{"id":"W4293104345","doi":"10.1101/2022.03.19.22272537","title":"Prognostic accuracy of qSOFA score, SIRS criteria, and EWSs for in-hospital mortality among adult patients presenting with suspected infection to the emergency department (PASSEM): protocol for an international multicentre prospective external validation cohort study","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Early warning score; Medicine; Mews; Triage; Emergency department; Systemic inflammatory response syndrome; Emergency medicine; Vital signs; Prospective cohort study; Sepsis; Intensive care unit; SOFA score; Intensive care medicine; Internal medicine; Surgery","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":[0.03132764,0.002602719,0.001982893,0.001139259,0.001351004,0.001494472,0.002305195,0.001663657,0.005118516],"category_scores_gemma":[0.02470806,0.001369457,0.002837348,0.001347831,0.001610975,0.001200922,0.001938425,0.001154883,0.001483181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567624,"about_ca_system_score_gemma":0.004698537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555283,"about_ca_topic_score_gemma":0.001673686,"domain_scores_codex":[0.9889973,0.006585861,0.001398786,0.001296712,0.001038311,0.0006829986],"domain_scores_gemma":[0.9842733,0.002662625,0.003799277,0.003705711,0.004484308,0.001074757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4821385,0.01942564,0.4447893,0.002220925,0.002931664,0.0005747685,0.002113315,0.005774315,0.005501431,0.001321695,0.009497057,0.02371139],"study_design_scores_gemma":[0.1275598,0.07858928,0.759787,0.0008007224,0.002267003,0.0006251514,0.0007599872,0.007312923,0.004354605,0.001150797,0.01647877,0.0003139261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.554568,0.0004067295,0.008735147,0.0002637044,0.0001991912,0.4163339,0.01653549,0.0001227503,0.002835211],"genre_scores_gemma":[0.2971008,0.0001143817,0.008421128,0.0002451404,0.00009812843,0.6761336,0.01692262,0.0000351598,0.0009290671],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.03132764,"threshold_uncertainty_score":0.1656784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05704173650554559,"score_gpt":0.3984615257074044,"score_spread":0.3414197892018588,"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."}}