Publications
(We listed the publications since the inception of the Resonance Lab in March 2024)
Embedded Files
Featured Journal Publications
Featured Journal Publications
Salvi Cruz, Samantha, et al. "Translating AI research into reality: summary of the 2025 voice AI Symposium and Hackathon." Frontiers in Digital Health 8 (2026): 1754426.
Salvi Cruz, Samantha, et al. "Translating AI research into reality: summary of the 2025 voice AI Symposium and Hackathon." Frontiers in Digital Health 8 (2026): 1754426.
Hassan, Ahnaf Rashik, Muammar Kabir, Shumit Saha, Behrang Keshavarz, and Azadeh Yadollahi. "Development of a Probability Model for High-Resolution Drowsiness Detection using Electroencephalogram." Sleep Medicine (2026): 108733.
Hassan, Ahnaf Rashik, Muammar Kabir, Shumit Saha, Behrang Keshavarz, and Azadeh Yadollahi. "Development of a Probability Model for High-Resolution Drowsiness Detection using Electroencephalogram." Sleep Medicine (2026): 108733.
P. Velmovitsky, C. Keown‑Stoneman, K. Pfisterer, J. Hews‑Girard, J. Saliba, S. Saha, S. Patten, N. King, A. Duffy, Q. Pham, "Development of a Recommendation Engine to University Student Mental Health Support Aligned With Stepped Care: Longitudinal Cohort Study," Journal of Medical Internet Research, 2025;27:e72669
P. Velmovitsky, C. Keown‑Stoneman, K. Pfisterer, J. Hews‑Girard, J. Saliba, S. Saha, S. Patten, N. King, A. Duffy, Q. Pham, "Development of a Recommendation Engine to University Student Mental Health Support Aligned With Stepped Care: Longitudinal Cohort Study," Journal of Medical Internet Research, 2025;27:e72669
Saha, S., Ross, H., Velmovitsky, P.E. et al. Machine learning enhanced expert system for detecting heart failure decompensation using patient-reported vitals and electronic health records. Sci Rep 15, 30979 (2025).
Saha, S., Ross, H., Velmovitsky, P.E. et al. Machine learning enhanced expert system for detecting heart failure decompensation using patient-reported vitals and electronic health records. Sci Rep 15, 30979 (2025).
Sarker, Farhana, Rony Chowdhury Ripan, Moinul H. Chowdhury, AKM Nazmul Islam, Mashiar Rahman, Shariful Islam, Shumit Saha, and Khondaker A. Mamun. "Stroke prevalence and risk factors in rural communities within a Resource-Constrained South Asian setting: Population-Based study of 1.3 million individuals." JMIR Public Health and Surveillance 11 (2025): e46122.
Sarker, Farhana, Rony Chowdhury Ripan, Moinul H. Chowdhury, AKM Nazmul Islam, Mashiar Rahman, Shariful Islam, Shumit Saha, and Khondaker A. Mamun. "Stroke prevalence and risk factors in rural communities within a Resource-Constrained South Asian setting: Population-Based study of 1.3 million individuals." JMIR Public Health and Surveillance 11 (2025): e46122.
Saha, Shumit, Nasim Montazeri Ghahjaverestan, and Azadeh Yadollahi. "Separating Obstructive and Central Respiratory Events during Sleep using Breathing Sounds: Utilizing Transfer Learning on Deep Convolutional Networks." Sleep Medicine (2025): 106485.
Saha, Shumit, Nasim Montazeri Ghahjaverestan, and Azadeh Yadollahi. "Separating Obstructive and Central Respiratory Events during Sleep using Breathing Sounds: Utilizing Transfer Learning on Deep Convolutional Networks." Sleep Medicine (2025): 106485.
Kabir, Muammar M., Atousa Assadi, Shumit Saha, Bojan Gavrilovic, Kaiyin Zhu, Susanna Mak, and Azadeh Yadollahi. "Unveiling the Impact of Respiratory Event-Related Hypoxia on Heart Sound Intensity During Sleep Using Novel Wearable Technology." Nature and Science of Sleep (2024): 1623-1636.
Kabir, Muammar M., Atousa Assadi, Shumit Saha, Bojan Gavrilovic, Kaiyin Zhu, Susanna Mak, and Azadeh Yadollahi. "Unveiling the Impact of Respiratory Event-Related Hypoxia on Heart Sound Intensity During Sleep Using Novel Wearable Technology." Nature and Science of Sleep (2024): 1623-1636.
Shumit Saha, Anand Rattansingh, Rosemary Martino, Keerthana Viswanathan, Anamika Saha, Nasim Montazeri Ghahjaverestan, and Azadeh Yadollahi, "A pilot observation using ultrasonography and vowel articulation to investigate the influence of suspected obstructive sleep apnea on upper airway." Scientific Reports 14, no. 1 (2024): 6144.
Shumit Saha, Anand Rattansingh, Rosemary Martino, Keerthana Viswanathan, Anamika Saha, Nasim Montazeri Ghahjaverestan, and Azadeh Yadollahi, "A pilot observation using ultrasonography and vowel articulation to investigate the influence of suspected obstructive sleep apnea on upper airway." Scientific Reports 14, no. 1 (2024): 6144.
