Patient | Digital Healthcare Research

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

Building patient-facing technology: A REDCap-based approach.

Citation

Shi Y, Yang E, Gahn K, Mason H, Jiang Y, Gong Y. Building patient-facing technology: A REDCap-based approach. AMIA Jt Summits Transl Sci Proc. 2025 Jun 10;2025:501-510. PMID: 40502278; PMCID: PMC12150733.

Principal Investigator

Jiang, Yun

Gong, Yang

Project Name

Patient Engagement in Reporting Medication Events During Transitions of Care

Comparative effectiveness and safety of the JAK inhibitors and biologic disease-modifying antirheumatic drugs in treating children with nonsystemic juvenile idiopathic arthritis: A Bayesian meta-analysis of randomized controlled trials.

Citation

Li Y, Huang B, Andorf S, Yue X, Lovell DJ, Brunner HI. Comparative effectiveness and safety of the JAK inhibitors and biologic disease-modifying antirheumatic drugs in treating children with nonsystemic juvenile idiopathic arthritis: A Bayesian meta-analysis of randomized controlled trials. ACR Open Rheumatol. 2025 Feb;7(2):e11788. doi: 10.1002/acr2.11788. PMID: 39964338; PMCID: PMC11834587.

Principal Investigator

Morgan, Esi M.

Huang, Bin

Project Name

Inform Shared Decision Making with Advanced Bayesian Causal Inference to Improve Quality of Pediatric Rheumatology Care

Clinical Decision Support Innovation Collaborative (CDSiC) Reports.

Citation

Clinical Decision Support Innovation Collaborative (CDSiC) Reports [Internet]. Rockville (MD): Agency for Healthcare Research and Quality (US); 2023 Jan-2025 Sep. Available from: https://www.ncbi.nlm.nih.gov/books/NBK616949/

Project Name

Clinical Decision Support Innovation Collaborative (CDSiC)

CDSiC Accomplishments Brief.

Citation

CDSiC Accomplishments Brief. (Prepared by National Opinion Research Center at the University of Chicago under Contract No. 75Q80120D00018). Rockville, MD: Agency for Healthcare Research and Quality, 2025.

Project Name

Clinical Decision Support Innovation Collaborative (CDSiC)

Allergy alerting and overrides for opioid analogues across two health systems.

Citation

Wasserman RL, Goss FR, Seger DL, Blumenthal KG, Lo YC, Edrees HH, Varghese S, Wang L, Blackley S, Bates DW, Zhou L. Allergy alerting and overrides for opioid analogues across two health systems. BMJ Health Care Inform. 2025 May 25;32(1):e101259. doi: 10.1136/bmjhci-2024-101259. PMID: 40414628; PMCID: PMC12104932.

Principal Investigator

Zhou, Li

Project Name

Improving Allergy Documentation and Clinical Decision Support in the Electronic Health Record

Evolution of clinical Health Information Exchanges to population health resources: A case study of the Indiana network for patient care.

Citation

Williams KS, Rahurkar S, Grannis SJ, Schleyer TK, Dixon BE. Evolution of clinical Health Information Exchanges to population health resources: A case study of the Indiana network for patient care. BMC Med Inform Decis Mak. 2025 Feb 24;25(1):97. doi: 10.1186/s12911-025-02933-9. PMID: 39994604; PMCID: PMC11849299.

Principal Investigator

Dixon, Brian

Project Name

Exploring the Utilization of and Outcomes from Health Information Exchange in Emergency 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

Workflow analysis of breast cancer treatment decision-making: Challenges and opportunities for informatics to support patient-centered cancer care.

Citation

Salwei ME, Reale C. Workflow analysis of breast cancer treatment decision-making: Challenges and opportunities for informatics to support patient-centered cancer care. JAMIA Open. 2024 Jun 21;7(2):ooae053. doi: 10.1093/jamiaopen/ooae053. PMID: 38911330; PMCID: PMC11192055.

Principal Investigator

Salwei, Megan Elizabeth

Project Name

COMputerized PAtient-centered Collaborative Technology (COMPACT) to Support Personalized Decision Making in Breast Cancer