{"id":"W4395698453","doi":"10.1177/20552076241250255","title":"Trend of mortality and length of stay in the emergency department following implementation of a centralized sepsis alert system","year":2024,"lang":"en","type":"article","venue":"Digital Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Humber River Regional Hospital","funders":"","keywords":"Triage; Sepsis; Medicine; Emergency medicine; Emergency department; Vital signs; Medical emergency; Mortality rate; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002429878,0.00008174581,0.0003146071,0.00007027938,0.00001352694,0.000006598895,0.00002696521,0.00001690261,0.00001287157],"category_scores_gemma":[0.000007045948,0.00005250299,0.0001157427,0.0001836494,0.00001404192,0.000071831,0.00001073771,0.00002791328,2.678327e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009673156,"about_ca_system_score_gemma":0.00009032315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392746,"about_ca_topic_score_gemma":0.0007071826,"domain_scores_codex":[0.9989022,0.00004490518,0.0005412845,0.0001344736,0.0002397529,0.0001373576],"domain_scores_gemma":[0.9996153,0.00008195209,0.0001091,0.0001323614,0.00001120394,0.00005012648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000299832,0.0004433303,0.966259,0.002290188,0.0003452644,0.00001573285,0.003380548,7.798759e-7,0.00001782613,0.001282807,0.000293571,0.02564096],"study_design_scores_gemma":[0.001294253,0.0006803665,0.9881014,0.0006114026,0.0001419907,0.000004866158,0.007953194,0.00004796429,0.0008526536,0.00004568271,0.000219435,0.00004684945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948731,0.003533142,0.000006164415,0.0002642424,0.00008662661,0.0005654912,0.0003265318,0.000009443644,0.0003352224],"genre_scores_gemma":[0.9992311,0.0005205203,0.00002546864,0.00002150028,0.000009045739,0.00003424684,0.000146888,0.00000681729,0.000004438168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02559411,"threshold_uncertainty_score":0.214101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012454583834615,"score_gpt":0.4352306112963781,"score_spread":0.3339851529129166,"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."}}