AI-Driven OHS Resources
The resources related to the AI-Driven One Health Security efforts include journal articles, conference papers, presentations, and other resources.
2025
Global Wildlife Data Sharing Conference. November 13–14, 2025. Ciudad Real, Spain; Hybrid. Hosted by Lauren Charles and Tracey McNamara.
Gruszynski, K., L.E. Charles, A. Lau, and H. Chapman. 2025. "Earth Intelligence and One Health: Applying Transdisciplinary Insights to Animal Health." GEO Blog. https://earthobservations.org/about-us/news/earth-intelligence-and-one-health-applying-transdisciplinary-insights-to-animal-health
Charles, L.E., K. Gruszynski, A. Lau, and H. Chapman. 2025. GEO Health Community of Practice Animal Health Work Group White Paper. October 2025.
Keshavamurthy R., C. Ham, K.T. Pazdernik, S. Dixon, S. Erwin, and L.E. Charles. 2025. Meeting Global Health Needs: A Reliable Data-Driven Framework for Infectious Disease Forecasting. JMIR Public Health and Surveillance: 21.03.2025 in Vol 11. doi:10.2196/59971
2024
Global Wildlife Data Sharing Conference. "Global Wildlife Data Sharing Conference." May 20–21, 2024. https://www.pnnl.gov/news-media/international-experts-gather-inaugural-global-wildlife-data-sharing-conference
Washington Academy of Sciences. 2024. "17th Annual WSAS Symposium." Accessed October 2024. https://washacad.org/symposium/
2023
MDPI. 2023. "Special Issue: Emerging and Re-Emerging Animal and Zoonotic Pathogens." Pathogens. Edited by Dr. Lauren Charles (PNNL, Richland, WA, USA), Dr. Samantha Erwin (PNNL, Richland, WA, USA), and Dr. Eva Brayfindley (PNNL, Richland, WA, USA). Accessed October 2023. https://www.mdpi.com/journal/pathogens/special_issues/XF1Z3RR59J
Rogers M.M., R.K. Stanley. 2023. "Airborne Algae: A Rising Public Health Risk." Environmental Science & Technology 57, no. 14:55015503. doi:10.1021/acs.est.3c01158
Sampedro Martinez de Estivariz J., S.T. Waldhoff, M. Sarofim, and R. Van Dingenen:. 2023. "Marginal Damage of Methane Emissions: Ozone Impacts on Agriculture." Environmental and Resource Economics 84, no. 4:1095-1126. doi:10.1007/s10640-022-00750-6
2022
Dixon, S., R. Keshavamurthy, D.H. Farber, A. Stevens, K.T. Pazdernik, and L.E. Charles. 2022. “A Comparison of Infectious Disease Forecasting Methods across Locations, Diseases, and Time.” Pathogens 11 (2): 185. https://www.mdpi.com/2076-0817/11/2/185. (This article belongs to the Special Issue: Advances in Biosurveillance for Human, Animal, and Plant Health).
Keshava Murthy R., S.J. Dixon, K. Pazdernik, and L.E. Charles. 2022. "Predicting infectious disease for biopreparedness and response: A systematic review of machine learning and deep learning approaches." One Health 15 Art. No. 100439. doi:10.1016/j.onehlt.2022.100439
Wu R., G. Trubl, N. Tas, and J.K. Jansson. 2022. "Permafrost as a potential pathogen reservoir." One Earth 5, no. 4:351-360. doi:10.1016/j.oneear.2022.03.010
Hartmann H., A. Bastos, A.J. Das, A. Esquivel-Muelbert, W.M. Hammond, J. Martinez-Vilalta, and N.G. McDowell, et al. 2022. "Climate Change Risks to Global Forest Health: Emergence of Unexpected Events of Elevated Tree Mortality Worldwide." Annual Review of Plant Biology 73:673-702. doi:10.1146/annurev-arplant-102820-012804
Yi C., G. Hendrey, S. Niu, N.G. McDowell, and C.D. Allen. 2022. "Tree mortality in a warming world: causes, patterns, and implications." Environmental Research Letters 17, no. 3:Art. No. 030201. doi:10.1088/1748-9326/ac507b
Luo L., L. Ran, Q.Z. Rasool, and D.S. Cohan. 2022. "Integrated modeling of U.S. agricultural soil emissions of reactive nitrogen and associated impacts on air pollution, health, and climate." Environmental Science & Technology 56, no. 13:9265–9276. doi:10.1021/acs.est.1c08660
Breidenbach J.D., B.W. French, T.T. Gordon, A.L. Kleinhenz, F.K. Khalaf, J.C. Willey, J.R. Hammersley, M. Wooten, E.L. Crawford, N.N. Modyanov, D. Malhotra, J.G. Teeguarden, S. Haller, and D. Kennedy. 2022. "Microcystin-LR Aerosol Induces Inflammatory Responses in Healthy Human Primary Airway Epithelium." Environment International 169 Art. No. 107531. doi:10.1016/j.envint.2022.107531
2021
Keshavamurthy, R., S. M. Thumbi, and L. E. Charles. 2021. “Digital Biosurveillance for Zoonotic Disease Detection in Kenya.” Pathogens 10 (7): 783. https://www.mdpi.com/2076-0817/10/7/783. (This article belongs to the Special Issue: Advances in Biosurveillance for Human, Animal, and Plant Health).
