{"id":"W3200663517","doi":"10.1007/s00134-021-06523-x","title":"Standardized liberation trials in patients with COVID-19 ARDS treated with venovenous extracorporeal membrane oxygenation: when ready, let them breathe!","year":2021,"lang":"en","type":"letter","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; ARDS; Coronavirus disease 2019 (COVID-19); Anesthesiology; 2019-20 coronavirus outbreak; Pain medicine; Anesthesia; Oxygenation; Intensive care medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Lung; Internal medicine; Virology; Infectious disease (medical specialty); Disease; Outbreak","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":[0.01255724,0.0007216776,0.001486747,0.0003962483,0.001660489,0.003201095,0.001377684,0.02855254,0.004613447],"category_scores_gemma":[0.04728124,0.0005219732,0.001727106,0.0004631032,0.001897985,0.002246535,0.001308246,0.01807049,0.002240045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003252026,"about_ca_system_score_gemma":0.005224912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003029332,"about_ca_topic_score_gemma":0.007321905,"domain_scores_codex":[0.9916264,0.005181202,0.001319745,0.0004025346,0.0008676475,0.0006024808],"domain_scores_gemma":[0.9662147,0.0246827,0.002660508,0.0006835311,0.001930962,0.003827713],"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":[0.004529946,0.0002843135,0.002678654,0.0004322865,0.0002099707,0.001782383,0.0002145798,0.0002000544,0.000624174,0.004836393,0.9369534,0.04725395],"study_design_scores_gemma":[0.02576591,0.002957891,0.007035762,0.002198153,0.00045546,0.001428477,0.0003650316,0.001448526,0.0009026756,0.0170606,0.9402455,0.0001360714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002422498,0.004783415,0.0002908561,0.9698346,0.0165431,0.0001471472,0.000263893,0.00003606361,0.005678342],"genre_scores_gemma":[0.01811199,0.002136854,0.001111559,0.9397389,0.03348226,0.00060662,0.0002058052,0.00003079004,0.00457508],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02855254,"threshold_uncertainty_score":0.06640983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04406998105431428,"score_gpt":0.2658056689722714,"score_spread":0.2217356879179571,"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."}}