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Page 1
Early Warning Scores With and Without Artificial Intelligence.
Edelson DP, Churpek MM, Carey KA, Lin Z, Huang C, Siner JM, Johnson J, Krumholz HM, Rhodes DJ. Edelson DP, et al. JAMA Netw Open. 2024 Oct 1;7(10):e2438986. doi: 10.1001/jamanetworkopen.2024.38986. JAMA Netw Open. 2024. PMID: 39405061 Free PMC article.
All consecutive adult medical-surgical ward hospital encounters between March 9, 2019, and November 9, 2023, were included. EXPOSURES: Simultaneous Epic Deterioration Index (EDI), Rothman Index (RI), eCARTv5 (eCART), Modified Early Warning Score (MEWS), Natio …
All consecutive adult medical-surgical ward hospital encounters between March 9, 2019, and November 9, 2023, were included. EXPOSURES: Simul …
Effectiveness of an Artificial Intelligence-Enabled Intervention for Detecting Clinical Deterioration.
Gallo RJ, Shieh L, Smith M, Marafino BJ, Geldsetzer P, Asch SM, Shum K, Lin S, Westphal J, Hong G, Li RC. Gallo RJ, et al. JAMA Intern Med. 2024 May 1;184(5):557-562. doi: 10.1001/jamainternmed.2024.0084. JAMA Intern Med. 2024. PMID: 38526472 Free PMC article.
DESIGN, SETTING, AND PARTICIPANTS: This cohort study used a regression discontinuity design that controlled for confounding and was based on Epic Deterioration Index (EDI; Epic Systems Corporation) prediction model scores. Compared with other observational re …
DESIGN, SETTING, AND PARTICIPANTS: This cohort study used a regression discontinuity design that controlled for confounding and was based on …
Development and validation of the COVID-19 Hospitalized Patient Deterioration Index.
Nau C, Butler RK, Huang CW, Khang VK, Chen A, Creekmur B, Broder B, Subject C, Sharp AL, Moreta-Sainz LM, Park JS, Manek AJ, Cooper RM, Mendoza SM, Luo G, Gould MK. Nau C, et al. Am J Manag Care. 2023 Dec 1;29(12):e365-e371. doi: 10.37765/ajmc.2023.89470. Am J Manag Care. 2023. PMID: 38170527 Free PMC article.
OBJECTIVES: To develop a COVID-19-specific deterioration index for hospitalized patients: the COVID Hospitalized Patient Deterioration Index (COVID-HDI). This index builds on the proprietary Epic Deterioration Index, which was not developed for predicting res …
OBJECTIVES: To develop a COVID-19-specific deterioration index for hospitalized patients: the COVID Hospitalized Patient Deterioration Index …
External Validation and Comparison of a General Ward Deterioration Index Between Diversely Different Health Systems.
Cummings BC, Blackmer JM, Motyka JR, Farzaneh N, Cao L, Bisco EL, Glassbrook JD, Roebuck MD, Gillies CE, Admon AJ, Medlin RP Jr, Singh K, Sjoding MW, Ward KR, Ansari S. Cummings BC, et al. Crit Care Med. 2023 Jun 1;51(6):775-786. doi: 10.1097/CCM.0000000000005837. Epub 2023 Mar 16. Crit Care Med. 2023. PMID: 36927631 Free PMC article.
AUPRC was standardized to a 2.5% event rate. PICTURE also outperformed both the Epic Deterioration Index and the National Early Warning Score at both institutions. CONCLUSIONS: Important differences were observed between the two institutions, including data a …
AUPRC was standardized to a 2.5% event rate. PICTURE also outperformed both the Epic Deterioration Index and the Nation …
Augmenting existing deterioration indices with chest radiographs to predict clinical deterioration.
Mu E, Jabbour S, Dalca AV, Guttag J, Wiens J, Sjoding MW. Mu E, et al. PLoS One. 2022 Feb 15;17(2):e0263922. doi: 10.1371/journal.pone.0263922. eCollection 2022. PLoS One. 2022. PMID: 35167608 Free PMC article.
