ML4H 2025 Symposium Submissions

Interpreting Dataset Shift in Clinical Notes
Shariar Vaez-Ghaemi, Furong Jia, Monica Agrawal
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
HealthConvos: A physician-annotated dataset of presenting complaints sourced from real, multi-turn patient conversations
Tony Yue Sun, Justin Yu, Angel Samsuddin Maredia, Jaisal Friedman, Uzair Khan, Sebastian Wakefield, Isabel Zaller, Daniel Bongiolatti, Jessica Fan, Amit Bhatt, David C Whitehead, Rishi Khakhkhar, Cian Owen Hughes, Muthuraman Alagappan
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
What do LLMs value? An evaluation framework for revealing subjective trade-offs in assessment of glycemic control
Payal Chandak, Elizabeth Healey, Maria F. Villa-Tamayo, Mandy Shao, Agatha F. Scheideman, Chiara Fabris, Kenneth D Mandl, Isaac S. Kohane, David C. Klonoff
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Improving Survival Prediction of Head-and-Neck Cancer with Medical Image, Foundation Models and Multi-modal Fusion
Haotian Zhang, Yiming Liu, Yile Sun, Liyue Shen, Lise Wei
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
RadGame: An AI-Powered Platform for Radiology Education
Mohammed Baharoon, Siavash Raissi, John S Jun, Thibault Heintz, Mahmoud Hussain Alabbad, Ali M. Alburkani, Sung Eun Kim, Kent Kleinschmidt, Abdulrahman O. Alhumaydhi, Mohannad Mohammed G Alghamdi, Jeremy Francis Palacio, Mohammed Bukhaytan, Noah Michael Prudlo, Rithvik Akula, Brady Chrisler, Benjamin Galligos, Mohammed O Almutairi, Mazeen Mohammed Alanazi, Nasser M Alrashdi, Joel Jihwan Hwang et al. (12 additional authors not shown)
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Prostate-VarBench: A Benchmark with Interpretable TabNet Framework for Prostate Cancer Variant Classification
Abraham Francisco Arellano Tavara, Umesh Kumar, Jathurshan Pradeepkumar, Jimeng Sun
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
MedExpert: An Expert-Annotated Dataset for Medical Chatbot Evaluation
Mahsa Yarmohammadi, Alexandra DeLucia, Lillian C. Chen, Leslie Miller, Heyuan Huang, Sonal Joshi, Jonathan Lasko, Sarah Collica, Ryan Moore, Haoling Qiu, Peter P Zandi, Damianos Karakos, Mark Dredze
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell, Noel C Codella, J. Samuel Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Rachel Ruican Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P. Lungren, Hoifung Poon
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Data-Driven Discovery of Feature Groups in Clinical Time Series
Fedor Sergeev, Manuel Burger, Polina Leshetkina, Vincent Fortuin, Gunnar Ratsch, Rita Kuznetsova
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Context-Aware Filtering of Unstructured Radiology Reports by Anatomical Region
Zakk Heile, Pranav Manjunath, Brian Lerner, Samuel Berchuck, Monica Agrawal, Timothy W DUNN
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Toward Valid Generative Clinical Trial Data with Survival Endpoints
Perrine Chassat, Van Tuan NGUYEN, Lucas Ducrot, Emilie Lanoy, Agathe Guilloux
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Pragmatic Policy Development via Interpretable Behavior Cloning
Anton Matsson, Yaochen Rao, Heather J. Litman, Fredrik D. Johansson
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
NOVA: An Agentic Framework for Automated Histopathology Analysis and Discovery
Anurag Jayant Vaidya, Felix Meissen, Daniel C. Castro, Shruthi Bannur, Tristan Lazard, Drew FK Williamson, Faisal Mahmood, Javier Alvarez-Valle, Stephanie Hyland, Kenza Bouzid
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Expediting Switches from Intravenous to Oral Antimicrobial Therapy with Neural Processes
Magnus Ross, Nel Swanepoel, Akish Luintel, Emma McGuire, Ingemar J. Cox, Steve Harris, Vasileios Lampos
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Investigating RAG-based Approaches in Clinical Trial and Patient Matching
Daniel León, Shrestha Ghosh, Carsten Eickhoff
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Boolean matrix factorisation for scRNA-seq
Ellen Visscher, Michael Forbes, Christopher Yau
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Federated Variational Inference for Bayesian Mixture Models
Jackie Rao, Francesca L Crowe, Tom Marshall, Sylvia Richardson, Paul D. W. Kirk
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Clinical Uncertainty Impacts Machine Learning Evaluations
Simone Lionetti, Fabian Gröger, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Ludovic Amruthalingam, Alexander A. Navarini, Marc Pouly
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Patient Safety Risks from AI Scribes: Signals from End-User Feedback
Jessica Dai, Anwen Huang, Catherine Nasrallah, Rhiannon Croci, Hossein Soleimani, Sarah J. Pollet, Julia Adler-Milstein, Sara G. Murray, Jinoos Yazdany, Irene Y. Chen
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
A Bayesian Model for Multi-stage Censoring
Shuvom Sadhuka, Sophia Z. Lin, Bonnie Berger, Emma Pierson
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows
Kai Zhang, Corey D Barrett, Jangwon Kim, Lichao Sun, Tara Taghavi, Krishnaram Kenthapadi
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Let the Experts Speak: Improving Survival Prediction & Calibration via Mixture-of-Experts Heads
Todd Morrill, Aahlad Manas Puli, Murad Megjhani, Soojin Park, Richard Zemel
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Balancing Safety and Helpfulness in Healthcare AI Assistants through Iterative Preference Alignment
Huy Nghiem, Swetasudha Panda, Devashish Khatwani, Huy V. Nguyen, Krishnaram Kenthapadi, Hal Daumé III
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Spotlight
- Readers: Everyone
Group-Sparse Manifold-Aware Integrated Gradients for Multimodal Transformers on EHR Trajectories
Ali Amirahmadi, Farzaneh Etminani, Mattias Ohlsson
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone
Dialogue to Question Generation for Evidence-based Medical Guideline Agent Development
Zongliang Ji, Ziyang Zhang, Xincheng Tan, Matthew Thompson, Anna Goldenberg, Carl Yang, Rahul G Krishnan, Fan Zhang
- Published: 27 Nov 2025, Last Modified: 09 Dec 2025
- ML4H 2025 Poster
- Readers: Everyone