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Publications

Research at the intersection of healthcare, AI, and systems engineering. Each paper represents a step toward more equitable, efficient healthcare. 📚

12
Journal Articles
6
Conference Papers
1
Technical Reports
697
Total Citations

Journal Articles 📖

Genomic data in the All of Us research program

Biobank, M. B., et al.

Nature, 2024 , 627(8003) , pp. 340-346

We helped build a massive genetic database from over 245,000 diverse Americans to ensure future medical treatments work for everyone, not just a select few. This means your doctor could someday prescribe medications tailored specifically to your genetic makeup, reducing side effects and improving outcomes.

genomics precision medicine All of Us health equity
📚 415 citations DOI ↗

Impact: Establishes foundational genomic resources for diverse population health research

Prevalence of 12 common health conditions in sexual and gender minority participants in the all of us research program

Tran, N. K., Lunn, M. R., Schulkey, C. E., Tesfaye, S., Nambiar, S., Chatterjee, S., Mo, Y.

JAMA Network Open, 2023 , 6(7) , pp. e2324969

We analyzed health data from thousands of LGBTQ+ individuals and found they face significantly higher rates of depression, anxiety, and other conditions compared to the general population. This research helps doctors and policymakers understand why LGBTQ+ people often receive worse healthcare and what we can do to fix it.

health disparities LGBTQ+ health All of Us social determinants
📚 41 citations PDF ↓

Impact: Informs targeted interventions for underserved LGBTQ+ communities

Routing and staffing in emergency departments: A multiclass queueing model with workload dependent service times

Nambiar, S., Mayorga, M. E., Liu, Y.

IISE Transactions on Healthcare Systems Engineering, 2023 , 13(1) , pp. 46-61

We created a mathematical model that shows how overworked nurses in emergency rooms lead to longer wait times and worse patient care. Hospitals can use this tool to better schedule staff and assign patients to nurses, potentially saving lives during busy periods.

operations research emergency medicine queueing theory healthcare systems
📚 3 citations

Impact: Provides actionable insights for ED resource allocation during surge conditions

Assessing the impact of multicomponent interventions on colorectal cancer screening through simulation

Hicklin, K., O'Leary, M. C., Nambiar, S., Mayorga, M. E., Wheeler, S. B., Davis, M. M., Lich, K. H.

Preventive Medicine, 2022 , 162 , pp. 107126

We tested different ways to get more people screened for colon cancer - from mailed test kits to patient navigators who guide you through the process. Our computer simulations help health systems choose the most effective and affordable approaches for their communities.

cancer screening simulation modeling health policy preventive medicine
📚 5 citations

Impact: Guides policy decisions on cancer screening program design

Dynamic simulation of social media challenge participation

Khasawneh, A., Chalil Madathil, K., Taaffe, K. M., Zinzow, H., Ponathil, A., Chalil Madathil, S., Nambiar, S., Rosopa, P. J.

Journal of Computational Social Science, 2022 , 5(2) , pp. 1637-1662

Remember dangerous viral challenges like the Tide Pod Challenge? We built computer models to understand how these harmful trends spread on social media and what makes teens participate. This helps platforms and parents better protect young people from risky online behaviors.

social media computational social science public health system dynamics
📚 3 citations

Impact: Informs social media platform policies on health-related content

Triply stochastic sequential assignment problem with the uncertainty in worker survival

Nambiar, S., Nikolaev, A., Pasiliao, E.

Optimization Letters, 2022 , 16(8) , pp. 2469-2482

We solved a complex math problem about assigning workers to tasks when everything is uncertain - the work itself, when it arrives, and whether workers will even show up. This helps businesses and emergency services better plan their staffing during unpredictable times like natural disasters.

optimization stochastic processes operations research mathematical modeling
📚 2 citations

Impact: Contributes to mathematical foundations of resource allocation under uncertainty

Objective measures of workload in healthcare: a narrative review

Fishbein, D., Nambiar, S., McKenzie, K., Mayorga, M., Miller, K., Tran, K., Capan, M.

International Journal of Health Care Quality Assurance, 2020 , 33(1) , pp. 1-17

We reviewed all the ways to measure how overworked healthcare staff are - from counting tasks to monitoring stress hormones. Understanding workload is crucial because exhausted healthcare workers are more likely to make mistakes that harm patients.

healthcare workforce workload measurement patient safety systematic review
📚 62 citations

Impact: Establishes framework for workload measurement in healthcare settings

Mailed FIT (fecal immunochemical test), navigation or patient reminders? Using microsimulation to inform selection of interventions to increase colorectal cancer screening in Medicaid enrollees

Davis, M. M., Nambiar, S., Mayorga, M. E., Sullivan, E., Hicklin, K., O'Leary, M. C., Lind, B. K.

Preventive Medicine, 2019 , 129 , pp. 105836

For people on Medicaid who often skip cancer screenings, we compared three approaches: mailing test kits to their homes, having navigators help them schedule appointments, or sending reminder messages. Our findings help clinics choose the most effective method for their limited budgets.

cancer screening health disparities Medicaid microsimulation
📚 34 citations PDF ↓

Impact: Directly informs Medicaid policy on cancer screening outreach

Estimating the impact of insurance expansion on colorectal cancer and related costs in North Carolina: A population-level simulation analysis

Lich, K. H., O'Leary, M. C., Nambiar, S., Townsley, R. M., Mayorga, M. E., Hicklin, K., Wheeler, S. B.