Leiser, O.P., E.C. Hobbs, A.C. Sims, G.W. Korch, and K.L. Taylor. 2021. “Beyond the List: Bioagent-Agnostic Signatures Could Enable a More Flexible and Resilient Biodefense Posture Than an Approach Based on Priority Agent Lists Alone.” Pathogens 10 (11): 1497. https://www.mdpi.com/2076-0817/10/11/1497. (This article belongs to the Special Issue: Advances in Biosurveillance for Human, Animal, and Plant Health).
Dickerson, S., M. Cannon, and B. O'Neill. 2021. "Climate change risks to human development in sub-Saharan Africa: a review of the literature." Climate and Development 14, no. 6:571-589. doi:10.1080/17565529.2021.1951644
2020
Zhang, Y., P. Yang, Y. Gao, L.R. Leung, and M.L. Bell. 2020. "Health and economic impacts of air pollution induced by weather extremes over the continental U.S." Environment International 143, Art. No. 105921. doi:10.1016/j.envint.2020.105921
Ou Y., J.J. West, S.J. Smith, C.G. Nolte, and D.H. Loughlin. 2020. "Air pollution control strategies directly limiting national health damages in the US." Nature Communications 11, no. 1:957. doi:10.1038/s41467-020-14783-2
Edwards, C.E., B.L. Yount, R.L. Graham, S.R. Leist, Y.J. Hou, K.H. Dinnon III, A.C. Sims, J. Swanstrom, K. Gully, T.D. Scobey, M.R. Cooley, C.G. Currie, S.H. Randell, and R.S. Baric. 2020. "Swine acute diarrhea syndrome coronavirus replication in primary human cells reveals potential susceptibility to infection." Proceedings of the National Academy of Sciences of the United States of America 117. doi:43:26915-26925
Huffman J.A., A. Perring, N.J. Savage, B. Clot, B. Crouzy, F. Tummon, O. Shoshanim, B. Damit, J. Schneider, V. Sivaprakasan, M.A. Zawadowicz, M. Gallagher, D. Topping, D. Doughty, S.C. Hill, and Y. Pan. 2020. "Real-time sensing of bioaerosols: Review and current perspectives." Aerosol Science and Technology 54, no. 5:465-495. doi:10.1080/02786826.2019.1664724
Lanzas, C., K. Davies, S. Erwin, and D. Dawson. 2020. “On Modelling Environmentally Transmitted Pathogens.” Interface Focus 10 (1): doi:10.1098/rsfs.2019.0056
2019
Zamith-Miranda D., H.M. Heyman, L.G. Cleare, S.P. Couvillion, G. Clair, E.L. Bredeweg, A. Gacser, L. Nimrichter, E.S. Nakayasu, and J.D.Nosanchuk. 2019. "Multi-omics signature of Candida Auris, an emerging and multidrug-resistant pathogen." mSystems 4, no. 4:e00257-19. doi:10.1128/mSystems.00257-19
Hutchins D.A., J.K. Jansson, J. Remais, V. Rich, B.K. Singh, and P. Trivedi. 2019. "Climate Change Microbiology - Problems and Perspectives." Nature Reviews Microbiology 17, no. 6:391-396. doi:10.1038/s41579-019-0178-5
Contosta A.R., N.J. Casson, S. Garlick, S.J. Nelson, M.P. Ayres, E.A. Burakowski, and J.L. Campbell, et al. 2019. "Northern forest winters have lost cold, snowy conditions that are important for ecosystems and human communities." Ecological Applications 29, no. 7:Article No. e01974. doi:10.1002/eap.1974
2018
May N.W., N. Olson, M.H. Panas, J.L. Axson, P.N. Tirella, R.M. Kirpes, R.L. Craig, M.J. Gunsch, S. China, A. Laskin, A.P. Ault, and K.A. Pratt. 2018. "Aerosol Emissions from Great Lakes Harmful Algal Blooms." Environmental Science & Technology 52, no. 2:397-405. doi:10.1021/acs.est.7b03609
Goodsman D.W., G. Grosklos, B.H. Aukema, C. Whitehouse, K. Bleiker, N.G. McDowell, and R. Middleton, et al. 2018. "The effect of warmer winters on the demography of an outbreak insect is hidden by intraspecific competition." Global Change Biology 24, no. 8:3620-3628. doi:10.1111/gcb.14284
Clifton S.M., C.L. Davis, S. Erwin, G. Hamerlinck, A. Veprauskas, and Y. Wang. 2018. “Modeling the Argasid Tick (Ornithodoros moubata) Life Cycle.” Understanding Complex Biological Systems with Mathematics, 63-87. https://link.springer.com/chapter/10.1007/978-3-319-98083-6_4
2017
McDowell N.G., S. Michaletz, K.E. Bennett, K. Solander, C. Xu, R.M. Maxwell, and R. Middleton. 2017. "Predicting chronic climate-driven disturbances and their mitigation." Ecology and Evolution 33, no. 1:15-27. doi:10.1016/j.tree.2017.10.002
2012
Erwin S., A. Huckaba, K.S. He, and M. McCarthy. 2012. “Matrix analysis to model the invasion of alligatorweed (Alternanthera philoxeroides) on Kentucky lakes.” Journal of Plant Ecology 6 (2), 150-157. doi:10.1093/jpe/rts024