Table of Contents

• Trigger-Finder: A Real-Time Freezing-of-Gait Trigger Detection System Using an Instruction-Tuned Multimodal Large Language ModelChen Qian, Chuntian Chi, John Clapham, Jiarui Qi, Zherui Zhang, Gina Mari Blackwell, Ingrid Pretzer-Aboff, Leslie Cloud, Meiyi Ma, Gang Zhou 0002, Huajie Shao. 1-12 [doi]
• RRPIPS: Respiratory Waveform Reconstruction using Persistent Independent Particles tracking from videoZahid Hasan 0001, Masud Ahmed, Shadman Sakib, Snehalraj Chugh, Md Azim Khan, Abu Zaher Md Faridee, Nirmalya Roy. 13-24 [doi]
• PolypSEAG-Net: Enhanced Polyp Segmentation with Attention Gates and Squeeze-and-ExcitationDengyi Liu, Ming Ma 0004, Hua Fang 0001, Honggang Wang. 25-36 [doi]
• Personalized Eating Detection From Wrist MotionYu Xuan, Adam W. Hoover. 37-44 [doi]
• A Genetic Neural Architecture Search Framework to Predict Biomarker Status in Cardiovascular Disease Patients during PandemicsTrusting Inekwe, Emmanuel O. Agu, Winnie Mkandawire, Andrés Colubri. 45-56 [doi]
• PulseRide: A Robotic Wheelchair for Personalized Exertion Control with Human-in-the-Loop Reinforcement LearningAzizul Zahid, Bibek Poudel, Danny Scott, Jason Scott, Scott Crouter, Weizi Li, Sai Swaminathan. 57-68 [doi]
• State-Specific Explainable Machine Learning for Predicting Premature Dropout in Medication for Opioid Use DisorderXiangxing Guo, Tongnian Wang, Yuanxiong Guo, Carolina Vivas-Valencia, Cici Bauer, Yanmin Gong 0001. 69-80 [doi]
• Predicting The Severity of Anxiety in Adolescents Through Passively Sensed BehaviorsElaine Zhang, Matthew Clark, Afsaneh Doryab. 81-92 [doi]
• Smartphone Data Gathered Early in Depression Treatment Predicts Treatment OutcomeSoumyashree Sahoo, Md. Zakir Hossain, Chinmaey Shende, Parit Patel, Xinyu Wang 0055, Jinbo Bi, Jayesh Kamath, Alexander Russell, Dongjin Song, Bing Wang 0001. 93-104 [doi]
• Game Connect: A Middleware that Flexibly Connects Games to their Health GoalsGrace Lee, Christine Julien 0001. 105-116 [doi]
• VIBRANT: Early Prediction of Life-Threatening Uterine Atony Using Maternal Heart RateKimberly Trout, Stefanie Modri, Amanda Watson, Insup Lee 0001, Harish Sehdev, James Weimer. 117-128 [doi]
• PuffEM: An E-cigarette Sleeve for Estimating User Nicotine IntakeYiyang Wang, Rishabh Goel, Sheraz Hassan, Taegen J. Doscher, Shilin Wang, Lexington Allen Whalen, Aditya S. Gandhi, Yaman Sangar, Alex Cabral, Xuhai Xu, Josiah D. Hester, Alexander Travis Adams. 129-133 [doi]
• Blood Pressure Estimation from Vibration Signals via Coarse-to-Fine Contrastive Learning, Feature Selection and SynthesisYida Zhang, Jiayu Chen, Yingjian Song, Zixuan Zeng, Xiang Zhang, Qin Lu 0002, Bradley G. Phillips, Zaipeng Xie, WenZhan Song. 134-138 [doi]
• RAG Pipeline for Domain Specific Applications: A Case Study in Disseminating Dementia Care PracticesAaron Cummings, Xinyue Zhang 0001, Mercy Olaniran, Modupe Akintomide. 139-143 [doi]
• OAAgent: Multimodal LLM Agent for Predicting Knee Osteoarthritis ProgressionPegah Ahadian, Mingrui Yang, Eva Powlison, Xiaojuan Li, Wei Xu 0020, Qiang Guan. 144-148 [doi]
• Enhancing Respiratory Disease Diagnosis with Graph Convolutional Networks Through Non-Speech Audio SynthesisRaphael Anaadumba, Nazim A. Belabbaci, Mohammad Arif Ul Alam. 149-153 [doi]
• DietWatch: Towards Low-effort Fine-grained Dietary Monitoring via Smartwatch in Open-World ScenariosZhen Hou, Yucheng Xie, Feng Li 0001. 154-158 [doi]
