{"id":"W2797468735","doi":"10.1093/jbcr/iry006.008","title":"4 Need for Mechanical Ventilation is More Predictive of Mortality than Age, %TBSA, and Frailty Score in Elderly Burn Patients","year":2018,"lang":"en","type":"article","venue":"Journal of Burn Care & Research","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Total body surface area; Mechanical ventilation; Burn injury; Retrospective cohort study; Smoke inhalation; Emergency medicine; Ventilation (architecture); Internal medicine; Inhalation; Anesthesia; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009545721,0.0002282911,0.0003134813,0.0008356379,0.0003344131,0.0005898443,0.0002246422,0.0003337417,0.001527194],"category_scores_gemma":[0.003156918,0.0001426922,0.001047019,0.0008878934,0.0001991389,0.0002795876,0.0002952928,0.0005266615,0.0001800632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328814,"about_ca_system_score_gemma":0.0004479598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007264322,"about_ca_topic_score_gemma":0.01043366,"domain_scores_codex":[0.999626,0.0001064607,0.00006704729,0.0000543256,0.00008763348,0.00005845397],"domain_scores_gemma":[0.9984488,0.0003586001,0.0007284861,0.00005962509,0.0002149571,0.0001894708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004879143,0.000005036029,0.9982077,0.00001091115,0.00003243915,0.00004580791,0.00001518414,0.0000258604,0.00005317151,0.000005540831,0.00005919047,0.001490405],"study_design_scores_gemma":[0.000002901952,0.00005327948,0.999084,0.00002660223,0.00005614425,0.0002476367,0.0000740551,0.0002357089,0.00005600676,0.00002578559,0.0001345752,0.000003300974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969939,0.001880959,0.0001550516,0.000173694,0.00001823494,0.000006322943,0.0002273704,0.000004233008,0.0005403083],"genre_scores_gemma":[0.9994454,0.0002187374,0.00007273254,0.00003338855,0.00001746417,0.000002444023,0.0001389575,8.408911e-7,0.00006998664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007264322,"threshold_uncertainty_score":0.01444405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097827461515078,"score_gpt":0.4281189279479131,"score_spread":0.3183361817964053,"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."}}