Publications, Patents, & Presentations

Please check my google scholar profile for the updated list of publications.

Journal Articles

  1. Jiang, S., Ashar, P., Shandhi, M.M.H. and Dunn, J., Demographic Reporting in Biosignal Datasets: A Comprehensive Analysis of the PhysioNet Open Access Database. Lancet Digital Health (2024). [DOI] [Impact Factor: 23.8]
  2. Shandhi, M.M.H., Singh, K., Janson, N., Ashar, P., Singh, G., Lu, B., Hillygus, S., Maddocks, J.M. and Dunn, J., 2024. Assessment of ownership of smart devices and the acceptability of digital health data sharing. npj Digital Medicine, 7(1), p.44. [DOI]  [Impact Factor: 15.37] [Top Ten Downloaded Preprint: Digital Health eJournal (3rd) and Preprints with The Lancet (6th) categories]
  3. Shin, S., Kowahl, N., Hansen, T., Ling, A.Y., Barman, P., Cauwenberghs, N., Rainaldi, E., Short, S., Dunn, J., Shandhi, M.M.H., Shah, S.H., Mahaffey, K.W., Kuznetsova, T., Daubert, M.A., Douglas, P.S., Haddad, F. and Kapur, R., 2024. Real-world walking behaviors are associated with early-stage heart failure: a Project Baseline Health Study. Journal of Cardiac Failure. (Accepted) 
  4. Yao, Y., Shandhi, M.M.H., Hahn, J.O., Inan, O.T., Mukkamala, R. and Xu, L., 2023. What Filter Passband Should be Applied to the Ballistocardiogram? Biomedical Signal Processing and Control. , 85 (2023), 104909. [DOI]
  5. Moazzami, K., Pearce, B.D., Gurel, N.Z., Wittbrodt, M.T., Levantsevych, O.M., Huang, M., Shandhi, M.M.H., Herring, I., Murrah, N., Driggers, E. and Alkhalaf, M.L., 2023. Transcutaneous vagal nerve stimulation modulates stress-induced plasma ghrelin levels: A double-blind, randomized, sham-controlled trial. Journal of Affective Disorders. [DOI]
  6. Charlton, P.H., Allen, J., Bailon, R., Baker, S., Behar, J.A., Chen, F., Clifford, G.D., Clifton, D.A., Davies, H.J., Ding, C., Ding, X., Dunn, J., .., Saarinen, H., Shandhi, M.M.H., Shin, H., Stansby, G., Tamura, T., Vehkaoja, A., Wang, W.K., Zhang, Y.T., Zhao, N., Zheng, D., and Zhu3, T., 2023. The 2023 Wearable Photoplethysmography Roadmap. Physiological Measurement., 44(11), p.111001. [DOI]
  7. Sheikh, A.B., Sobotka, P.A., Garg, I., Dunn, J.P., Minhas, A.M.K., Shandhi, M.M.H., Molinger, J., McDonnell, B.J. and Fudim, M., 2023. Blood Pressure Variability in Clinical Practice: Past, Present and the Future. Journal of the American Heart Association, 12(9), p.e029297. [DOI]
  8. Hughes, A., Shandhi, M.M.H., Master, H., Dunn, J. and Brittain, E., 2023. Wearable Devices in Cardiovascular Medicine. Circulation Research, 132(5), pp.652-670. [DOI] (Invited Review Paper) [Impact Factor: 23.21]
  9. Wang, W.K., Chen, I., Hershkovich, L., Yang, J., Shetty, A., Singh, G., Jiang, Y., Kotla, A., Shang. J., Yerrabelli, R., Roghanizad, A.R., Shandhi, M.M.H., Dunn., J.P., 2022. A Systematic Review of Time Series Classification Techniques Used in Biomedical Applications. MDPI Sensors, 22(20):8016. [DOI]
  10. Shandhi, M.M.H.*, Cho, P.J.*, Roghanizad, A.R.*, Singh, K., Wang, W.K., Enache, O., Stern, A., Sbahi, R., Tatar, B., Fiscus, S., Khoo, Q.X., Kuo, Y., Lu, X., Hsieh, J., Kalodzitsa, A., Bahmani, A., Alavi, A., Ray, U., Snyder, M.P., Ginsburg, G.S., Pasquale., D.K., Woods, C.W., Shaw, R. and Dunn, J. A Method for Intelligent Allocation of Diagnostic Testing by Leveraging Data from Commercial Wearable Devices: A Case Study on COVID-19. npj Digital Medicine, 5, 130 (2022). [DOI]  [Impact Factor: 15.357]
  11. Shandhi, M.M.H., Fan, J., Heller, J.A., Etemadi, M., Klein, L. and Inan, O., 2022. Estimation of Changes in Intracardiac Hemodynamics Using Wearable Seismocardiography and Machine Learning in Patients with Heart Failure: A Feasibility Study. Accepted in Transaction of Biomedical Engineering. [DOI][PDF]
