Retrospective

Integrating AI into clinical workflows: A simulation study on implementing AI-aided same-day diagnostic testing following an abnormal screening mammogram.

Citation
Lin Y, Hoyt AC, Manuel VG, Inkelas M, Maehara CK, Ayvaci MUS, Ahsen ME, Hsu W. Integrating AI into clinical workflows: A simulation study on implementing AI-aided same-day diagnostic testing following an abnormal screening mammogram. AMIA Annu Symp Proc. 2025 May 22;2024:713-722. PMID: 40417477; PMCID: PMC12099379.
Principal Investigator
Hsu, William
Hoyt, Anne C
Project Name
Using Artificial Intelligence to Support Efficient Same-Day Diagnostic Imaging in Breast Cancer Screening

Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data.

Citation
Murray B, Zhao B, Chen Z, Smith SE, Kong Y, Shen Y, Li S, Chen X, Sikora A; MRC‐ICU Investigator Team. Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data. Pharmacotherapy. 2026 Feb;46(2):e70090. doi: 10.1002/phar.70090. Epub 2026 Jan 6. PMID: 41495589.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data.

Citation
Murray B, Zhao B, Chen Z, Smith SE, Kong Y, Shen Y, Li S, Chen X, Sikora A; MRC‐ICU Investigator Team. Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data. Pharmacotherapy. 2026 Feb;46(2):e70090. doi: 10.1002/phar.70090. Epub 2026 Jan 6. PMID: 41495589.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

An artificial intelligence-based framework for predicting emergency department overcrowding: Development and evaluation study.

Citation
Vural O, Ozaydin B, Aram KY, Booth J, Lindsey BF, Ahmed A. An artificial intelligence-based framework for predicting emergency department overcrowding: Development and evaluation study. JMIR Med Inform. 2025 Sep 17;13:e73960. doi: 10.2196/73960. PMID: 40961493; PMCID: PMC12489414.
Principal Investigator
Ahmed, Abdulaziz
Ozaydin, Bunyamin
Project Name
Building and Implementing a Predictive Decision Support System Based on a Proactive Full Capacity Protocol to Mitigate Emergency Department Overcrowding Problems

Assessment of 3 standards-based clinical decision support (CDS) tools in an academic electronic health record using Clinical Quality Language, CDS Hooks, and Fast Healthcare Interoperability Resources: A retrospective evaluation.

Citation
Isabelle M, Ip IK, Bakhtin M, Schneider L, Raja AS, Dutta S, Landman A, Lacson R. Assessment of 3 standards-based clinical decision support (CDS) tools in an academic electronic health record using Clinical Quality Language, CDS Hooks, and Fast Healthcare Interoperability Resources: A retrospective evaluation. JAMIA Open. 2025 Jul 30;8(4):ooaf085. doi: 10.1093/jamiaopen/ooaf085. PMID: 40741009; PMCID: PMC12309839.
Principal Investigator
Lacson, Ronilda
Project Name
Clinical Decision Support for Disseminating and Implementing Patient-Centered Outcomes Research Clinical Evidence

Prediction of pharmacist medication interventions using medication regimen complexity.

Citation
Zhao B, Shen Y, Devlin JW, Murphy DJ, Smith SE, Murray B, Rowe S, Sikora A. Prediction of pharmacist medication interventions using medication regimen complexity. JAMIA Open. 2025 Nov 3;8(6):ooaf138. doi: 10.1093/jamiaopen/ooaf138. PMID: 41190317; PMCID: PMC12582545.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Prediction of pharmacist medication interventions using medication regimen complexity.

Citation
Zhao B, Shen Y, Devlin JW, Murphy DJ, Smith SE, Murray B, Rowe S, Sikora A. Prediction of pharmacist medication interventions using medication regimen complexity. JAMIA Open. 2025 Nov 3;8(6):ooaf138. doi: 10.1093/jamiaopen/ooaf138. PMID: 41190317; PMCID: PMC12582545.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit.

Citation
Liu Z, Xu S, Wu Z, Murray B, F Barreto E, Li S, Liu W, Li X, Liu T, Sikora A. PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit. BMC Med Inform Decis Mak. 2025 Oct 28;25(1):398. doi: 10.1186/s12911-025-03230-1. PMID: 41152866; PMCID: PMC12570815.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit.

Citation
Liu Z, Xu S, Wu Z, Murray B, F Barreto E, Li S, Liu W, Li X, Liu T, Sikora A. PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit. BMC Med Inform Decis Mak. 2025 Oct 28;25(1):398. doi: 10.1186/s12911-025-03230-1. PMID: 41152866; PMCID: PMC12570815.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Assessing the impact of external and internal factors on emergency department overcrowding.

Citation
Ahmed A, Aram KY, Alzeen M, Vural O, Booth J, Lindsey BF, Ozaydin B. Assessing the impact of external and internal factors on emergency department overcrowding. Healthcare (Basel). 2025 Oct 14;13(20):2577. doi: 10.3390/healthcare13202577. PMID: 41154256; PMCID: PMC12562336.
Principal Investigator
Ahmed, Abdulaziz
Ozaydin, Bunyamin
Project Name
Building and Implementing a Predictive Decision Support System Based on a Proactive Full Capacity Protocol to Mitigate Emergency Department Overcrowding Problems