{"id":"W2128690087","doi":"10.1164/rccm.201404-0711ed","title":"Extracorporeal Membrane Oxygenation for Severe Acute Respiratory Failure: Yes We Can! (But Should We?)","year":2014,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Oxygenation; Acute respiratory failure; Respiratory failure; Intensive care medicine; Respiratory system; Extracorporeal; Anesthesia; Internal medicine; Mechanical ventilation","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":[0.002036455,0.0008672379,0.001107232,0.0007716112,0.003500089,0.003360653,0.001493315,0.05825602,0.004603922],"category_scores_gemma":[0.0202946,0.0006405062,0.00147373,0.0005146877,0.00203929,0.004304106,0.00155308,0.03711074,0.003828655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003880653,"about_ca_system_score_gemma":0.003856481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197378,"about_ca_topic_score_gemma":0.00764149,"domain_scores_codex":[0.9971797,0.0008056234,0.0003575885,0.0003179917,0.0009220719,0.0004169494],"domain_scores_gemma":[0.9953964,0.00201497,0.0004582418,0.0001062945,0.000944848,0.001079148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006642072,0.0001112653,0.001706859,0.00007568453,0.0000389831,0.00727927,0.0001617238,0.000101611,0.0002430668,0.0019637,0.9741331,0.01411826],"study_design_scores_gemma":[0.0002570192,0.0002854929,0.004598274,0.001352294,0.0001437795,0.01437137,0.0009430984,0.00144858,0.0004119815,0.01236713,0.9636568,0.0001641233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004657404,0.001295913,0.0001248033,0.9778185,0.01724767,0.00001012422,0.00002147068,0.0000206338,0.00299522],"genre_scores_gemma":[0.004684743,0.001743887,0.0004137439,0.9458431,0.04097226,0.0000273733,0.00002701157,0.00001583357,0.006272061],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05825602,"threshold_uncertainty_score":0.02815622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451895496298445,"score_gpt":0.2906844095478501,"score_spread":0.2561654545848657,"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."}}