0003659111,0.0001626292,0.00005182542,0.0002992196,0.001082142,0.001497357,0.02787605,0.9042809],"study_design_scores_gemma":[0.0003132781,0.0004657101,0.003447525,0.0568646,0.002314582,0.002039719,0.0001597587,0.0002866244,0.0005563008,0.001753432,0.9317091,0.00008950548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005773178,0.999346,0.00005022582,0.0001297415,0.000133613,0.000003343696,0.00001972831,0.000003647483,0.0002560114],"genre_scores_gemma":[0.0004130433,0.9987736,0.0001112977,0.0003077516,0.0001875821,0.000004523107,0.00003903353,0.000002161317,0.0001609413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00611113,"threshold_uncertainty_score":0.02044374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251988522304987,"score_gpt":0.3764690738103461,"score_spread":0.2512702215798474,"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."}}