Retrospective

Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction.

Citation
Henry K, Deng S, Chen X, Zhang T, Devlin JW, Murphy DJ, Smith SE, Murray B, Kamaleswaran R, Most A, Sikora A; MRC‐ICU Investigator Team. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. Pharmacotherapy. 2025 Feb;45(2):76-86. doi: 10.1002/phar.4642. Epub 2025 Jan 3. PMID: 39749877; PMCID: PMC11834896.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Evaluation of influenza vaccine clinical decision support systems bundle for hospitalized children.

Citation
Kandaswamy S, Masterson E, Blanco R, Lantis P, Dawson TE, Ray E, Bryant C, Iyer S, Shane AL, Jernigan S, Orenstein EW. Evaluation of influenza vaccine clinical decision support systems bundle for hospitalized children. Hosp Pediatr. 2025 Apr 1;15(4):351-359. doi: 10.1542/hpeds.2024-008099. PMID: 40037515.
Principal Investigator
Orenstein, Evan William
Project Name
Improving Influenza Vaccine Uptake in Acute Care Settings

Mammographic classification of interval breast cancers and artificial intelligence performance.

Citation
Yu TT, Hoyt AC, Joines MM, Fischer CP, Yaghmai N, Chalfant JS, Chow L, Mortazavi S, Sears CD, Sayre J, Elmore JG, Hsu W, Milch HS. Mammographic classification of interval breast cancers and artificial intelligence performance. J Natl Cancer Inst. 2025 Aug 1;117(8):1627-1638. doi: 10.1093/jnci/djaf103. PMID: 40249223; PMCID: PMC12342771.
Principal Investigator
Hsu, William
Hoyt, Anne C
Project Name
Using Artificial Intelligence to Support Efficient Same-Day Diagnostic Imaging in Breast Cancer Screening

Impact of a clinical decision support system on CT pulmonary angiography yield and utilization in hospitalized patients.

Citation
Sharma A, Isabelle M, Hunsaker A, Dutta S, Lucier D, Rosovsky RP, Saini S, Landman A, Raja AS, Khorasani R, Lacson R. Impact of a clinical decision support system on CT pulmonary angiography yield and utilization in hospitalized patients. J Am Coll Radiol. 2025 Apr;22(4):449-460. doi: 10.1016/j.jacr.2024.11.030. Epub 2024 Dec 9. PMID: 39662713.
Principal Investigator
Lacson, Ronilda
Project Name
Clinical Decision Support for Disseminating and Implementing Patient-Centered Outcomes Research Clinical Evidence

External validation of an electronic phenotyping algorithm detecting attention to high body mass index in pediatric primary care.

Citation
Barron AG, Fenick AM, Maciejewski KR, Turer CB, Sharifi M. External validation of an electronic phenotyping algorithm detecting attention to high body mass index in pediatric primary care. Appl Clin Inform. 2024 Aug;15(4):700-708. doi: 10.1055/s-0044-1787975. Epub 2024 Aug 28. PMID: 39197473; PMCID: PMC11387092.
Principal Investigator
Sharifi, Mahnoos H.
Project Name
Using Electronic Health Records to Support Decision-Making in Pediatric Obesity Care

Trends in pediatric prescription-opioid overdoses in U.S. emergency departments from 2008-2020: An epidemiologic study of pediatric opioid overdose ED visits.

Citation
Lu A, Armstrong M, Alexander R, Vest E, Chang J, Zhu M, Xiang H. Trends in pediatric prescription-opioid overdoses in U.S. emergency departments from 2008-2020: An epidemiologic study of pediatric opioid overdose ED visits. PLoS One. 2024 Apr 17;19(4):e0299163. doi: 10.1371/journal.pone.0299163. PMID: 38630653; PMCID: PMC11023208.
Principal Investigator
Xiang, Henry
Project Name
A Randomized Clinical Trial of Smartphone Virtual Reality for Pain Management During Burn Care Transition

Epidemiology and clinical outcomes of community-acquired acute kidney injury in the emergency department: A multisite retrospective cohort study.

Citation
Ehmann MR, Klein EY, Zhao X, Mitchell J, Menez S, Smith A, Levin S, Hinson JS. Epidemiology and clinical outcomes of community-acquired acute kidney injury in the emergency department: A multisite retrospective cohort study. Am J Kidney Dis. 2024 Jun;83(6):762-771.e1. doi: 10.1053/j.ajkd.2023.10.009. Epub 2023 Dec 10. PMID: 38072210.
Principal Investigator
Hinson, Jeremiah S.
Levin, Scott R.
Project Name
Transforming Kidney Care in the Emergency Department Using Artificial Intelligence-Driven Clinical Decision Support