Publications and Presentations
2026
Fatemeh Shah-Mohammadi, PhD , Sunho Im, MS , Julio C Facelli , Mollie R Cummins, PhD , Ramkiran Gouripeddi, MBBS (2025). Scaling Sensor Metadata Extraction for Exposure Health Using LLMs. - Journal Paper published on 13 March 2026 in Exposome, Volume 6, Issue 1, 2026 - https://academic.oup.com/exposome/article/6/1/osag008/8520905
Varma, U., Nelson, R., Motagi, P., Facelli, J., Sward, K., Gouripeddi, R., & Cummins, M. (2026). Designing and Evaluating a Sensor Library for Translational Exposure Health: A User-Centered Approach. 2026 American Medical Informatics Association Annual Symposium (AMIA 2026), Denver, CO - Poster Presentation - https://amia.secure-platform.com/amplify/solicitations/102010/sessiongallery/schedule/items/95064
Im, S., Shishupal, S., Facelli, J., Sward, K., Shah-Mohammadi, F., Gouripeddi, R., & Cummins, M. (2026). Reporting of Sensors in Environmental and Exposure Health Research: A Scoping Review. 2026 American Medical Informatics Association Annual Symposium (AMIA 2026), Denver, CO - Poster Presentation - https://amia.secure-platform.com/amplify/solicitations/102010/sessiongallery/schedule/items/95064
Shah-Mohamadi, F., Im, S., Facelli, J., Cummins, M., & Gouripeddi, R. (2026). NLP-Driven, Citation-Aware Automation of Sensor Metadata Extraction for Exposure Health Research. 2026 American Medical Informatics Association Annual Symposium (AMIA 2026), Denver, CO - Poster Presentation - https://amia.secure-platform.com/amplify/solicitations/102010/sessiongallery/schedule/items/95055
Shishupal, S., Badawy, A., Glick, M., Pirozzi, C., Cummins, M., Sward, K., Facelli, J., & Gouripeddi, R. (2026). Towards a Shapelet-Based Primitives Library for Exposure Health Machine Learning. 2026 American Medical Informatics Association Annual Symposium (AMIA 2026), Denver, CO - Poster Presentation - https://amia.secure-platform.com/amplify/solicitations/102010/sessiongallery/schedule/items/95055
Gouripeddi, R., Shah-Mohamadi, F., Cummins, M., Sward, K., & Facelli, J. (2026). Informatics Methods for Exposure Health. 2026 American Medical Informatics Association Annual Symposium (AMIA 2026), Denver, CO - Podium Presentation
Gouripeddi, R., & Cummins, M. (2026). Sensors and Metadata for Analytics and Research in Exposure Health (SMARTER): Making Metadata FAIR. 2026 Air Sensors International conference (ASIC 2026), Los Angeles, CA - Tutorial/Seminar - https://event.fourwaves.com/asic2026/schedule/729921ce-000f-49d5-8db6-48b321a5efff
Varma, U., Gouripeddi, R., Motagi, P., Nelson, R., Smart, R., Madsen, R., Gunasekhar, M., Sward, K., Facelli, J., & Cummins, M. (2026). Seeking Input from the Sensor Community for Development of a Metadata Store for Exposure Health. 2026 Air Sensors International conference (ASIC 2026), Los Angeles, CA - Poster Presentation - https://dashboard.fourwaves.com/participant/my-submissions/3fd7a89a-b92f-42a5-a96a-41ea6df71dc9
Shishupal, S., Sward, K., Cummins, M., Bakian, A., Smart, R., Madsen, R., Varma, U., Facelli, J., & Gouripeddi, R. (2026). A Reusable U.S. Air Quality Shapelet Library for High Temporal Resolution Exposure Pattern Discovery. The 4th Air Quality: Science for Solutions Annual Conference (AQSS 2026), Provo, UT - Poster Presentation - https://aq.byu.edu/schedule/
Motagi, P., Im, S., Sward, K., Facelli, J., Cummins, M., & Gouripeddi, R. (2026). Community-driven Sensor Metadata Approaches for Exposure Health Informatics. The 4th Air Quality: Science for Solutions Annual Conference (AQSS 2026), Provo, UT - Poster Presentation - https://aq.byu.edu/schedule/
Nelson, R., Taber, P., Motagi, P., Shishupal, S., Im, S., Facelli, J., Sward, K., The SMARTER Expert Panel, Gouripeddi, R., & Cummins, M. (2026). Needs, Preferences, and Challenges of Environmental Health Researchers in Using Sensors: A Content Analysis. - Journal Paper - https://preprints.jmir.org/preprint/91311 (Pre-print; Under Review)
2025
Shah-Mohammadi F, Im S, Facelli JC, Cummins MR, Gouripeddi R. (2025). Scaling Sensor Metadata Extraction for Exposure Health Using LLMs. - Journal Paper - https://www.medrxiv.org/content/10.1101/2025.08.21.25334173v1 (Pre-print)
Cummins M., & Gouripeddi R. (2025). Sensors and Metadata for Analytics and Research in Exposure Health (SMARTER). Webinar presented by the NIH NIEHS Environmental Health Language Collaborative; 2025 Dec 12, Online - Webinar Presentation - https://www.niehs.nih.gov/sites/default/files/2025-12/december2025_ehlc_smarter_presentation_print_508.pdf
Im, S., Jandhyala, L., Sward, K., Facelli, J., Motagi, P., Cummins, M., & Gouripeddi, R. (2025). Metadata-centric Approaches for Incorporating Sensors into Exposure Health Informatics Ecosystem. The 3rd Annual DELPHI Data Science Symposium (DELPHI 2025), Salt Lake City, UT - Poster Presentation - https://uofuhealth.utah.edu/documents/2025-delphi-symposium-poster-session
