TY - JOUR
T1 - Beyond Unplanned ICU Transfers
T2 - Linking a Revised Definition of Deterioration to Patient Outcomes
AU - Byrd, Thomas F.
AU - Phelan, Tom A.
AU - Ingraham, Nicholas E.
AU - Langworthy, Benjamin W.
AU - Bhasin, Ajay
AU - Kc, Abhinab
AU - Melton-Meaux, Genevieve B.
AU - Tignanelli, Christopher J.
N1 - Publisher Copyright:
Copyright © 2024 by the Society of Critical Care Medicine and Wolters Kluwer Health, Inc. All Rights Reserved.
PY - 2024/9/1
Y1 - 2024/9/1
N2 - OBJECTIVES: To develop an electronic descriptor of clinical deterioration for hospitalized patients that predicts short-term mortality and identifies patient deterioration earlier than current standard definitions. DESIGN: A retrospective study using exploratory record review, quantitative analysis, and regression analyses. SETTING: Twelve-hospital community-academic health system. PATIENTS: All adult patients with an acute hospital encounter between January 1, 2018, and December 31, 2022. INTERVENTIONS: Not applicable. MEASUREMENTS AND MAIN RESULTS: Clinical trigger events were selected and used to create a revised electronic definition of deterioration, encompassing signals of respiratory failure, bleeding, and hypotension occurring in proximity to ICU transfer. Patients meeting the revised definition were 12.5 times more likely to die within 7 days (adjusted odds ratio 12.5; 95% CI, 8.9–17.4) and had a 95.3% longer length of stay (95% CI, 88.6–102.3%) compared with those who were transferred to the ICU or died regardless of meeting the revised definition. Among the 1812 patients who met the revised definition of deterioration before ICU transfer (52.4%), the median detection time was 157.0min earlier (interquartile range 64.0–363.5min). CONCLUSIONS: The revised definition of deterioration establishes an electronic descriptor of clinical deterioration that is strongly associated with short-term mortality and length of stay and identifies deterioration over 2.5 hours earlier than ICU transfer. Incorporating the revised definition of deterioration into the training and validation of early warning system algorithms may enhance their timeliness and clinical accuracy.
AB - OBJECTIVES: To develop an electronic descriptor of clinical deterioration for hospitalized patients that predicts short-term mortality and identifies patient deterioration earlier than current standard definitions. DESIGN: A retrospective study using exploratory record review, quantitative analysis, and regression analyses. SETTING: Twelve-hospital community-academic health system. PATIENTS: All adult patients with an acute hospital encounter between January 1, 2018, and December 31, 2022. INTERVENTIONS: Not applicable. MEASUREMENTS AND MAIN RESULTS: Clinical trigger events were selected and used to create a revised electronic definition of deterioration, encompassing signals of respiratory failure, bleeding, and hypotension occurring in proximity to ICU transfer. Patients meeting the revised definition were 12.5 times more likely to die within 7 days (adjusted odds ratio 12.5; 95% CI, 8.9–17.4) and had a 95.3% longer length of stay (95% CI, 88.6–102.3%) compared with those who were transferred to the ICU or died regardless of meeting the revised definition. Among the 1812 patients who met the revised definition of deterioration before ICU transfer (52.4%), the median detection time was 157.0min earlier (interquartile range 64.0–363.5min). CONCLUSIONS: The revised definition of deterioration establishes an electronic descriptor of clinical deterioration that is strongly associated with short-term mortality and length of stay and identifies deterioration over 2.5 hours earlier than ICU transfer. Incorporating the revised definition of deterioration into the training and validation of early warning system algorithms may enhance their timeliness and clinical accuracy.
KW - artificial intelligence
KW - clinical
KW - decision support systems
KW - hemorrhage
KW - hypotension
KW - respiratory insufficiency
UR - https://www.scopus.com/pages/publications/85201438735
UR - https://www.scopus.com/pages/publications/85201438735#tab=citedBy
U2 - 10.1097/CCM.0000000000006333
DO - 10.1097/CCM.0000000000006333
M3 - Article
C2 - 38832836
AN - SCOPUS:85201438735
SN - 0090-3493
VL - 52
SP - e439-e449
JO - Critical care medicine
JF - Critical care medicine
IS - 9
ER -