Patient

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

Evaluating cost savings associated with a patient-facing asthma mobile health intervention.

Citation
Nadelmann J, Patel M, Lane S, Hammock J, Stark A, Jariwala SP. Evaluating cost savings associated with a patient-facing asthma mobile health intervention. Appl Clin Inform. 2025 Aug;16(4):1086-1094. doi: 10.1055/a-2595-3329. Epub 2025 Apr 28. PMID: 40294633; PMCID: PMC12431811.
Principal Investigator
Feldman, Jonathan M
Jariwala, Sunit
Project Name
A Novel Patient-Facing Mobile Platform to Collect and Implement Patient-Reported Outcomes and Voice Biomarkers in Underserved Adult Patients with Asthma

Telehealth Education Leveraging Electronic Transitions Of Care for COPD Patients (TELE-TOC): A study protocol for a type II hybrid effectiveness-implementation randomised, pragmatic clinical trial of a pharmacist-led intervention.

Citation
Ramadurai D, Lee CT, Traeger L, Pucci G, Jackson-Sagredo A, Shah S, Abraham J, Arora VM, Press VG. Telehealth Education Leveraging Electronic Transitions Of Care for COPD Patients (TELE-TOC): A study protocol for a type II hybrid effectiveness-implementation randomised, pragmatic clinical trial of a pharmacist-led intervention. BMJ Open. 2025 Nov 4;15(11):e105521. doi: 10.1136/bmjopen-2025-105521. PMID: 41193196; PMCID: PMC12587980.
Principal Investigator
Press, Valerie G.
Abraham, Joanna
Arora, Vineet
Project Name
TELE-TOC Telehealth Education Leveraging Electronic Transitions of Care for COPD Patients

Implementing and evaluating the clinical outcomes of an asthma management mobile application.

Citation
Sakleshpur S, Mowrey W, Green S, Feldman J, Reznik M, Su Z, Zheng K, Jariwala SP. Implementing and evaluating the clinical outcomes of an asthma management mobile application. Respir Care. 2025 Oct;70(10):1257-1266. doi: 10.1089/respcare.12312. Epub 2025 May 19. PMID: 40379484.
Principal Investigator
Jariwala, Sunit
Project Name
Adapting, Scaling, and Spreading an Algorithmic Asthma Mobile Intervention to Promote Patient-Reported Outcomes Within Primary Care Settings

Telemedicine and primary care access: A cross-sectional observational study of patients using only telemedicine.

Citation
Tierney AA, Huang J, Gopalan A, Muelly E, Graetz I, Hsueh L, Reed ME. Telemedicine and primary care access: A cross-sectional observational study of patients using only telemedicine. J Gen Intern Med. 2025 Nov;40(14):3363-3370. doi: 10.1007/s11606-025-09770-6. Epub 2025 Aug 4. PMID: 40760372; PMCID: PMC12586742.
Principal Investigator
Reed, Mary
Project Name
Patient Choice of Telemedicine Encounters

Cultural adaptation of a digital therapeutic for insomnia for Spanish-speaking Hispanic adults in the United States: A qualitative study.

Citation
Alcántara C, Giorgio Cosenzo L, Diaz SV, Arias D, Schwartz JE, Kronish IM, Moise N. Cultural adaptation of a digital therapeutic for insomnia for Spanish-speaking Hispanic adults in the United States: A qualitative study. Lancet Reg Health Am. 2025 Jul 1;48:101158. doi: 10.1016/j.lana.2025.101158. PMID: 40688762; PMCID: PMC12271912.
Principal Investigator
Alcantara, Carmela
Project Name
Using eHealth to Expand Access to Cognitive Behavioral Therapy for Insomnia in Hispanic Primary Care Patients

Shared decision making using digital twins in knee osteoarthritis care: A randomized clinical trial of an AI-enabled decision aid versus education alone on decision quality, physical function, and user experience.

Citation
Jayakumar P, Rathouz PJ, Lin E, Trutner Z, Uhler LM, Andrawis J, Koenig KM, Tsevat J, Bozic KJ. Shared decision making using digital twins in knee osteoarthritis care: A randomized clinical trial of an AI-enabled decision aid versus education alone on decision quality, physical function, and user experience. EClinicalMedicine. 2025 Oct 4;89:103545. doi: 10.1016/j.eclinm.2025.103545. PMID: 41112505; PMCID: PMC12528923.
Principal Investigator
Bozic, Kevin John
Tsevat, Joel
Project Name
Incorporating Patient-Reported Outcomes into Shared Decision Making with Patients with Osteoarthritis of the Knee

Patient-contributed data and medication safety: A study on self-reporting behaviors among patients with cancer.

Citation
Mao X, Chen S, Huang X, Gahn K, Wang J, Gong Y, Jiang Y. Patient-contributed data and medication safety: A study on self-reporting behaviors among patients with cancer. Stud Health Technol Inform. 2025 Aug 7;329:460-464. doi: 10.3233/SHTI250882. PMID: 40775900.
Principal Investigator
Jiang, Yun
Gong, Yang
Project Name
Patient Engagement in Reporting Medication Events During Transitions of Care

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
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction