{"id":"W4200476251","doi":"10.7759/cureus.20454","title":"The Association Between Abnormal Vital Signs and Mortality in the Emergency Department","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Vital signs; Triage; Emergency department; Blood pressure; Emergency medicine; Retrospective cohort study; Respiratory rate; Heart rate; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003765075,0.00006853339,0.0001134919,0.000005728087,0.0001750371,0.000009208743,0.00004860576,0.00003951601,0.00004470927],"category_scores_gemma":[0.0002502713,0.00003844911,0.00005055709,0.0001128484,0.00001988393,0.00004200669,0.0000429466,0.0001173903,0.00000501111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845953,"about_ca_system_score_gemma":0.00002627563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003906689,"about_ca_topic_score_gemma":0.0006232142,"domain_scores_codex":[0.9992749,0.00007625751,0.0001737425,0.0001119428,0.0002045608,0.0001586014],"domain_scores_gemma":[0.999606,0.00009978975,0.00004390733,0.0001485921,0.00007655949,0.00002515676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003366661,0.00003632927,0.9877215,0.00001085113,0.0001792363,0.0000207201,0.0008877884,1.831814e-7,0.0002105996,0.0004566433,0.009816547,0.0006562432],"study_design_scores_gemma":[0.0002025171,0.00006190735,0.9738511,0.00000768605,0.0001578765,0.0000028686,0.00153668,0.000001679261,0.0004389956,0.0005302231,0.02315254,0.00005593509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785511,0.008927842,0.00001060548,0.003004579,0.0003387324,0.0001528049,0.00002194309,0.00001014279,0.008982239],"genre_scores_gemma":[0.9942781,0.004817703,0.000008388963,0.0001379853,0.0002822002,0.00002341337,0.00003500314,0.000003796359,0.0004134414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572696,"threshold_uncertainty_score":0.1567909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0279863176762294,"score_gpt":0.3185391983641724,"score_spread":0.290552880687943,"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."}}