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 - Read Here
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 (Pre-print; Under Review) - Read Here

Publications

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 - Read Here
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- Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here

Presentations

2025

Shah-Mohammadi F, Im S, Facelli JC, Cummins MR, Gouripeddi R. (2025). Scaling Sensor Metadata Extraction for Exposure Health Using LLMs.
Journal Paper - Read Here

Publications

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
Webinar Presentation - Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here

Presentations

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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here
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 - Read Here

Presentations

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