Proposed by Regina Russell, PhD, Julia Phillippi, PhD, and Patricia Sengstack, DNP, Future-FLO is a research and chatbot development project that stands for Feedback Loops and Outcomes (FLO). The FLO Team is standing on the shoulders of nursing history, including Florence Nightingale's tradition of shining light on standard processes through innovative data analysis and statistics. (You can read more about Nightingale’s health care data visualizations and her election as the first female member of the Royal Statistical Society in 1858 at the UK Science Museum here.)
Our goal is to test the use of large language models in grant evaluation for nursing education. The Future-FLO team is partnered with Vanderbilt University internal generative AI – Amplify.
Funding
Vanderbilt University Chancellor’s Seed Grant for Generative Artificial Intelligence (February 2024-August 2025)
VUSN Health Equity Faculty Fellowship (August 2024-December 2025)
Faculty & Staff
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Regina Russell, PhD, MA, MEd
Executive Director for AI, Assessment, and Evaluation
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Julia Phillippi, PhD, APRN, NNP-BC, C-ELBW
Health Resources Services Administration Maternal Care Principal Investigator
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Hannah McGrew, MSN, RN, APRN, CNM, FNP-C
Health Resources Services Administration Maternal Care Grant Coordinator
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Xingchen Wei, MEd
Evaluation Coordinator
Students
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Md. Mashiur Rahman Khan
Vanderbilt University Computer Science and Mathematics
Undergraduate Student Research Assistant and Lead Chatbot Developer -
Lia Nagge
Master of Public Health Candidate at Vanderbilt University
Health Equity Research Assistant
Lab Findings
Conference Posters & Presentations
- Wei X, Khan MM, Nagge L, McGrew H, Phillippi J, Russell RG. Feedback Loops and Outcomes: Building an AI Assistant to Support Educational Evaluation in Nursing. EDUCAUSE Annual Conference. Poster Session. October 27-30, 2025. Nashville, TN.
- Russell RG, Khan MM, Wang M, LaNoue MD, McGrew H, Sengstack P, Phillippi J. FutureFLO in Nursing Education Grant Evaluation: Initial experiments in chatbot development. Vanderbilt University School of Nursing Research Day. Poster Session. August 21, 2024. Nashville, TN.
Publications
- Russell, R. G., Wang, Y. M., LaNoue, M. D., Rahman Khan, M. M., McGrew, H., Sengstack, P., & Phillippi, J. (2025). Assessing artificial intelligence to support grant evaluation in nursing education. CIN: Computers, Informatics, Nursing. https://doi.org/10.1097/cin.0000000000001351
Lab Alumni
- Patricia Sengstack, DNP, RN-BC, FAAN, FACMI
- Mike Wang, MEd
- Marianna (Marnie) LaNoue, PhD
Please note that all content generated by the Future-FLO chatbot is created by Vanderbilt University's internal generative AI - Amplify. Performance may vary, and the results may vary across all conditions. We strongly recommend double-checking the results before implementation. The output should not be directly used in education, healthcare, or any other field that requires precise and reliable data for decision-making.