{"id":"W3096507645","doi":"10.1007/s00134-020-06290-1","title":"Extracorporeal life support for adults with acute respiratory distress syndrome","year":2020,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":221,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; University Health Network","funders":"","keywords":"ARDS; Extracorporeal membrane oxygenation; Medicine; Cannula; Extracorporeal; Mechanical ventilation; Life support; Anesthesia; Intensive care medicine; Nasal cannula; Surgery; Lung; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000129696,0.0009987629,0.003770323,0.0002351057,0.00005692837,0.00002104081,0.0006221422,0.0005012979,0.0002630917],"category_scores_gemma":[0.0007860307,0.0006910972,0.0004707999,0.0004038059,0.00019997,0.00009131682,0.00007678521,0.0008608507,0.0001056609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025914,"about_ca_system_score_gemma":0.0003508087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008358583,"about_ca_topic_score_gemma":0.00001723596,"domain_scores_codex":[0.9966708,0.0000584444,0.001234102,0.0008698303,0.0005764181,0.0005904203],"domain_scores_gemma":[0.9959176,0.0003467274,0.000377655,0.0007646165,0.001772098,0.0008213075],"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":[0.0001497823,0.00001289653,0.00002078017,0.14622,0.003906319,0.01764047,0.001689777,0.000008204125,0.000003133478,0.0001391865,0.06680863,0.7634009],"study_design_scores_gemma":[0.0008540138,0.001149232,0.000006374582,0.02568492,0.003674117,0.001023386,0.001741511,0.00003900363,0.000002317395,0.000005606813,0.9650805,0.0007390192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003334022,0.9923471,0.001091913,0.00009404917,0.001438133,0.00237612,0.001635548,0.0005200136,0.0004638465],"genre_scores_gemma":[0.002730041,0.9862575,0.0001593192,0.002705646,0.001402764,0.001225425,0.004846961,0.0005925382,0.00007980401],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8982719,"threshold_uncertainty_score":0.999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03696087761007863,"score_gpt":0.2968549248043796,"score_spread":0.259894047194301,"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."}}