{"id":"W4281764525","doi":"10.1186/s13054-022-04029-6","title":"Early intubation and patient-centered outcomes in septic shock: a secondary analysis of a prospective multicenter study","year":2022,"lang":"en","type":"article","venue":"Critical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Sinai Health System; University of Toronto; University Health Network","funders":"Instituto de Salud Carlos III","keywords":"Medicine; Propensity score matching; Intubation; Mechanical ventilation; Septic shock; Confounding; Prospective cohort study; Hazard ratio; Intensive care; Emergency medicine; Intensive care medicine; Confidence interval; Internal medicine; Anesthesia; Sepsis","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":[0.00491476,0.0005942816,0.0007972684,0.0008091905,0.0003145981,0.0006013148,0.000465045,0.0004622177,0.001393541],"category_scores_gemma":[0.007181259,0.0002451055,0.001865045,0.00110116,0.000228583,0.0003289673,0.0006981629,0.0005344274,0.0001698617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002241764,"about_ca_system_score_gemma":0.0004362782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006090541,"about_ca_topic_score_gemma":0.0007150733,"domain_scores_codex":[0.9968996,0.001956323,0.0002804499,0.0004226961,0.0002760164,0.0001648273],"domain_scores_gemma":[0.9912893,0.001837773,0.004169356,0.001248704,0.0007010908,0.0007538946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00588922,0.0001624397,0.989372,0.00008194549,0.001704913,0.0001401411,0.00004701871,0.0001461713,0.000793965,0.00003245577,0.0001485367,0.001481224],"study_design_scores_gemma":[0.000332127,0.002362552,0.9948108,0.00002216558,0.000972413,0.0002499847,0.00007317666,0.0006231026,0.0002729572,0.00004047853,0.000229713,0.00001048895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987659,0.0004214474,0.0002922616,0.0000280218,0.000008508223,0.00002826362,0.0003464448,0.000003778638,0.00010549],"genre_scores_gemma":[0.9991542,0.00006283893,0.0001766316,0.00001758509,0.00001788179,0.00003794998,0.0004845781,0.000002570979,0.00004583264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00491476,"threshold_uncertainty_score":0.02599204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03943467295226142,"score_gpt":0.353962915211961,"score_spread":0.3145282422596996,"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."}}