Saha, Shumit, Keerthana Viswanathan, Anamika Saha, and Azadeh Yadollahi. "Feasibility of Acoustic Features of Vowel Sounds in Estimating the Upper Airway Cross Sectional Area during Wakefulness: A Pilot Study." Speech Communication (2024): 103144.
Saha, Shumit, Keerthana Viswanathan, Anamika Saha, and Azadeh Yadollahi. "Feasibility of Acoustic Features of Vowel Sounds in Estimating the Upper Airway Cross Sectional Area during Wakefulness: A Pilot Study." Speech Communication (2024): 103144.
Conference Publications
Conference Publications
Li, Chang, et al. "EEG-to-fMRI knowledge distillation empowers few-shot resting-state fMRI vigilance detection." Medical Imaging 2026: Image Processing. Vol. 13925. SPIE, 2026. [Full paper]
Li, Chang, et al. "EEG-to-fMRI knowledge distillation empowers few-shot resting-state fMRI vigilance detection." Medical Imaging 2026: Image Processing. Vol. 13925. SPIE, 2026. [Full paper]
Liu, X.C., Velmovitsky, P.E., Kanaan, D., Lohani, R., Mohabir, V., Wiljer, D., Cafazzo, J., Raza, S., Bellard, B., Saha, S. and Alfred, M., 2026, July. What Does It Mean for LLMs to Be Empathetic? A Co-design Study of Patient Trust in LLM-Based Chronic Care for Heart Failure. In International Conference on Artificial Intelligence in Medicine (pp. 156-160). Cham: Springer Nature Switzerland. [Full paper]
Liu, X.C., Velmovitsky, P.E., Kanaan, D., Lohani, R., Mohabir, V., Wiljer, D., Cafazzo, J., Raza, S., Bellard, B., Saha, S. and Alfred, M., 2026, July. What Does It Mean for LLMs to Be Empathetic? A Co-design Study of Patient Trust in LLM-Based Chronic Care for Heart Failure. In International Conference on Artificial Intelligence in Medicine (pp. 156-160). Cham: Springer Nature Switzerland. [Full paper]
Saha, S., White, K., Kotun Jr, H., Sands, S. A., Wellman, A., Gomes Carneiro Monteiro, J., & Vena, D. (2026). B20-10 Machine Learning for Predicting Site of Upper Airway Collapse From Snoring Sounds Recorded During Dise. American Journal of Respiratory and Critical Care Medicine, 212(Supplement_1), aamag162-6337.[Abstract]
Saha, S., White, K., Kotun Jr, H., Sands, S. A., Wellman, A., Gomes Carneiro Monteiro, J., & Vena, D. (2026). B20-10 Machine Learning for Predicting Site of Upper Airway Collapse From Snoring Sounds Recorded During Dise. American Journal of Respiratory and Critical Care Medicine, 212(Supplement_1), aamag162-6337.[Abstract]
Saha, S., & Bailey, E. (2026). A80-1-05 Predicting Long-term Stroke Occurrence Using Ecg Signals From a Single-night Polysomnography. American Journal of Respiratory and Critical Care Medicine, 212(Supplement_1), aamag162-6326. [Abstract]
Saha, S., & Bailey, E. (2026). A80-1-05 Predicting Long-term Stroke Occurrence Using Ecg Signals From a Single-night Polysomnography. American Journal of Respiratory and Critical Care Medicine, 212(Supplement_1), aamag162-6326. [Abstract]
Bellard, Broderick, Xinyi Celine Liu, Raima Lohani, Shaina Raza, Pedro Elkind Velmovitksy, Quynh Pham, and Shumit Saha. "Development and Evaluation of an Agentic RAG with Embedded LLM-as-a Judge for Heart Failure Management: A Pilot Study." In 2025 IEEE International Conference on Big Data (BigData), pp. 7770-7774. IEEE, 2025. [Full paper]
Bellard, Broderick, Xinyi Celine Liu, Raima Lohani, Shaina Raza, Pedro Elkind Velmovitksy, Quynh Pham, and Shumit Saha. "Development and Evaluation of an Agentic RAG with Embedded LLM-as-a Judge for Heart Failure Management: A Pilot Study." In 2025 IEEE International Conference on Big Data (BigData), pp. 7770-7774. IEEE, 2025. [Full paper]
Saha, S., Neupane, S., Bellard, B., & Tripathi, H. (2025, October). Agentic Retrieval-Augmented Generation (RAG) for Chronic Disease Self-Care Management: A Demonstration Workshop. In ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025), Philadelphia, PA, USA. [Workshop]
Saha, S., Neupane, S., Bellard, B., & Tripathi, H. (2025, October). Agentic Retrieval-Augmented Generation (RAG) for Chronic Disease Self-Care Management: A Demonstration Workshop. In ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025), Philadelphia, PA, USA. [Workshop]
S. Saha, N. Whittenbarger, and A. Cao. Effect of Obesity on Upper Airway Area During Vowel Articulation: An MRI-based Study, Am J Respir Crit Care Med 2025;211:A4750. [Abstract]