Preventive Medicine, 2019 , 129 , pp. 105847

We calculated what would happen if North Carolina expanded Medicaid coverage - thousands fewer people would develop or die from colon cancer over 20 years. This research gives lawmakers concrete numbers about how insurance coverage literally saves lives.

health policy insurance cancer prevention simulation modeling
📚 21 citations PDF ↓

Impact: Contributed to state-level healthcare policy discussions

On scheduling a photolithography area containing cluster tools

Madathil, S. C., Nambiar, S., Mason, S. J., Kurz, M. E.

Computers & Industrial Engineering, 2018 , 121 , pp. 177-188

We developed smart scheduling software for factories that make computer chips and medical devices. Better factory scheduling means critical medical equipment gets manufactured faster and cheaper, ultimately helping hospitals serve more patients.

industrial engineering scheduling optimization manufacturing
📚 13 citations

Impact: Optimizes production of critical medical devices and diagnostics

Low-cost sensor system design for in-home physical activity tracking

Nambiar, S., Nikolaev, A., Greene, M., Cavuoto, L., Bisantz, A.

IEEE Journal of Translational Engineering in Health and Medicine, 2016 , 4 , pp. 1-6

We built an affordable activity tracker using simple sensors that costs a fraction of commercial fitness devices. This makes it possible for low-income seniors and people with disabilities to monitor their health at home without expensive equipment.

digital health sensors health equity wearables
📚 16 citations

Impact: Enables accessible health monitoring for underserved populations

Towards evaluating and enhancing the reach of online health forums for smoking cessation

Stearns, M., Nambiar, S., Nikolaev, A., Semenov, A., McIntosh, S.

Network Modeling Analysis in Health Informatics and Bioinformatics, 2014 , 3 , pp. 11-21

We studied how people trying to quit smoking connect and support each other in online forums. Understanding these social networks helps us design better online communities that actually help people kick the habit for good.

digital health smoking cessation network analysis public health
📚 26 citations

Impact: Pioneers social network approaches to public health interventions

Conference Papers 🎤

Medical Device Demand Modeling for Supply Chain Analysis

Townsley, R., Nambiar, S., Vella, M., Cha, A., Beckham, T.

FDA Scientific Computing and Digital Transformation Symposium, 2024

We built computer models to predict when hospitals will run out of critical medical equipment during emergencies like pandemics. This helps government agencies ensure ventilators, masks, and other life-saving devices are available when and where they're needed most.

supply chain medical devices forecasting FDA

Impact: Directly supports FDA's mission to ensure medical device availability

Evaluating diabetic retinopathy screening interventions in a microsimulation model

Swan, B., Nambiar, S., Koutouan, P., Mayorga, M. E., Ivy, J., Fitts, E. P., Fransen, S.

Winter Simulation Conference (WSC), 2020 , pp. 944-955

We created computer simulations to test different ways of screening diabetics for eye problems that can lead to blindness. This helps healthcare systems decide how often to check patients' eyes and what methods work best to prevent vision loss.

diabetes simulation screening preventive medicine
📚 3 citations

Impact: Guides implementation of diabetic eye screening programs

Simulating Uncertainty of Early Warning Scores in Sepsis Detection

Jazayeri, A., Capan, M., Yang, C., Nambiar, S., Mayorga, M., Ivy, J., Arnold, R.

10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics, 2019 , pp. 543-543

Sepsis is a life-threatening condition that's hard to detect early. We studied how computer systems that try to predict sepsis can sometimes be wrong, and developed ways to make these systems more reliable so doctors can better save patients' lives.

sepsis clinical decision support uncertainty patient safety

Impact: Improves reliability of clinical decision support systems

A simulation model to assess the impact of insurance expansion on colorectal cancer screening at the population level

Nambiar, S., Mayorga, M. E., O'Leary, M. C., Lich, K. H., Wheeler, S. B.

Winter Simulation Conference (WSC), 2018 , pp. 2701-2712

We built computer models to show exactly how many more people get cancer screenings when they have health insurance. This research provides concrete evidence that expanding insurance coverage prevents cancer deaths at the population level.

health policy simulation cancer screening insurance
📚 12 citations

Impact: Quantifies health benefits of insurance expansion policies

Understanding the visualization strategies used by experts when reading mechanical part drawings using eye tracking

Nambiar, S., Madathil, K. C., Paul, M. D., Zelaya, M., Koikkara, R., Gramopadhye, A. K.

IIE Annual Conference Proceedings, 2013 , pp. 503

We used eye-tracking technology to watch how experienced engineers read complex technical drawings, discovering patterns that could help train doctors to better read medical scans like X-rays and MRIs.

human factors eye tracking visualization expertise
📚 3 citations

Impact: Informs training programs for medical image interpretation

Braillekey: An alternative braille text input system

Subash, N. S., Nambiar, S., Kumar, V.

4th International Conference on Intelligent Human Computer Interaction (IHCI), 2012 , pp. 1-4

We developed a new way for blind people to type on computers using Braille patterns, making technology more accessible. This early work showed our commitment to ensuring everyone can use digital tools regardless of their abilities.

accessibility assistive technology human-computer interaction inclusion
📚 32 citations

Impact: Advances digital accessibility for disabled populations

Technical Reports & Preprints 📝

Resource allocation strategies under dynamically changing health conditions

Nambiar, S., Mayorga, M., Capan, M.

SSRN, 2020 (3525866)

During health crises like COVID-19, hospitals must constantly decide how to allocate limited resources like beds, staff, and equipment. We developed a framework to help hospital administrators make these critical decisions in real-time to save the most lives.

resource allocation COVID-19 healthcare operations dynamic systems
📚 6 citations

Impact: Provides guidance for hospital resource management during crises

Research is my way of asking "but why?" at scale

Every paper = another step toward better healthcare for all 🌟