| 2026 | The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models Within the InferBERT Framework for Pharmacovigilance. | Csaba Kiss, Roland Molontay, Gabriele Pergola |
| 2026 | Explainable AI-Driven Optimized LSTM for Heart Sound Classification and Diagnostic Support. | Faiq Ahmad Khan, Arshad Hassan, Lia Anwar, Amine Bermak |
| 2026 | Towards Multidisciplinary Summarization of Hospital Stays: Efficient Sentence-Level Clinical Section Categorization. | Baris Karacan, Vaibhav Bhargava, Barbara Di Eugenio, Natalie Parde, Mary A. Khetani, Yu-Shan Tseng, Vanessa Barbosa, Julie Vignato, Lindsey Knake, Rajashree Dahal, Emily Spellman, Danielle Hitzel, Janine Petitgout, Kristi Haughey, Amanda Karstens, Brianna Clarahan, Rachel Dawson, Lauren Boyd, Mackenzie Weis, Angie Tipton, Jaewon Bae, Catherine K. Craven, Karen Dunn Lopez, Andrew D. Boyd |
| 2026 | From Many to Meaningful: Feature-Guided Zero-Shot Chronic Kidney Disease Screening Using Large Language Models. | Muhammad Ashad Kabir, Sirajam Munira |
| 2026 | Fairness-Aware Time Series Decision Support for Virtual Ward Triage. | Basra Jehangir, Weizi Li, Dionne Tannetta, Andrew P. Walden |
| 2026 | A Deep Learning Framework for Vision-Based Intraocular Pressure Monitoring Using Microfluidic Contact Lenses. | Justin Jacob, Tanzila Afrin, Yong Jun Lai, Michael A. Greenspan |
| 2026 | A PRISMA-Aligned Workflow for LLM-Assisted Title-Abstract Screening: A Methodological Case Study in Atrial Fibrillation Literature. | Olena Holub, Alex Nakonechnyi, Joshua Metcalf, Rebecca Allen |
| 2026 | A Phyto-Ontology for Integrative Therapeutic Discovery. | Oresta S. I. Hewryk, Joseph D. Romano |
| 2026 | Transforming Hospitals with Artificial Intelligence: Applications in Clinical Education and Patient Care. | Nihal Haque, Ervin Sejdic, Michael Liut, Roland Mollanji, Phil Shin, Duska Kennedy, Ghadir Ali |
| 2026 | How Do LLMs Handle Conflict in Healthcare? Hierarchy, Collaboration Defaults, and Autonomy. | Saba Ghanbari Haez, Claudio Giuliano, Renan Lirio de Souza, Mauro Dragoni |
| 2026 | Clinician-Supervised Large Language Models Generated Exercise Protocols for Degenerative Knee Disease: A Four-Arm Pilot Randomized Trial. | mer Alperen Grses, Nazife Kapan Tuner, Ismail zsoy |
| 2026 | A Structured Residual Refinement Transformer Framework for Long-Horizon Healthcare Demand Forecasting with Causal and Seasonal Signals. | Guillem Hernndez Guillamet, Joan Samper Vila, Beatriz Lpez Ibez |
| 2026 | AI-Informed 30-Day MACE Risk Predictions in ED Arrivals. | Ben J. Gross, M. D. Radha Patel, Kai Zheng, Shamim Nemati, Mattheus Ramsis |
| 2026 | A Heuristic for Spatial Rearrangement of Large Cytology Images for Efficient Classification. | Rafael Silva Godoy, Carlos Henrique Costa Ribeiro, Israel Tojal da Silva |
| 2026 | Adaptive Reinforcement Learning for Quality Assurance in Clinical Assessment: A Multi-agent Framework. | Varun Gazala, Sayda Elmi |
| 2026 | Towards Predicting Sedation Depth in Endoscopy with Large Clinically Annotated EEG Data of Continuous Propofol Sedation. | Jakob Garbe, Quang Vu Nguyen, Jan W. Kantelhardt, Florian Dnninghaus, Karla Erffmeier, Katja Seeliger, Thomas Schmid |
| 2026 | Automated ICF Profiling from ICU Time Series Using Transformer-Based Physiological Prediction. | Feten Skhiri Gabbouj, Mathias Blandeau, Matei Mancas, Bernard Gosselin, Laura Wallard |
| 2026 | Vision Transformer-Enhanced Voxel-Wise Regression for Neuromuscular Adaptation. | Satyar Foroughi, Sergi Garcia-Retortillo, Song Wang, Rui Xie |
| 2026 | Electroencephalogram (EEG) Subband Features During Eye Opening and Closure Enable Classification of Amblyopes and Visually Normal Controls: A Pilot Study. | Gabriel W. Fernandes, Lachlan D. Barnes, Jerry J. Zhang, Luke E. Hallum |
| 2026 | DST-GAN: Dempster-Shafer Based Fusion for Multimodal Oversampling of Healthcare Data. | Kevin Fee, Mohammed Hasanuzzaman, Suneil Jain, Ross G. Murphy, Anna Jurek-Loughrey |
| 2026 | Scaling Healthcare Engagement with AI Voice Agents: A Real-World Evaluation Study. | Robert J. Ellis, Michael Goodman, Sai T. Moturu, Sherene Philip, Paula Buzzard, Anmol Madan, Sameer Berry |
| 2026 | Biological Plausibility Assessment of Viral Sequences Generated by a Genomic Language Model. | Pablo Arozarena Donelli, Simone Rancati, Giovanna Nicora, Riccardo Bellazzi, Enea Parimbelli, Luigi Portinale |
| 2026 | A Case-Based Framework for Explaining AI-Driven Bruise Detection Model Behavior Using Structured Data. | Dharmi Desai, Mehrdad Ghyabi, David Lattanzi, Katherine Scafide, Janusz Wojtusiak |
| 2026 | Contextualized Interpretation of Machine-Learning Predictions in Rare Disease Omics: Integrating SHAP, Biomedical Knowledge, and Language Models. | Daniel Daza, Yorrick Jaspers, Alberto Bernardi, Luca Costabello, Christophe Guret, Michael Cochez, Marc Engelen, Stephan Kemp, Martijn Schut |
| 2026 | Imitation Learning for Clinical Decision Support in Pediatric ECMO. | Fateme Golivand Darvishvand, Michael A. Skinner, Saurabh Mathur, Ameet Soni, Phillip Reeder, Kristian Kersting, Lakshmi Raman, Sriraam Natarajan |