S. Saha, N. Whittenbarger, and A. Cao. Effect of Obesity on Upper Airway Area During Vowel Articulation: An MRI-based Study, Am J Respir Crit Care Med 2025;211:A4750. [Abstract]
S. Saha, E. Bailey, and A. Cao. Racial Differences in Features Between Mesa and SHHS Datasets: Understanding Attribute Biases, Am J Respir Crit Care Med 2025;211:A3387. [Abstract]
S. Saha, E. Bailey, and A. Cao. Racial Differences in Features Between Mesa and SHHS Datasets: Understanding Attribute Biases, Am J Respir Crit Care Med 2025;211:A3387. [Abstract]
S. Chavoshian and S. Saha. Predicting Fatal Cardiovascular Outcomes: The Role of Sleep-Related Variables, Am J Respir Crit Care Med 2025;211:A5195. [Abstract]
S. Chavoshian and S. Saha. Predicting Fatal Cardiovascular Outcomes: The Role of Sleep-Related Variables, Am J Respir Crit Care Med 2025;211:A5195. [Abstract]
S. Saha, T. Boyd, D. Vena, and A. Cao. Effect of Race on Facial and Soft Tissue Structures in Obstructive Sleep Apnea: A Systematic Review of Imaging Studies, Am J Respir Crit Care Med 2025;211:A4749. [Abstract]
S. Saha, T. Boyd, D. Vena, and A. Cao. Effect of Race on Facial and Soft Tissue Structures in Obstructive Sleep Apnea: A Systematic Review of Imaging Studies, Am J Respir Crit Care Med 2025;211:A4749. [Abstract]
B. Taghibeyglou, A. Chow, P. Mclaurin, O. Yasokaran, R. Adams, M. Mohammed, M. Singh, N. Ayas, S. R. Pendharkar, F. R. Almeida, V. Rac, S. Saha, A. Yadollahi, "Towards An Accessible Speech-based Obstructive Sleep Apnea Screening Tool for Underserved Populations," 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Orlando, Florida, USA. [Full paper]
B. Taghibeyglou, A. Chow, P. Mclaurin, O. Yasokaran, R. Adams, M. Mohammed, M. Singh, N. Ayas, S. R. Pendharkar, F. R. Almeida, V. Rac, S. Saha, A. Yadollahi, "Towards An Accessible Speech-based Obstructive Sleep Apnea Screening Tool for Underserved Populations," 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Orlando, Florida, USA. [Full paper]
B. Taghibeyglou, A. Chow, P. Mclaurin, O. Yasokaran, R. Adams, M. Mohammed, M. Singh, N. Ayas, S.R. Pendharkar, F.R. Almeida, V. Rac, S. Saha, and A. Yadollahi. Investigating Speech-based Features in Differentiating Obstructive Sleep Apnea in People Experiencing Homelessness, Am J Respir Crit Care Med 2024;209:A6733. [Abstract]
B. Taghibeyglou, A. Chow, P. Mclaurin, O. Yasokaran, R. Adams, M. Mohammed, M. Singh, N. Ayas, S.R. Pendharkar, F.R. Almeida, V. Rac, S. Saha, and A. Yadollahi. Investigating Speech-based Features in Differentiating Obstructive Sleep Apnea in People Experiencing Homelessness, Am J Respir Crit Care Med 2024;209:A6733. [Abstract]
S. Chavoshian, J. Cafazzo, S. Saha, "The Effect of Angiotensin-Converting Enzyme Inhibitors Therapy on Quality of Sleep," American Thoracic Society International Conference 2024, San Diego, California, United States. [Abstract]
S. Chavoshian, J. Cafazzo, S. Saha, "The Effect of Angiotensin-Converting Enzyme Inhibitors Therapy on Quality of Sleep," American Thoracic Society International Conference 2024, San Diego, California, United States. [Abstract]
Under Review
Under Review
Edward Nemmeth et. al, "Detecting Driver Drowsiness Using Peripheral Physiological Signals: A Systematic Review" - Submitted to Accident Analysis and Prevention.
Edward Nemmeth et. al, "Detecting Driver Drowsiness Using Peripheral Physiological Signals: A Systematic Review" - Submitted to Accident Analysis and Prevention.
Hussey et. al, "A digital respiratory ecosystem for people living with asthma: a mixed methods pilot study" - Submitted to JMIR mHealth and uHealth
Hussey et. al, "A digital respiratory ecosystem for people living with asthma: a mixed methods pilot study" - Submitted to JMIR mHealth and uHealth
Evann et. al, "Variability in Sleep-Related Features Across Population Subgroups in Sleep Datasets: Implications on Predictive Modelling Fairness" - Submitted to JMIR Formative Research
Evann et. al, "Variability in Sleep-Related Features Across Population Subgroups in Sleep Datasets: Implications on Predictive Modelling Fairness" - Submitted to JMIR Formative Research
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