{"id":"W2797278214","doi":"10.1093/jbcr/iry006.134","title":"212 The Impact of Tracheostomy in Burns: An Institutional Experience","year":2018,"lang":"en","type":"article","venue":"Journal of Burn Care & Research","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Burn center; Pneumonia; Mechanical ventilation; Intubation; Subglottic stenosis; Percutaneous; Surgery; Population; Incidence (geometry); Anesthesia; Emergency medicine; Airway; Poison control; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001369233,0.0000761847,0.0002092796,0.0004910096,0.0001035444,0.00003674242,0.0003162065,0.00005280631,0.0003553598],"category_scores_gemma":[0.0003575961,0.00004284336,0.0001468617,0.0006078334,0.0006348288,0.0003240907,0.00006040877,0.0004967907,0.000009558651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644303,"about_ca_system_score_gemma":0.0004477268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004993201,"about_ca_topic_score_gemma":0.00007676765,"domain_scores_codex":[0.9981415,0.0001497435,0.0003560252,0.0001061664,0.000980017,0.0002665715],"domain_scores_gemma":[0.9982128,0.000146175,0.0001038044,0.0002300708,0.00115902,0.0001481418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002027386,0.001090496,0.8520947,0.0001231605,0.0001525785,0.0006789491,0.04963124,0.00009725694,0.00753807,0.001170089,0.004581155,0.08081492],"study_design_scores_gemma":[0.001997031,0.003735752,0.9637762,0.0003436615,0.00002043796,0.0001531389,0.02379442,0.0001030839,0.002752688,0.0002207276,0.003034621,0.00006828221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924963,0.00124666,0.00003164063,0.0005880863,0.00007637904,0.0001897455,0.000002604737,0.000003126447,0.005365454],"genre_scores_gemma":[0.9991054,0.0001537848,0.0001166544,0.00003439311,0.0005152546,0.000006498497,0.000001723387,0.000006957693,0.00005934605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1116815,"threshold_uncertainty_score":0.3890941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440699751889767,"score_gpt":0.4998312657175859,"score_spread":0.3557612905286092,"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."}}