  12. Shandhi, M.M.H., Goldsack, J.C., Ryan, K., Bennion, A., Kotla, A.V., Feng, A., Jiang, Y., Wang, W.K., Hurst, T., Patena, J., Carini, S., Chung, J., and Dunn, J., 2021. A Systematic Review of Recent Academic Research on Clinically-Relevant Digital Measures. Journal of medical Internet research, 23(9), p.e29875. [DOI][PDF]
  13. Quesada, O.*, Shandhi, M.M.H.* , Beach, S., Dowling, S., Tandon, D., Heller, J.A., Etemadi, M., Roy, S., Inan, O., Gonzalez, J. and Klein, L. (2021) Use of ballistocardiography to monitor cardiovascular hemodynamics in preeclampsia, Women’s Health Report 2:1, 97–105 [DOI][PDF] 
  14. Wittbrodt, M.T., Gurel, N.Z., Nye, J.A., Shandhi, M.M.H., Gazi, A.H., Shah, A.J., Pearce, B.D., Murrah, N., Ko, Y.A., Shallenberger, L.H. and Vaccarino, V., 2021. Non-Invasive Cervical Vagal Nerve Stimulation Alters Brain Activity During Traumatic Stress in Individuals with Posttraumatic Stress Disorder. Psychosomatic Medicine. [DOI]
  15. Bremner, J.D., Wittbrodt, M.T., Gurel, N.Z., Shandhi, M.H., Gazi, A.H., Jiao, Y., Levantsevych, O.M., Huang, M., Beckwith, J., Herring, I. and Murrah, N., 2021. Transcutaneous Cervical Vagal Nerve Stimulation in Patients with Posttraumatic Stress Disorder (PTSD): A Pilot Study of Effects on PTSD Symptoms and Interleukin-6 Response to Stress. Journal of Affective Disorders Reports, p.100190. [DOI]
  16. Shandhi, M.M.H., Hersek, S., Fan, J., Sander, E., Marco, T.D., Heller, J.A., Etemadi, M., Klein, L. and Inan, O., Wearable Patch Based Estimation of Oxygen Uptake and Assessment of Clinical Status during Cardiopulmonary Exercise Testing in Patients with Heart Failure. Journal of Cardiac Failure, in Press, 2020.  [DOI] [PDF] [Supplementary Materials pdf]
  17. Shandhi, M.M.H., Bartlett, W.H., Heller, J.A., Etemadi, M., Young, A., Ploetz, T. and Inan, O., Estimation of Instantaneous Oxygen Uptake during Exercise and Daily Activities using a Wearable Cardio-Electromechanical and Environmental Sensor. IEEE Journal of Biomedical Health Informatics, in Press, 2020. [PDF]  [DOI]
  18. Shandhi, M.M.H. and Negi, S., Fabrication of Out-of-Plane High Channel Density Microelectrode Neural Array with 3D Recording and Stimulation Capabilities. in Journal of Microelectromechanical Systems, vol. 29, no. 4, pp. 522-531, Aug. 2020. [PDF] [DOI]
  19. Xia, Z., Shandhi, M.M.H., Li, Y., Inan, O.T. and Zhang, Y.,  The Delineation of Fiducial Points for Non-contact Radar Seismocardiogram Signals without Concurrent ECG.  IEEE Journal of Biomedical Health Informatics, in Press, 2020. [PDF] [DOI]
  20. Gurel, N.Z., Wittbrodt, M.T., Jung, H., Shandhi, M.M.H., Driggers, E.G., Ladd, S.L., Huang, M., Ko, Y.A., Shallenberger, L., Beckwith, J., Nye, J.A., Pearce, B., Vaccarino, V., Shah, A.J., Inan, O.T. and Bremner, J.D., Transcutaneous Cervical Vagal Nerve Stimulation Reduces Sympathetic Responses to Stress in Posttraumatic Stress Disorder: A Double-Blind, Randomized, Sham Controlled Trial. Neurobiology of Stress, in Press, 2020.
  21. Wittbrodt, M.T., Gurel, N.Z., Nye, J.A., Ladd, S.L., Shandhi, M.M.H., Huang, M., Shah, A.J., Pearce, B.,  Alam, Z.S., Rapaport, M.H., Murrah, N., Ko, Y.A., Haffer, A.A., Shallenberger, L., Vaccarino, V., Inan, O.T. and Bremner, J.D., 2020. Non-invasive vagal nerve stimulation decreases brain activity during trauma scripts. Brain stimulation, in Press, 2020. [PDF] [DOI]
  22. Bremner, J.D., Gurel, N.Z., Wittbrodt, M.T., Shandhi, M.H., Rapaport, M.H., Nye, J.A., Pearce, B.D., Vaccarino, V., Shah, A.J., Park, J., Bikson, M. and Inan, O.T., 2020. Application of Noninvasive Vagal Nerve Stimulation to Stress-Related Psychiatric Disorders. J. Pers. Med. 2020, 10, 119.[PDF] [DOI]
  23. Gurel, N.Z., Huang, M., Wittbrodt, M.T., Jung, H., Ladd, S.L., Shandhi, M.M.H., Ko, Y.A., Shallenberger, L., Nye, J.A., Pearce, B. and Vaccarino, V., 2020. Quantifying acute physiological biomarkers of transcutaneous cervical vagal nerve stimulation in the context of psychological stress. Brain stimulation, 13(1), pp.47-59 [DOI]
  24. Bremner, J., Gurel, N.Z.; Jiao, Y., Wittbrodt, M.T., Levantsevych, O.M., Huang, M., Jung, H., Shandhi, M.M.H., Beckwith, J., Herring, I., Rapaport, M.H., Murrah, N., Driggers, E., Ko, Y.A., Alkhalaf, M.J.L., Soudan, M., Song, J., Ku, B.S., Shallenberger, L., Hankus, A.N., Nye. J.A., Park, J., Vaccarino, V., Shah, A.J., Inan, O.T. and Pearce, B.D., Transcutaneous Vagal Nerve Stimulation Blocks Stress-Induced Activation of Interleukin-6 and Interferon-γ in Posttraumatic Stress Disorder: A Double-Blind, Randomized, Sham-Controlled Trial. Brain, Behavior, & Immunity – Health, in Press, 2020.
  25. Shandhi, M.M.H., Semiz, B., Hersek, S., Goller, N., Ayazi, F. and Inan, O., 2019. Performance Analysis of Gyroscope and Accelerometer Sensors for Seismocardiography-Based Wearable Pre-Ejection Period Estimation. IEEE journal of biomedical and health informatics. [PDF] [DOI]
  26. Hersek, S., Semiz, B., Shandhi, M.M.H., Orlandic, L. and Inan, O.T., 2019. A Globalized Model for Mapping Wearable Seismocardiogram Signals to Whole-Body Ballistocardiogram Signals Based on Deep Learning. IEEE journal of biomedical and health informatics. [DOI]
  27. Aydemir, V.B., Nagesh, S., Shandhi, M.M.H., Fan, J., Klein, L., Etemadi, M., Heller, J.A., Inan, O. and Rehg, J.M., 2019. Classification of Decompensated Heart Failure from Clinical and Home Ballistocardiography. IEEE Transactions on Biomedical Engineering. [DOI]
  28. Yao, Y., Ghasemi, Z., Shandhi, M., Ashouri, H., Xu, L., Mukkamala, R., Inan, O. and Hahn, J.O., 2019. Mitigation of Instrument-Dependent Variability in Ballistocardiogram Morphology: Case Study on Force Plate and Customized Weighing Scale. IEEE journal of biomedical and health informatics. [DOI]
  29. Zia, J.S., Kimball, J., Hersek, S., Shandhi, M., Semiz, B. and Inan, O., 2019. A Unified Framework for Quality Indexing and Classification of Seismocardiogram Signals. IEEE journal of biomedical and health informatics. [DOI]
  30. Kh Dehkordi, P., Khosrow-Khavar, F., Di Rienzo, M., Inan, O.T., Schmidt, S.E., Blaber, A., Sørensen, K., Struijk, J.J., Zakeri, V., Lombardi, P. and Shandhi, M.H., 2019. Comparison of Different Methods for Estimating Cardiac Timings: A Comprehensive Multimodal Echocardiography Investigation. Frontiers in physiology, 10, p.1057. [DOI]
  31. Xia, Z., Shandhi, M.M.H., Inan, O.T. and Zhang, Y., 2018. Non-Contact Sensing of Seismocardiogram Signals Using Microwave Doppler Radar. IEEE Sensors Journal, 18(14), pp.5956-5964. [DOI]
  32. Shandhi, M.M.H., Leber, M., Hogan, A.L., Warren, D.J., Bhandari, R. and Negi, S., 2017. Reusable High Aspect Ratio 3-D Nickel Shadow Mask. IEEE Journal of Microelectromechanical Systems, 26(2), pp.376-384. [DOI] [PDF]
  33. Leber, M., Bhandari, R., Mize, J., Warren, D.J., Shandhi, M.M.H., Solzbacher, F. and Negi, S., 2017. Long term performance of porous platinum coated neural electrodes. Biomedical microdevices, 19(3), p.62. [DOI]
  34. Leber, M., M. M. H. Shandhi, A. Hogan, F. Solzbacher, R. Bhandari, and S. Negi. “Different methods to alter surface morphology of high aspect ratio structures.” Applied Surface Science365 (2016): 180-190. [DOI]

Conference Articles and Abstracts

  1. Wang, W.K., Yang, J., Hershkovich, L., Jeong, H., Chen, B., Singh, K., Roghanizad, A.R., Shandhi, M.M.H., Spector, A.R. and Dunn, J., 2024, July. Addressing Wearable Sleep Tracking Inequity: A New Dataset and Novel Methods for a Population with Sleep Disorders. In Conference on Health, Inference, and Learning (pp. 380-396). PMLR. [Best Paper Award]
  2. Chen, B., Yang, J., Wang, K.W., Jeong, H., Ashar, P., Hershkovich, L., Shandhi, M.M.H. and Dunn, J.P., 2023, October. Neurological Outcome Prediction After Cardiac Arrest: A Multi-Level Deep Learning Approach with Feature and Decision Fusion. In 2023 Computing in Cardiology (CinC) (Vol. 50, pp. 1-4). IEEE.
  3. Shandhi, M.M.H.*, Cho, P.J.*, Tseng, T., Lakhanpal, A., Ginsburg, G.S., Woods, C.W., Shaw, R. and Dunn, J., Analyzing Retention in a Remote Digital Health Study: A Case Study with CovIdentify . In 2022 IEEE EMBS International Conference on Biomedical Health Informatics (BHI). IEEE. *Co-First Author
  4. Shandhi, M.M.H., Bent, B., Carini, S., Hammond, W.E., Shaw, R., Sim, I. and Dunn, J., Incorporating Digital Health into Clinical Workows: The Future of Longitudinal, Remote, and Assisted Patient Monitoring. In 2022 American Medical Informatics Association (AMIA) Annual Symposium. 
  5. Shandhi, M.M.H., Janson, N., Singh, G., Lu, B., Hillygus, S., Maddocks, J.M. and Dunn, J., Assessment of Ownership of Smart Devices and the Acceptability of Digital Health Data Sharing among Duke Patients. In 2022 AMIA Annual Symposium. [Distinguished Poster Nominee]
  6. Shandhi, M.M.H.*, Cho, P.J.*, Roghanizad, A.R.*, Singh, K., Wang, W.K., Bahmani, A., Alavi, A., Snyder, M.P., Ginsburg, G.S., Pasquale., D.K., Woods, C.W., Shaw, R., and Dunn, J. Leveraging Data from Commercial Wearable Devices to Improve Diagnostic Testing Allocation in Resource-Limited Settings. In 2022 Biomedical Engineering Society (BMES) Annual Meeting. *Co-First Author
  7. Shandhi, M.M.H., Molinger, J., Inan, O.T., Dunn, J. and Fudim, M., Comparison of Peripheral Tissue Oxygen Saturation between Patients with Heart Failure and Controls during a Submaximal Exercise Test: A Pilot Study. In 2022 Heart Failure Society of America (HFSA) conference. 
  8. Shandhi, M.M.H., Cho, P.J., Shaw, R. and Dunn, J., Mitigation of Demographic Imbalances Resulting from Bring-Your-Own-Device Study Design. In 2022 Grand Challenges in Personal Informatics and AI: ACM Conference on Human Factors in Computing Systems (CHI) Workshop.
  9. Shandhi, M.M.H. and Dunn, J., Cardiorespiratory Fitness Monitoring Using Wearables. In 2022 Energetics in Anthropology Workshop.
  10. Semiz, B., Gursoy, M.E., Shandhi, M.M.H., Orlandic, L., Mooney, V.J. and Inan, O.T., Automatic Subject Identification Using Scale-Based Ballistocardiogram Signals. In 2021 EAI MobiHealth.
  11. Shandhi, M.M.H., Cho, P.J., Wang, W.K., Singh, K., Ginsburg, G.S., Shaw, R. and Dunn, J., CovIden-tify: Using Commercial Wearable Devices and Smartphones to Detect and Monitor COVID-19. In 2021 IEEE EMBS International Conference on Biomedical Health Informatics (BHI). IEEE.
  12. Shandhi, M.M.H., Aras, M., Wynn, S., Fan, J., Heller, J.A., Etemadi, M., Klein, L. and Inan, O.T., 2020. Cardiac Function Monitoring for Patients Undergoing Cancer Treatments Using Wearable Seismocardiography: A Proof-of-Concept Study. In 2020 IEEE Engineering in Medicine and Biology Society Conference (EMBC). [PDF]
  13. Shandhi, M.M.H., Fan, J., Heller, J.A., Etemadi, M., Inan, O. and Klein, L., 2020. Non-Invasive Seismocardiography Can Accurately Track Changes in Pulmonary Artery Pressures during Vasodilator Challenge at The Time of Right Heart Catheterization. Journal of the American College of Cardiology, 75(11 Supplement 1), p.2075.
  14. Shandhi, M.M.H., Fan, J., Heller, J.A., Etemadi, M., Inan, O.T. and Klein, L., 2019. Seismocardiography and Machine Learning Algorithms to Assess Clinical Status of Patients with Heart Failure in Cardiopulmonary Exercise Testing. Journal of Cardiac Failure, 25(8), pp.S64-S65.
  15. Shandhi, M.M.H., Fan, J., Heller, J.A., Etemadi, M.M.H., Inan, O.T. and Klein, L., 2019, May. Seismocardiography can track right heart catheterization parameters in patients with heart failure: a pilot study. In European Journal OF Heart Failure (Vol. 21, pp. 255-255). 111 River ST, Hoboken 07030-5774, NJ USA: WILEY.
  16. Semiz, B.*, Shandhi, M.M.H.*, Fan, J., Dowling, S., Klein, L. and Inan, O.T., Quantification of Hemodynamic Responses to Diuretic Changes in Patients with Heart Failure using Ballistocardiogram and Electrocardiogram Recordings. In 2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) (pp. 1-4). IEEE.
  17. Zia, J., Kimball, J., Shandhi, M.H. and Inan, O.T., 2019, May. Automated Identification of Persistent Time-Domain Features in Seismocardiogram Signals. In 2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) (pp. 1-4). IEEE.
  18. Gurel, N.Z., Jung, H.H., Hankus, A., Ladd, S.L., Shandhi, M.H., Huang, M., Rhodes, S.D., Shallenberger, L., Pearce, B.D., Shah, A. and Vaccarino, V., 2019. Abstract# 36: Toward Wearable Sensing Enabled Closed-Loop Non-invasive Vagus Nerve Stimulation: A Study of Real-Time Physiological Biomarkers. Brain Stimulation: Basic, Translational, and Clinical Research in Neuromodulation, 12(2), p.e13.
  19. Bremner, J., Gurel, N., Wittbrodt, M., Nye, J., Alam, Z., Herring, I., Ladd, S., Shallenberger, L., Haffer, A., Levantsevych, O. and Murrah, N., 2019. Non-invasive Vagal Nerve Stimulation Paired with Stress Exposure in Posttraumatic Stress Disorder (PTSD). Brain Stimulation: Basic, Translational, and Clinical Research in Neuromodulation, 12(2), p.438.
  20. Bremner, J.D., Wittbrodt, M., Gurel, N.Z., Nye, J., Alam, Z., Vaccarino, V., Ladd, S.L., Shallenberger, L.H., Huang, M., Ko, Y.Y. and Pearce, B., 2019. Abstract# 9: Brain Correlates of Non-Invasive Vagal Nerve Stimulation in Stress. Brain Stimulation: Basic, Translational, and Clinical Research in Neuromodulation, 12(2), pp.e3-e4.
  21. Shandhi, M.M.H., Fan, J., Heller, A.J., Etemadi, M., Inan, O.T. and Klein, L., 2018. Seismocardiography Can Assess Cardiopulmonary Exercise Test Parameters in Patients with Heart Failure. Journal of Cardiac Failure, 24(8), pp.S124-S125.
  22. Shandhi, M.M.H., Fan, J., Dowling, S., Inan, O.T. and Klein, L.I.V.I.U., 2018, May. Using ballistocardiography measurements to assess diuretic effects in patients with heart failure. In European Journal of Heart Failure (Vol. 20, pp. 69-69). 111 River ST, Hoboken 07030-5774, NJ USA: WILEY.
  23. Gurel, N.Z., Shandhi, M.M.H., Bremner, J.D., Vaccarino, V., Ladd, S.L., Shallenberger, L., Shah, A. and Inan, O.T., 2018, March. Toward closed-loop transcutaneous vagus nerve stimulation using peripheral cardiovascular physiological biomarkers: A proof-of-concept study. In 2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (pp. 78-81). IEEE. [Runner-up Best Paper Awardee]
  24. Shandhi, M.M.H., Dowling, S., Fan, J., Dowling, S., Inan, O.T. and Klein, LIVIU, 2018, May. Use of Ballistocardiography Can Monitor Hemodynamic Changes in Patients with Heart Failure. In the International Society for Mechanical Circulatory Support Conference, Tucson, Az, USA, 2017.
  25. Shandhi, M.M.H., Hersek, S. and Inan, O.T., 2017, February. A finite element model of knee electrical bioimpedance for facilitating edema quantification. In Biomedical & Health Informatics (BHI), 2017 IEEE EMBS International Conference on (pp. 73-76). IEEE.
  26. Shandhi, M.M.H., Xia, Z., Inan, O.T. and Zhang, Y., 2017. Clutter Effect on the Noncontact Seismocardiogram Signals Measured using Microwave Radars. Structural Health Monitoring 2017, (shm).
  27. Xia, Z., Shandhi, M.M.H., Inan, O.T. and Zhang, Y., 2017. Interference and Removal of Respiration Harmonics on Noncontact Seismo-cardiogram Signals. Structural Health Monitoring 2017, (shm).
  28. Shandhi, M. M. H., M. Leber, A. Hogan, R. Bhandari, and S. Negi. “A novel method of fabricating high channel density neural array for large neuronal mapping.” In Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS), 2015 Transducers-2015 18th International Conference on, pp. 1759-1762. IEEE, 2015.
  29. Leber, M., M. M. H. Shandhi, R. Bhandari, and S. Negi. “Maskless method to selectively etch Parylene-C from high aspect ratio neural devices.” In Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS), 2015 Transducers-2015 18th International Conference on, pp. 1303-1306. IEEE, 2015.
  30. Negi, S., Hogan, A., Leber, M., Shandhi, M.M.H. and Bhandari, R., 2015, June. Novel design and fabrication of double side penetrating neural electrode array. In Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS), 2015 Transducers-2015 18th International Conference on(pp. 1731-1734). IEEE.
  31. Islam, M.S., Das, S. and Shandhi, M.M.H., 2010, December. Design, fabrication and performance evaluation of a piezoresistive arsenic sensor. In Electrical and Computer Engineering (ICECE), 2010 International Conference on(pp. 239-242). IEEE.