• Beyond the Diameter: 3D Surface Area Estimation for More Accurate Polyp SizingAlimire Nabijiang, Qilei Chen, Yu Cao 0002, Benyuan Liu. 159-163 [doi]
• ElectroMeter: The Practical Electrolyte Measurement SystemJohn Clapham, Michelle Zhou, Collin MacDonald, Kenneth Koltermann, Ye Gao 0001, Huajie Shao. 164-175 [doi]
• Task as Context Prompting for Accurate Medical Symptom Coding Using Large Language ModelsChengyang He, Wenlong Zhang, Violet Xinying Chen, Yue Ning 0001, Ping Wang 0024. 176-186 [doi]
• HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision MakingSumera Anjum, Hanzhi Zhang, Wenjun Zhou 0001, Eun Jin Paek, Xiaopeng Zhao, Yunhe Feng. 187-198 [doi]
• Explainable Feature Engineering in Health Data Science: Empirical Comparison of ChatGPT-4o and Classical Machine Learning MethodsBehshid Behkamal, Amin Rezaei, Nickolas Littlefield, Samarth Bhardwaj, Leah Reid, Nicole Myers, Soheyla Amirian, Ahmad P. Tafti. 199-210 [doi]
• Matching-Based Off-Policy Evaluation for Reinforcement Learning Applied to Mechanical VentilationJoo Seung Lee, Malini Mahendra, Anil Aswani. 211-221 [doi]
• Ethical AI for Healthcare Systems: Uncertainty-Aware, Fair Federated LearningDian Chen 0007, Qi Zhang 0104, Lance M. Kaplan, Audun Jøsang, Dong Hyun Jeong, Feng Chen 0001, Jin-Hee Cho. 222-233 [doi]
• Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive TasksMirza Farhan Bin Tarek, Raphael Poulain, Rahmatollah Beheshti. 234-244 [doi]
• MedLeak: Multimodal Medical Data Leakage in Secure Federated Learning with Crafted ModelsShanghao Shi, Md Shahedul Haque, Abhijeet Parida, Chaoyu Zhang, Marius George Linguraru, Y. Thomas Hou 0001, Syed Muhammad Anwar, Wenjing Lou. 245-256 [doi]
• Predicting and Understanding College Student Mental Health with Interpretable Machine LearningMeghna Roy Chowdhury, Wei Xuan, Shreyas Sen, Yixue Zhao, Yi Ding 0006. 257-268 [doi]
• Respiratory Rate and Heart Rate in Facial Videos through the Lens of Temporal Pixel VariationZahid Hasan 0001, Masud Ahmed, Nirmalya Roy. 269-273 [doi]
• Deep Learning-Based Multi-Class Model in WSIs: Vision Transformer for Distinguishing Cancer, Tumor, Mitosis, Red Blood Cells, and KaryorrhexisMd. Jobair Hossain Faruk, Bofan He, Jerry Cheng, Huanying Gu, Louis P. Dehner, Mai He. 274-278 [doi]
• Trustworthy AI for Early Dementia Detection: Robust Feature Masking and Clinical InterpretabilityKonstantinos Georgiou, Longjian Liu, Hairong Qi 0001, Xiaopeng Zhao. 279-283 [doi]
• Energy Efficiency and Communication Accuracy Tradeoff in Intra-body NetworksPramita Pandit, Hirsa Kia, Krishna Kant 0001. 284-288 [doi]
• Optimizing Veterinary Language Modeling with Mamba Architecture for Long-Sequence EfficiencyLakshmi Priya Ramisetty, Youshan Zhang. 289-293 [doi]
• Deep Learning for Non-Invasive Glucose Sensing in Synthetic Blood: an In-Vitro StudyEl Arbi Belfarsi, Sophie Brubaker, Maria Valero, Katherine H. Ingram. 294-298 [doi]
• UniSegNet: A Unified Deep Learning Framework for Robust and Computationally Efficient Skin Lesion SegmentationYounes Shafter, Ishan Patel, Mohammad Arif Ul Alam. 299-303 [doi]
• AffectEval: A Modular and Customizable Affective Computing FrameworkEmily Zhou, Khushboo Khatri, Yixue Zhao, Bhaskar Krishnamachari. 304-308 [doi]
• WaveTremor: Tremor Detection for Parkinson's Disease via Spatial-Temporal LearningXinyu Chen, Kenneth Koltermann, John Clapham, Gina Mari Blackwell, Leslie Cloud, Ingrid Pretzer-Aboff, Huajie Shao, Gang Zhou. 309-313 [doi]