Shishupal, S., Gouripeddi, R., Cummins, M., Facelli, J., & Sward, K. (2025). Developing a US Air Quality Shapelet Repository for High Temporal Resolution Environmental Health Studies. 2025 Europe Regional Chapter of the International Society of Exposure Science (ISES Europe 2025), Lisbon, Portugal - Podium Presentation
Cummins, M., Im, S., Jandhyala, L., Shishupal, S., Nelson, R., Motagi, P., Sward, K., Facelli, J., & Gouripeddi, R. (2025). Sensors and Metadata: Seeking Input from the Exposure Health Community. 2025 Join Annual International Society of Exposure Science and International Society for Environmental Epidemiology (ISES-ISEE 2025), Atlanta, GA - Poster Presentation
Gouripeddi, R., Cummins, M., Motagi, P., Madsen, R., Smart, R., Sward, K., & Facelli, J. (2025). User Stories, Use Cases and Requirements for a Generalizable Informatics Ecosystem for Exposure Health Research. 2025 Join Annual International Society of Exposure Science and International Society for Environmental Epidemiology (ISES-ISEE 2025), Atlanta, GA - Poster Presentation
Shah-Mohammadi, F., Im, S., Facelli, J. C., Gouripeddi, R., & Cummins, M. (2025). Automating Sensor Metadata Extraction for Exposure Health Research Using Large Language Models. 2025 Join Annual International Society of Exposure Science and International Society for Environmental Epidemiology (ISES-ISEE 2025), Atlanta, GA - Poster Presentation
Gouripeddi, R. (2025). Exposure Health Informatics. 2025 AMIA Climate, Health, and Informatics Journal Club June Working Group (AMIA CHI Journal Club 2025), Online - Webinar Presentation - https://connect.amia.org/services/assetfeed.ashx?id=70416&utm_source=email&utm_medium=1&utm_campaign=183&utm_id=2994
Jandhyala, L., Im, S., Sward, K., Facelli, J., Smart, R., Madsen, R., Shah-Mohamadi, F., Motagi, P., Cummins, M., & Gouripeddi, R. (2025). Graph-Based Sensor Metadata Management for Advancing Exposure Health Research. The 5th Annual UVU Intermountain Engineering, Technology, and Computing Conference (i-ETC 2025), Orem, UT - Poster Presentation - https://www.uvu.edu/cet/i-etc/docs/i-etc_conference_program_layout-v12.pdf
Im, S., Facelli, J., Sward, K., Gouripeddi, R., & Cummins, M. (2025). Automating Discovery of Sensors and Metadata with Large Language Model (LLM)-Augmented Search. 2025 Western Institute of Nursing (WIN 2025), Spokane, WA - Poster Presentation - https://assets-002.noviams.com/novi-file-uploads/win/Conferences/2025/2025_Conference_Program_Final.pdf
Jandhyala, L., Im, S., Sward, K., Facelli, J., Motagi, P., Cummins, M., & Gouripeddi, R. (2025). Metadata-centric Approaches for Integrating Sensors into Exposure Health Informatics Ecosystems. 9th Annual Air Quality: Science for Solutions Conference (AQS 2025), Logan, UT - Poster Presentation - https://aq.byu.edu/schedule/
2024
Gouripeddi, R., Nelson, R., Cummins, M., Sward, K., & Facelli, J. (2024). Informatics Methods for Exposure Health. 2024 American Medical Informatics Association Annual Symposium (AMIA 2024), San Francisco, CA - Podium Presentation - https://amia.secure-platform.com/symposium/gallery/rounds/82001/details/10614
Im, S., Jandhyala, L., Sward, K., Facelli, J., Motagi, P., Cummins, M., & Gouripeddi, R. (2024). Metadata-centric Approaches for Incorporating Sensors into Exposure Health Informatics Ecosystem. The 2nd Annual DELPHI Data Science Symposium (DELPHI 2024), Salt Lake City, UT - Poster Presentation
Gouripeddi, R., Facelli, J., Sward, K., & Cummins, M. (2024). Community-driven approaches for a sensor metadata ecosystem in exposure health. 2024 International Society of Exposure Science Annual Symposium (ISES 2024), Montreal, Canada - Podium Presentation - https://virtual.oxfordabstracts.com/event/20221/submission/724
Gouripeddi, R., Smart, R., Madsen, R., Cummins, M., Sward, K., & Facelli, J. (2024). Towards a generalizable informatics ecosystem for exposure health research. 2024 International Society of Exposure Science Annual Symposium (ISES 2024), Montreal, Canada - Poster Presentation - https://virtual.oxfordabstracts.com/event/20221/submission/634
Gouripeddi, R., & Facelli, J. (2024). Constructing Probabilistic Human Mobility Patterns for Estimating Total Exposures and Pathogen Transmission using Aggregate Mobil Phone Data. 2024 International Society of Exposure Science Annual Symposium (ISES 2024), Montreal, Canada - Poster Presentation - https://virtual.oxfordabstracts.com/event/20221/submission/216
Cummins, M., Sward, K., Facelli, J., & Gouripeddi, R. (2024). Building a Pipeline for AI in Exposure Health: A Community-Driven Sensor Metadata Ecosystem. The 3rd Workshop on Artificial Intelligence in Nursing (AINurse24) and the 22nd International Conference of Artificial Intelligence in Medicine (AIME 2024), Salt Lake City, UT - Podium Presentation - https://sites.google.com/umn.edu/ainurse24/home/program