{"id":"W4375858140","doi":"10.1016/j.jcrc.2023.154323","title":"It’s time for a trial of the timing of invasive ventilation in COVID-19 and other pneumonias","year":2023,"lang":"en","type":"letter","venue":"Journal of Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pneumonia; Ventilation (architecture); Intensive care medicine; Betacoronavirus; Internal medicine; Virology; Outbreak","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004861024,0.0006548832,0.001889757,0.0006363325,0.00327266,0.003118695,0.001653493,0.042174,0.006737736],"category_scores_gemma":[0.03601552,0.0005750667,0.001582451,0.0006242094,0.00291608,0.003669346,0.0009823416,0.03821632,0.002856409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005403278,"about_ca_system_score_gemma":0.005023235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006872544,"about_ca_topic_score_gemma":0.01201181,"domain_scores_codex":[0.9960393,0.001785786,0.0005145303,0.0004663687,0.0006416421,0.0005523962],"domain_scores_gemma":[0.9805921,0.01066602,0.001257348,0.0004644278,0.001913693,0.005106308],"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":[0.00133522,0.0003360507,0.004349543,0.0001690138,0.0001852819,0.004286293,0.0002239313,0.0002638024,0.0005686317,0.004070683,0.9570845,0.027127],"study_design_scores_gemma":[0.005318067,0.001881819,0.009111242,0.001995886,0.0004218663,0.007121125,0.002023528,0.002197564,0.0006999343,0.03461737,0.9343162,0.000295324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001073294,0.001046781,0.00007188597,0.9807581,0.01540855,0.00001385116,0.00004251757,0.00001309703,0.001571918],"genre_scores_gemma":[0.009062663,0.0006975365,0.0003212073,0.9463044,0.04142637,0.00005497951,0.00003445494,0.00001969455,0.00207865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.042174,"threshold_uncertainty_score":0.0392037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034121968842982,"score_gpt":0.3905284054871364,"score_spread":0.2871162086028383,"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."}}