MAIN OUTCOMES AND MEASURES: Patient deterioration was defined as the need for invasive or non-invasive mechanical ventilation, heated high flow nasal cannula, IV vasopressor administration or in-hospital mortality at any time following admission. The EPIC deterioration …
MAIN OUTCOMES AND MEASURES: Patient deterioration was defined as the need for invasive or non-invasive mechanical ventilation, heated high f …
Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19.
Singh K, Valley TS, Tang S, Li BY, Kamran F, Sjoding MW, Wiens J, Otles E, Donnelly JP, Wei MY, McBride JP, Cao J, Penoza C, Ayanian JZ, Nallamothu BK. Singh K, et al. Ann Am Thorac Soc. 2021 Jul;18(7):1129-1137. doi: 10.1513/AnnalsATS.202006-698OC. Ann Am Thorac Soc. 2021. PMID: 33357088 Free PMC article.
Rationale: The Epic Deterioration Index (EDI) is a proprietary prediction model implemented in over 100 U.S. hospitals that was widely used to support medical decision-making during the coronavirus disease (COVID-19) pandemic. ...
Rationale: The Epic Deterioration Index (EDI) is a proprietary prediction model implemented in over 100 U.S. hospitals …
Evaluating a Widely Implemented Proprietary Deterioration Index Model Among Hospitalized COVID-19 Patients.
Singh K, Valley TS, Tang S, Li BY, Kamran F, Sjoding MW, Wiens J, Otles E, Donnelly JP, Wei MY, McBride JP, Cao J, Penoza C, Ayanian JZ, Nallamothu BK. Singh K, et al. medRxiv [Preprint]. 2020 Jun 20:2020.04.24.20079012. doi: 10.1101/2020.04.24.20079012. medRxiv. 2020. Update in: Ann Am Thorac Soc. 2021 Jul;18(7):1129-1137. doi: 10.1513/AnnalsATS.202006-698OC. PMID: 32511650 Free PMC article. Updated. Preprint.
INTRODUCTION: The Epic Deterioration Index (EDI) is a proprietary prediction model implemented in over 100 U.S. hospitals that was widely used to support medical decision-making during the COVID-19 pandemic. ...
INTRODUCTION: The Epic Deterioration Index (EDI) is a proprietary prediction model implemented in over 100 U.S. hospita …
A deep learning model for clinical outcome prediction using longitudinal inpatient electronic health records.
Rong R, Gu Z, Lai H, Nelson TL, Keller T, Walker C, Jin KW, Chen C, Navar AM, Velasco F, Peterson ED, Xiao G, Yang DM, Xie Y. Rong R, et al. JAMIA Open. 2025 Apr 10;8(2):ooaf026. doi: 10.1093/jamiaopen/ooaf026. eCollection 2025 Apr. JAMIA Open. 2025. PMID: 40213364 Free PMC article.
Model performance was evaluated based on the area under the receiver operating characteristic (AUC) and compared with Epic Deterioration Index (EDI), random forest (RF), and extreme gradient boosting (XGBoost). ...
Model performance was evaluated based on the area under the receiver operating characteristic (AUC) and compared with Epic Deterio …
Prediction of 48-h Intensive Care Unit Mortality in Hospitalized Cancer Patients: Performance of the EPIC Deterioration Index and Sequential Organ Failure Assessment Score.
Leung C, Cheng L, Walton N, Nortje N, Adelson K, Hui D. Leung C, et al. J Intensive Care Med. 2026 Jun;41(6):532-539. doi: 10.1177/08850666251386399. Epub 2025 Oct 14. J Intensive Care Med. 2026. PMID: 42113572 Free PMC article.
PurposeThe EPIC deterioration index (EDI) and the Sequential Organ Failure Assessment (SOFA) scores are commonly used. ...
PurposeThe EPIC deterioration index (EDI) and the Sequential Organ Failure Assessment (SOFA) scores are commonly used. …
19 results