{"id":"W4321480330","doi":"10.1186/s13054-023-04307-x","title":"Oxygenation thresholds for invasive ventilation in hypoxemic respiratory failure: a target trial emulation in two cohorts","year":2023,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Institute for Clinical Evaluative Sciences; St. Michael's Hospital; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System","funders":"University of Toronto; Government of Ontario","keywords":"Medicine; Intensive care medicine; Oxygenation; Ventilation (architecture); Respiratory failure; Emulation; Coronavirus disease 2019 (COVID-19); Emergency medicine; Respiratory system; Anesthesia; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004465436,0.000128241,0.0002807122,0.0004176391,0.00005124173,0.00002261057,0.00005162957,0.000152088,0.0000642857],"category_scores_gemma":[0.001390793,0.0001333472,0.00009507118,0.0004695211,0.0000363438,0.0001791779,0.00002366873,0.0001714373,0.00002817171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001987689,"about_ca_system_score_gemma":0.0002587007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007780401,"about_ca_topic_score_gemma":0.0002739783,"domain_scores_codex":[0.9985914,0.00006046396,0.0004221097,0.0003272476,0.0002945574,0.0003041857],"domain_scores_gemma":[0.9992358,0.0002081222,0.00003798407,0.0001828057,0.0002286504,0.0001066146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04008092,0.0006904686,0.6448584,0.003212693,0.00005454622,0.001275245,0.007909761,0.0009127307,0.2475089,0.03496862,0.00657209,0.01195562],"study_design_scores_gemma":[0.2169137,0.006102658,0.4983223,0.001493922,0.0003711245,0.00002883955,0.01588119,0.006033606,0.1738462,0.05243821,0.02690261,0.001665704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996173,0.0001483838,0.0005982801,0.0004390778,0.0004841152,0.001726621,0.00002301874,0.00008270516,0.0003248368],"genre_scores_gemma":[0.9978975,0.000001788693,0.0004533364,0.0004281669,0.0003429471,0.0003858663,0.0004268779,0.00002808113,0.00003545583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1768328,"threshold_uncertainty_score":0.5437742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06537277534844403,"score_gpt":0.3922320044504758,"score_spread":0.3268592291020317,"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."}}