{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006169639,0.0001645911,0.0003095616,0.001419234,0.0003498448,0.0005814886,0.0003213903,0.0003093035,0.001674623],"category_scores_gemma":[0.004806702,0.0001690311,0.0003036825,0.001098705,0.0002852148,0.0005077922,0.0004229024,0.0007612845,0.0001624185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912465,"about_ca_system_score_gemma":0.0004459182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404464,"about_ca_topic_score_gemma":0.001925798,"domain_scores_codex":[0.9990193,0.0002069848,0.0002451245,0.0001141435,0.0002308239,0.0001837144],"domain_scores_gemma":[0.9954833,0.001352869,0.002208853,0.00009826382,0.0004285086,0.0004282857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004115872,0.00001680937,0.998767,0.00002808283,0.00001564253,0.0001319149,0.00002899769,0.00001178255,0.00003229996,0.00001042946,0.00008346736,0.0008324684],"study_design_scores_gemma":[0.000001947715,0.00006269122,0.998561,0.00002188265,0.00001818658,0.0007848968,0.0002388196,0.00007084395,0.00004722512,0.00003483749,0.000154103,0.000003626517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965193,0.001967035,0.00009648071,0.000235806,0.00002429533,0.00001387322,0.0004785836,0.000004128936,0.0006604324],"genre_scores_gemma":[0.9992234,0.0003943097,0.00005432392,0.00002901802,0.00002505867,0.000006474876,0.000218627,7.49976e-7,0.00004806402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001674623,"threshold_uncertainty_score":0.005602181,"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."}}