{"id":"W4381480872","doi":"10.1016/j.chest.2023.06.018","title":"Liberation From Venovenous Extracorporeal Membrane Oxygenation for Respiratory Failure","year":2023,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Sinai Health System; University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Medicine; Liberation; Extracorporeal membrane oxygenation; Randomized controlled trial; Observational study; Intensive care medicine; Anesthesia; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004020784,0.0001246636,0.0001565531,0.0001253297,0.0001294852,0.0001026351,0.0001442444,0.0001310664,0.0001690649],"category_scores_gemma":[0.00007129828,0.000126264,0.00008935385,0.0001924326,0.00001024805,0.000281995,0.000009954123,0.0002486094,0.0001315325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008616805,"about_ca_system_score_gemma":0.00004378756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001218549,"about_ca_topic_score_gemma":0.00001612773,"domain_scores_codex":[0.9990497,0.00002228339,0.0003343974,0.0001372333,0.0002212901,0.0002351072],"domain_scores_gemma":[0.9994659,0.00009776428,0.00007994104,0.0001402734,0.00007348769,0.0001426446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006246533,0.00009535805,0.001836829,0.000567297,0.000399824,0.0002869989,0.001725983,0.03958385,0.8428661,0.001424897,0.04716789,0.06398249],"study_design_scores_gemma":[0.002792056,0.0002583942,0.04315879,0.0001863342,0.0001870424,0.0001424598,0.0004275315,0.1346393,0.1741001,0.02107973,0.6219553,0.001072972],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562821,0.000480039,0.03982067,0.0002936368,0.001591643,0.0003108851,0.00006478007,0.0006663473,0.0004898924],"genre_scores_gemma":[0.9962322,0.00001436849,0.002094941,0.0001012114,0.001326196,0.00002717463,0.00008558499,0.00005956214,0.00005872992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.668766,"threshold_uncertainty_score":0.5148897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323472751015731,"score_gpt":0.242541932366816,"score_spread":0.2093072048566587,"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."}}