{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008002953,0.0008247563,0.002690333,0.0004041346,0.00007461503,0.00006230396,0.0002943249,0.000789629,0.001118248],"category_scores_gemma":[0.002353714,0.0005576087,0.0001527594,0.0004476111,0.0001709174,0.0001516857,0.00003207855,0.001465859,0.00001362981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182133,"about_ca_system_score_gemma":0.0004424404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003340741,"about_ca_topic_score_gemma":0.0002525755,"domain_scores_codex":[0.9952602,0.0005374813,0.001374386,0.0008275142,0.001466353,0.0005340891],"domain_scores_gemma":[0.9932161,0.0009168294,0.0005478428,0.000785063,0.004264929,0.0002692544],"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":[0.002067315,0.00006998915,0.0069492,0.003323362,0.002309872,0.01361036,0.01246281,0.001193413,0.0003420057,0.00003842692,0.9538367,0.003796582],"study_design_scores_gemma":[0.04287,0.004408333,0.003393271,0.008333432,0.004066688,0.0007677075,0.008871299,0.0004603975,0.002196204,0.0003861426,0.9206358,0.003610759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2807322,0.01091307,0.02270227,0.6311633,0.006959862,0.02043722,0.009779211,0.003938502,0.0133743],"genre_scores_gemma":[0.4327599,0.0001118654,0.0006269136,0.5041605,0.004730274,0.0005734943,0.05568655,0.0007273291,0.0006231458],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1520277,"threshold_uncertainty_score":0.9997948,"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."}}