• Adaptive Eigen-Analysis using Game-Theoretic Strategies for Multi-Scale CNNs in Medical Imaging ApplicationsMatthew Fried, Honggang Wang, Hua Fang 0001. 314-318 [doi]
• Exploring the Feasibility of Identifying Nutrition Misinformation on Social MediaPrajwol Lamichhane, Indika Kahanda, Andrea Arikawa, Charlotte Martin, Maribel Garcia, Camila Figueiredo, Haivan Benjamin. 319-323 [doi]
• Sustainable Radon Mitigation through Optimized HVAC SchedulingChristopher Kitras, John Beard, James Johnston, Philip Lundrigan. 324-328 [doi]
• Advancing Data Quality for Healthcare AI: Integrating Google Earth and Community Data in Opioid Crisis MitigationJiaqi Gong, Xue Wu. 329-334 [doi]
• HealthLit: A Large Language Model Driven Health Literacy Fidelity Audit and Feedback SystemHang Tran, Sameep Shah, Donger Chen, Jixin Wang, Yunhe Feng, Carol Howe, Lindsey Patton, Liran Ma, Song Fu. 335-340 [doi]
• Detecting Health Misinformation by Leveraging LLM Models and Debunk ListMelika Rostami, K. S. M. Tozammel Hossain, Suliman Hawamdeh. 341-346 [doi]
• A Self-Supervised Learning Framework for Domain Invariant Early Prediction of SepsisNeeresh Kumar Perla, Yingzhe Qin, Yu Shrike Zhang, Ming Shao. 347-352 [doi]
• Stochastic Flow Inference for Medical Image Digital TwinsZihao Wang, Yuzhou Chen, Herve Delingette. 353-357 [doi]
• DT4PCP: A Digital Twin Framework for Personalized Care Planning Applied to Type 2 Diabetes ManagementJavad Mohammad Alizadeh, Mukesh Kumar Patel, Huanmei Wu. 358-364 [doi]
• Pathological Complete Response Classification on HER2-Positive Breast Cancer Patients with Double-View Graph Contrastive LearningDechuang Jiao, Yanqiu Shao, Xiaohan Guo, Zihan Lin, Junchao Fei, Chenguang Yang, Yuzhou Chen, Huanmei Wu. 365-370 [doi]
• Optimizing IoMT Security Using Machine Learning: A Use Case-Based Scoping Review Toward Smart and Connected HealthNazmus Sakib, Md. Fazle Rabbi Rahat, Md. Mehedi Hasan, Zongxing Xie. 371-376 [doi]
• Cellular Data-Based Indoor Localization for Smart Health ApplicationsEric Forbes, Ting Liao, Ying Wang 0113. 377-382 [doi]
• Unraveling Racial Disparities in Critical Lifestyle Needs & Mental Health Outcomes: Toward Designing Smart & Connected Health Technologies for Mental WellbeingNazmus Sakib, Syeda Umme Salma, Evelina Sterling. 383-388 [doi]
• ActDiffNet: Multisensor Affective State Recognition by Actively Synthesizing Minority Patterns via Conditional DiffusionSreyasee Das Bhattacharjee, Jatin Chhabria, Vamsi Kumar Naidu Pallapothula. 389-394 [doi]
• Cross-Dataset Validation of a Sensor Agnostic Seismocardiography Peak Detection MethodIsmail Elnaggar, Sepehr Seifizarei, Jonas Sandelin, Olli Lahdenoja, Antti Airola, Matti Kaisti, Tero Koivisto. 395-400 [doi]
• Personalized Neural Modeling for Daily Injury Risk Assessment via Wearable Health DataMelik Ozolcer, Sang Won Bae 0001. 401-406 [doi]
• Stride Length Estimation with Motion Data from the Contralateral FootStella Ansah, Diliang Chen. 407-411 [doi]
• Enhancing Non-English Conversational Agents Using Synthetic Data GenerationSalar Hashemitaheri, Ian Harris. 412-417 [doi]
• DF-RAG: A Dual Federated Retrieval-Augmented Generation Framework for Collaborative Medical AIJulian Garcia, Jiaqi Gong, Michal Zajac 0006, Andrew Hahn. 418-423 [doi]