Book Chapters

  1. Kimball, J.P., Gazi, A.H., Ozmen, G.C., Jung, H., Shandhi, M.M.H., Mabrouk, S., Gharehbaghi, S., Ganti, V.G. and Inan, O.T., 2023. Noninvasive Multimodal Physiological Sensing Systems. [DOI]
  2. Bremner, J.D., Wittbrodt, M.T., Gurel, N.Z., Shandhi, M.M.H., Gazi, A.H., Park, J. and Inan, O.T., 2023. Transcutaneous Vagal Nerve Stimulation in Trauma Spectrum Psychiatric Disorders. Vagus Nerve Stimulation, pp.157-184. [DOI]

Preview Articles

  1. Shandhi, M.M.H., Wang, W.K., and Dunn, J., 2021.  Taking the time for our bodies: How wearables can be used to assess circadian physiology. Cell Reports Methods [DOI] [PDF]

Viewpoint and Commentary

  1. Shandhi, M.M.H. and Dunn, J.P., 2022. “AI in Medicine: Where are we now and where are we going?” Cell Reports Medicine [Accepted]. 
  2. Cho, P.J., Yi, J., Ho, E., Shandhi, M.M.H., Dinh, Y., Patil, A., Martin, L., Singh, G., Bent, B., Ginsburg, G., Smuck, M., Woods, C., Shaw, R. and Dunn, J.P. 2022. Demographic Imbalances Resulting From the Bring-Your-Own-Device Study Design. JMIR mHealth and uHealth, 10(4), p.e29510.  [DOI]

Patents

  1. Inan, O.T., Aydemir, V.B., Rehg, J. and Shandhi, M.M.H., Georgia Tech Research Corporation, 2022. Systems and methods for measuring hemodynamic parameters with wearable cardiovascular sensing. U.S. Patent Application WO2022115228A1.
  2. Negi, S., Bhandari, R. and Shandi, M.H., University of Utah Research Foundation (UURF), 2019. Structure and methodology for a shadow mask having hollow high aspect ratio projections. U.S. Patent Application 10/172,558.

Invited Talks

  1. “Challenges in Bring-Your-Own-Device Design-based Digital Health Studies to Develop Reliable and Generalizable AI Tools for Healthcare Application” in Duke AI Health Spring Seminar Series 2023 (May 2023)
  2. “CovIdentify: Using Smart Devices to Detect and Monitor COVID-19” in Duke Institute for Brain Sciences (DIBS) CCN Colloquium Series Spring 2022 (Feb 2022)
  3. “Wearable Health Monitoring for Chronic and Infectious Diseases” in Duke AI for Product Innovation Program (Sept 2021)
  4. “Digital Health @ Duke University” in Duke Research in Engineering Program (DukeREP) (June 2021)

Workshops & Tutorials

  1. “Unraveling Challenges in Time Series Analysis with Open Source Tools for Digital Health Applications” in IEEE BHI 2023. (Oct 2023)
  2. “Digital Biomarker Discovery Project: Sleep Health Monitoring Using Wearables” in NHLBI Workshop on Big Data Integration: Unlocking the Potential for Enhanced Epidemiological Research. (Sept 2023)
  3. “Incorporating Digital Health into Clinical Workflows: The Future of Longitudinal, Remote, and Assisted Patient Monitoring” in AMIA 2022. (Nov 2022)
  4. “Digital Biomarkers for Physiological and Mental Health Monitoring: Potential, Challenges, and Areas for Future Development” in UbiComp 2022. (Sept 2022)