{"id":"W4372235626","doi":"10.1016/j.chest.2023.04.048","title":"Emulating Target Trials Comparing Early and Delayed Intubation Strategies","year":2023,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institutes of Health","keywords":"Medicine; Intubation; Observational study; Critically ill; Intensive care; Clinical trial; Emergency medicine; Intensive care medicine; Anesthesia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01847989,0.002153252,0.005263736,0.0005982912,0.0005067202,0.002355291,0.001321492,0.004170403,0.01068782],"category_scores_gemma":[0.03188877,0.0006395208,0.006709969,0.0005941774,0.001206336,0.003319152,0.001222637,0.006449236,0.001552848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00135532,"about_ca_system_score_gemma":0.001716944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004455848,"about_ca_topic_score_gemma":0.000786436,"domain_scores_codex":[0.9864262,0.01024907,0.001273569,0.0008504736,0.0005372789,0.0006634727],"domain_scores_gemma":[0.9805225,0.01327027,0.002871182,0.001137766,0.0008334804,0.001364721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.9486223,0.001977331,0.0009525598,0.003104997,0.01132411,0.00005995525,0.0001020882,0.001210026,0.001078484,0.0008866496,0.001746623,0.02893503],"study_design_scores_gemma":[0.8108939,0.1586496,0.00293881,0.001152634,0.01403337,0.00009178269,0.00009598611,0.001495005,0.0009369935,0.003562353,0.00609391,0.00005561685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8140057,0.0837872,0.02099718,0.02034845,0.01587746,0.01938377,0.00431175,0.0008386808,0.02044983],"genre_scores_gemma":[0.9632712,0.006506171,0.006232503,0.005489453,0.002988469,0.01033201,0.001038035,0.00008352633,0.004058571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01847989,"threshold_uncertainty_score":0.09773219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2875922817262893,"score_gpt":0.4187616865362828,"score_spread":0.1311694048099935,"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."}}