• Self-Healing Digital Twins: Hybrid Generative and Privacy-Preserving AI for Adaptive Wellness PlatformsNariman Mani, Salma Attaranasl. 424-429 [doi]
• Leapfrog Latent Consistency Model (LLCM) for Medical Images GenerationLakshmikar R. Polamreddy, Kalyan Roy, Sheng-Han Yueh, Youshan Zhang, Shilpa Kuppili, Jialu Li 0004, Deepshikha Mahato. 430-435 [doi]
• Automatic Chest X-ray Image Caption for Report GenerationJialu Li 0004, Youshan Zhang. 436-440 [doi]
• MIA: Masked Inpainting-Based Image Augmentation with Diffusion Models for Enhanced Dermatology Image ClassificationGuohao Yang, Yanmin Gong 0001, Yuanxiong Guo. 441-446 [doi]
• Privacy-Preserving Medical Advising System on Mobile Devices: On-Device PHI Anonymization, Medical Report Retrieval, and Cloud-Based RAGThejan Bandara Weerasekara, Chinthani Chandeepa, Oshan Sandeep Amarasuriya, Chathuranga Hettiarachchi. 447-452 [doi]
• Topology-Aware Conditional Latent Diffusion for Multi-View Fundus Image SynthesisGözde Merve Demirci, Jiaqi Yang 0007, Hyun Sung Song, Chao Chen 0012, Wei-Chi Wu, Chia-Ling Tsai. 453-457 [doi]
• Approximate Knowledge Graphs: Privacy-Preserving Healthcare Data Synthesis via LLM-Driven approximationShenglin Li, Jiaqi Gong, Abel Andres Ramirez Molina. 458-463 [doi]
• Extracting Causal Relational Rules for Medical Question-Answering Tasks using Large Language ModelsMd Sohanur Rahman, Yuexia Zhang, Anthony Rios, Ke Yang. 464-469 [doi]
• A Dual-Modality Approach for Contactless Vital Sign Monitoring Using Camera and Wi-Fi CSIKavya Gopireddy, Yiting Wang, Jingzhou Shen, Jason Jiang, Xuyu Wang. 470-475 [doi]
• Demo: A Framework for Ranking The Clinical Trials with Large Language Model PromptingShibbir Ahmed Arif, Anand Gopeekrishnan, Hao Liu, Aparna S. Varde. 476-477 [doi]
• Poster: AI Models on Edge Devices with AcceleratorSean Digman, Isaac Arnold, Kyle Mooney, Harshvardhan Uppaluru, Na Gong, Jinhui Wang, Shenghua Wu. 478-479 [doi]
• LLM-Based Extraction of Fluid Biomarkers for Alzheimer's Disease Knowledge BaseJulia Sammartino, Ernest C. Chianumba, Hao Liu. 480-481 [doi]
• Poster: A Mobile Solution for Visual Fatigue Assessment Using Animated Ripple IconsI-Chen Lin, Yu-qi Chen, Jyh-Da Wei, Chi-Jen Wu. 482-483 [doi]
• Identifying SMILES from Molecular Structure ImagesAlexander Dang, Emma Liu, Zhi Wei. 484-485 [doi]
• Poster: Multimodal Deep Learning Approach to Detect Cognitive Impairment in the Oldest-Old with Digital Speech MarkersPooyan Mobtahej, Sam T. Gouron, Jordan Zonner, Thiri Htet Naing, S. Ahmad Sajjadi. 486-487 [doi]
• Knee Osteoarthritis Detection Using Bone DistancesClive Lewis, Tarun Ramapuram, Juan Shan. 488-489 [doi]
• Expanding Wi-Fi Sensing Range for Respiratory Rate Estimation with Single-Antenna TransceiversHe Wang 0042, Yunpeng Ge, Ivan Wang Hei Ho. 490-491 [doi]
• xR-enabled Digital Twins Applications in Longitudinal TrialsJacob Matos, Hieu X. Ngo, Honggang Wang 0001, Hua Fang 0001. 492-493 [doi]
• SiftIQ: Unraveling the Ethical Dilemma of AI in HealthcareShivam Dhar, Niveadita Razdan, Sidhi Razdan. 494-495 [doi]
• Virtual Reality-Based MRI SimulatorRay Lee, Michael Doswell, Tom He, Navjot Kehal, Bryan Le, Michael Yu. 496-497 [doi]
• MAPD2: Mobile Application-based Pulmonary Disease Detector Using Electrocardiograms and Deep LearningNatasha Interlichia, Hari Sree Lalitha Vardhini Vanaparthi, Xudong Liu 0003, Mona Nasseri, Scott A. Helgeson. 498-499 [doi]