Transfer Learning NLP to Improve Adoption of Clinical Text in Multi-Site Studies

Page last updated April 14, 2026

Study Design: Other, Data Science
PCORnet Infrastructure: Common Data Model (CDM), Patient partners or engagement
Principal Investigator:
Yonghui Wu
Institution: University of Florida and University of Florida Health
PCORnet® Network Partner: OneFlorida+
Funder: Patient-Centered Outcomes Research Institute (PCORI); (Project webpage)
Funding Date: 2024
Study Duration: 2024 – 2027
Participating PCORnet® Clinical Research Networks: INSIGHT, OneFlorida+
Therapeutic Area: Data Science
Status: Active, not recruiting

Research Question(s): Can large language models - an advanced form of artificial intelligence (AI) - improve the generalizability of patient information extraction and clinical phenotyping across different healthcare systems?

Behavioral Economic and Staffing Strategies to Increase Adoption of the ABCDEF Bundle in the ICU (BEST-ICU)

Page last updated November 12, 2025

ClinicalTrials.gov#: NCT06184945
Study Design: Intervention Trial
PCORnet Infrastructure: Common Data Model (CDM), Single IRB, Patient partners or engagement
Principal Investigator: Michele Balas
Institution: University of Nebraska Medical Center
PCORnet® Network Partner: GPC
Funder: NIH NHLBI & NINR
Funding Date: 2024
Study Duration: 2024 - 2028
Participating PCORnet® Clinical Research Networks: GPC, PaTH
Therapeutic Area: Healthcare Delivery
Status: Active, not recruiting

Research Question(s): What is the best way to encourage ICU clinicians to consistently and completely implement the ABCDEF Bundle in their care of mechanically ventilated patients?

Primary Publication(s):

Conte M, Schlaeger J, Marsolo K, et al. Computable phenotypes for research using real-world data: experiences from the NIH Pragmatic Trials Collaboratory. J Am Med Inform Assoc. In review.

REducing future fractureS and improving ouTcOmes of fRagility fracture (RESTORE)

Page last updated August 22, 2025

ClinicalTrials.gov#NCT06455085
Study Design: Intervention Trial
PCORnet Infrastructure: Common Data Model (CDM), Single IRB, Patient partners or engagement
Principal Investigator: Kenneth Saag
Institution: University of Alabama at Birmingham
PCORnet® Network Partner: OneFlorida+
Funder: Patient-Centered Outcomes Research Institute (PCORI); (Project webpage)
Funding Date: 2023
Study Duration: 2024 - 2029
Participating PCORnet® Clinical Research Networks: GPC, INSIGHT, OneFlorida+, PaTH, REACHnet, STAR
Therapeutic Area: Healthcare Delivery
Status: Recruiting

Research Question(s): For adults 50 and older who have had a recent fracture, can a Fracture Liaison Service that includes a patient navigator, access to a bone health provider, and increased use of bone-strengthen medications help prevent future fractures and improve quality of life?

Choosing Immune Suppression in Renal Transplantation by Efficacy and Morbidity (CISTEM2)

Page last updated February 20, 2026

Study Design: Retrospective Observational Study
PCORnet Infrastructure: Common Data Model (CDM), Patient partners or engagement
Principal Investigator: Vikas Dharnidharka and David Axelrod
Institution: University of Missouri
PCORnet® Network Partner: GPC
Funder: NIH
Funding Date: 2024
Study Duration: 2024 - 2029
Participating PCORnet® Clinical Research Networks: GPC
Therapeutic Area: Nephrology
Status: Active, not recruiting

Research Question(s)

  1. Can we identify optimal immunosuppression management strategies for kidney transplant patients leveraging real world data?

Test 2 Treat

Page last updated April 14, 2026

Study Design: Intervention Trial
PCORnet Infrastructure: Common Data Model (CDM), Patient partners or engagement
Principal Investigator: Neha Pagidipati
Institution: Duke Clinical Research Institute
PCORnet® Network Partner: The Coordinating Center for PCORnet®
Funder: Amgen
Funding Date: 2023
Study Duration: 2023 – 2025
Participating PCORnet® Clinical Research Networks: GPC, PaTH, REACHnet, STAR
Therapeutic Area: Cardiovascular
Condition: Atherosclerotic Cardiovascular Disease (ASCVD)
Study Status: Active, not recruiting

Research Question(s): Can we improve the testing and treatment of high cholesterol in patients who have been hospitalized for a cardiac event by providing education to doctors and patients?

Measuring Co-creation During the Engagement Process in Research: A Pathway Forward

Page last updated March 12, 2026

Study Design: Other, Measurement development and validation
PCORnet Infrastructure: Single IRB, Patient partners or engagement
Principal Investigator: Monica Perez Jolles
Institution: University of Colorado
PCORnet® Network Partner: External
Funder: Patient-Centered Outcomes Research Institute (PCORI); (Project webpage)
Funding Date: 2023
Study Duration: 2023 – 2026
Participating PCORnet® Clinical Research Networks: ADVANCE, PaTH, REACHnet
Therapeutic Area: Engagement Methods
Status: Completed

Research Question(s): How can we measure the process of co-creation in a way that is pragmatic, valid, reliable, and associated with meaningful engagement outcomes?

