{"id":"W4401895763","doi":"10.1016/j.chest.2024.07.171","title":"Incidence, Risk Factors, and Long-Term Outcomes for Extubation Failure in ICU in Patients With Obesity","year":2024,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"Astellas Pharma; Alexion Pharmaceuticals; Gilead Sciences","keywords":"Medicine; Observational study; Incidence (geometry); Intensive care unit; Retrospective cohort study; Cohort study; Intensive care; Critically ill; Obesity; Emergency medicine; Intensive care medicine; Prospective cohort study; Pediatrics; 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":[0.0004742949,0.0003733127,0.0003847505,0.0006579587,0.0007094446,0.001014861,0.0004465228,0.0007884221,0.002003406],"category_scores_gemma":[0.002231536,0.000301737,0.0006378362,0.0007496325,0.0003796762,0.0008449958,0.0008448521,0.001204877,0.0001774613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003666535,"about_ca_system_score_gemma":0.0004465069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180508,"about_ca_topic_score_gemma":0.00225178,"domain_scores_codex":[0.999662,0.00006603274,0.00004506852,0.00005816846,0.00005077551,0.0001178981],"domain_scores_gemma":[0.9987665,0.0001985974,0.0005760849,0.00005779645,0.0000728654,0.0003281387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001123626,0.00004161103,0.9990255,0.000005511281,0.00003514445,0.00008953291,0.00002573097,0.00002806795,0.00006180072,0.00001676969,0.00004504695,0.0005129057],"study_design_scores_gemma":[0.000006781912,0.000118525,0.9986823,0.000009934674,0.0000350769,0.0003778014,0.0003706058,0.0002546705,0.00002251191,0.00006516452,0.00005089448,0.000005772478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991283,0.0003453775,0.00003639839,0.00006301698,0.00001035387,0.000003376917,0.00008923745,0.000002035604,0.0003219555],"genre_scores_gemma":[0.9996322,0.0001049512,0.00002580968,0.00001969415,0.0000189607,0.000004078061,0.0001244676,7.659256e-7,0.00006904921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002003406,"threshold_uncertainty_score":0.006702065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828113277323516,"score_gpt":0.2751718001512129,"score_spread":0.2568906673779777,"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."}}