Primary Publication(s):

Jolles MP, Willging C, Tufte J, et al. Development and validation of a pragmatic measure of cocreation in research engagement: a study protocol. BMJ Open. 2024;14(12):e091966.

HERO-TOGETHER: A Safety Surveillance Study of Post- Vaccination Events of Interest among People Vaccinated Against COVID-19

Page last updated September 2, 2025

ClinicalTrials.gov#: NCT04342806
Study Design: Prospective Observational Study
PCORnet Infrastructure: Single IRB, Patient partners or engagement
Principal Investigator: Emily O'Brien
Institution: Duke Clinical Research Institute
PCORnet® Network Partner: The Coordinating Center for PCORnet®
Funder: Pfizer
Funding Date: 2020
Study Duration: 2020 – 2022
Participating PCORnet® Clinical Research Networks: GPC, OneFlorida+, PaTH, REACHnet, STAR, The Coordinating Center for PCORnet®
Therapeutic Area: Infectious Disease
Status: Completed

Research Question(s): Can a research registry of people working in healthcare help to answer important questions about the COVID-19 pandemic on medications, vaccines and healthcare worker well-being?

The COVID-19 and Diabetes Assessment (CODA) Study

Page last updated November 07, 2025

Study Website: https://codadiabetesstudy.org/ 
Study Design:
Prospective Observational Study
Principal Investigator: Russell Rothman
Institution: Vanderbilt University Medical Center
PCORnet® Network Partner: STAR
Funder: NIDDK/NIH
Participating PCORnet® Clinical Research Networks: GPC, OneFlorida+, PaTH, PEDSnet, REACHnet, STAR
Therapeutic Area: Metabolic Disorders
Condition: COVID-19, Diabetes
Age Range: 18 Years and older (Adult, Older Adult)
Status: Recruiting

Research Question(s):  The study will answer important questions patients are asking about the link between diabetes and COVID-19.

  1. To what extent does COVID-19 cause worse glycemic control, vascular function, inflammation, and increased risk for blood clots in people with either type 1 or type 2 diabetes?
  2. The study will also explore the role of genomic, social, and environmental factors on metabolic function and the impact of COVID-19 infection and COVID-19 treatments on diabetes-related outcomes.

Understanding the Short- and Long-term Effects of Disasters and other Big Events on the Overdose Crisis

Page last updated December 15, 2025

Study Design: Retrospective Observational Study
PCORnet Infrastructure: Common Data Model (CDM), Single IRB, Patient partners or engagement
Principal Investigator: Magdalena Cerdá
Institution: New York University Langone Health
PCORnet® Network Partner: INSIGHT
Funder: NIDA
Funding Date: 2023
Study Duration: 2023 – 2028
Participating PCORnet® Clinical Research Networks:
GPC, INSIGHT, OneFlorida+, PaTH, PEDSnet, REACHnet, STAR
Therapeutic Area:
Infectious Disease
Condition: COVID-19, Opioid Use
Population: 18 Years and older (Adult, Older Adult )
Status: Active, not recruiting

Research Question(s):

  1. Did a community rise in COVID-19 hospitalizations and deaths contribute to an increase in the risk of overdose among PCORnet patients?
  2. What role did public health and economic policies enacted during the COVID-19 pandemic play in explaining whether a rise in community COVID-19 burden contributed to a rise in overdose?
  3. Did the impact of the COVID-19 pandemic on overdose depend on the socioeconomic, social, and policy characteristics the community had in place prior to the pandemic?

Characterizing the ILD (interstitial lung disease) Care Continuum Using Real World Evidence

Page last updated September 10, 2025

Study Design: Retrospective Observational Study
PCORnet Infrastructure: Common Data Model (CDM), Patient partners or engagement
Principal Investigator: Aparna Swaminathan
Institution: Duke Clinical Research Institute
PCORnet® Network Partner: The Coordinating Center for PCORnet®
Funder: Genentech
Funding Date: 2022
Study Duration: 2022 – 2024
Participating PCORnet® Clinical Research Networks: GPC, INSIGHT, PaTH, STAR
Therapeutic Area: Pulmonology
Condition: Idiopathic Pulmonary Fibrosis (IPF)
Age Range: 18 Years and older (Adult,  Older Adult )
Status: Completed

Research Question(s): Idiopathic pulmonary fibrosis (IPF) is a progressive fibrotic lung disease, affecting over 3 million individuals worldwide and causing progressive lung function deterioration and death within a median of 3-5 years after diagnosis. This project will help to characterize the interstitial lung disease (ILD) patient care continuum across ILD subtypes.