Title
Generalist Foundation Models Are Not Clinical Enough for Hospital Operations L. Jiang Angelica Chen Xu Han Xujin C. Liu Radhika Dua ... Jaden Stryker Jin Vivian Lee Yindalon Aphinyanaphongs K. Cho Eric Oermann LM&MA AI4MH 306 1 0 17 Nov 2025
BiPETE: A Bi-Positional Embedding Transformer Encoder for Risk Assessment of Alcohol and Substance Use Disorder with Electronic Health Records Daniel S. Lee Mayra S. Haedo-Cruz Chen Jiang Oshin Miranda LiRong Wang 44 0 0 07 Nov 2025
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Investigating LLM Capabilities on Long Context Comprehension for Medical Question Answering Feras AlMannaa Talia Tseriotou Jenny Chim Maria Liakata ELM 99 0 0 21 Oct 2025
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PRISM-Consult: A Panel-of-Experts Architecture for Clinician-Aligned Diagnosis Lionel Levine John Santerre Alexander S. Young T. Barry Levine Francis Campion Majid Sarrafzadeh 59 0 0 01 Oct 2025
Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration Dongkyu Cho Miao Zhang Rumi Chunara LM&MA MedIm 80 0 0 25 Sep 2025
Advances in Large Language Models for Medicine Zhiyu Kan Wensheng Gan Zhenlian Qi Philip S. Yu LM&MA 134 0 0 23 Sep 2025
A Study of Large Language Models for Patient Information Extraction: Model Architecture, Fine-Tuning Strategy, and Multi-task Instruction Tuning Cheng Peng Xinyu Dong Mengxian Lyu Daniel Paredes Y. Zhang Yonghui Wu LM&MA 44 0 0 05 Sep 2025
Unified Supervision For Vision-Language Modeling in 3D Computed Tomography Hao-Chih Lee Zelong Liu Hamza Ahmed Spencer Kim Sean Huver Vishwesh Nath Z. Fayad T. Deyer X. Mei 76 0 0 01 Sep 2025
Latent Factor Point Processes for Patient Representation in Electronic Health Records Parker Knight Doudou Zhou Zongqi Xia T. Cai Junwei Lu 92 0 0 28 Aug 2025
Generative Foundation Model for Structured and Unstructured Electronic Health Records Sonish Sivarajkumar Hang Zhang Yuelyu Ji Maneesh Bilalpur Xizhi Wu Chenyu Li Min Gu Kwak Shyam Visweswaran YanShan Wang AI4TS LM&MA MedIm 84 0 0 22 Aug 2025
Exploring Efficiency Frontiers of Thinking Budget in Medical Reasoning: Scaling Laws between Computational Resources and Reasoning Quality Ziqian Bi Lu Chen Junhao Song Hongying Luo Enze Ge ... Jibin Guan Joe Yeong Yongzhi Xu Peng Wang Junfeng Hao LRM 88 1 0 16 Aug 2025
Data-Efficient Biomedical In-Context Learning: A Diversity-Enhanced Submodular Perspective Jun Wang Zaifu Zhan Qixin Zhang Mingquan Lin Meijia Song Rui Zhang 90 1 0 11 Aug 2025
Benchmarking Foundation Models for Mitotic Figure Classification Jonas Ammeling J. Ganz Emely Rosbach Ludwig Lausser C. Bertram Katharina Breininger Marc Aubreville OOD 96 1 0 06 Aug 2025
A Topic Modeling Analysis of Stigma Dimensions, Social, and Related Behavioral Circumstances in Clinical Notes Among Patients with HIV Ziyi Chen Yiyang Liu M. Prosperi Krishna Vaddiparti Robert L Cook Jiang Bian Yi Guo Yonghui Wu 80 0 0 10 Jun 2025
Reinforcement Learning from Human Feedback with High-Confidence Safety Constraints Yaswanth Chittepu Blossom Metevier Will Schwarzer Austin Hoag S. Niekum Philip S Thomas 144 0 0 09 Jun 2025
AI Agents for Conversational Patient Triage: Preliminary Simulation-Based Evaluation with Real-World EHR Data Sina Rashidian Nan Li Jonathan Amar Jong Ha Lee Sam Pugh Eric Yang Geoff Masterson Myoung Cha Yugang Jia Akhil Vaid 143 0 0 04 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review Yuchen Fang Hao Miao Yuxuan Liang Liwei Deng Yue Cui ... Yan Zhao T. Pedersen Christian S. Jensen Xiaofang Zhou Kai Zheng AI4TS AI4CE 196 5 0 02 Jun 2025
Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning Cheng Peng Kai Zhang Mengxian Lyu Hongfang Liu Lichao Sun Yonghui Wu LM&MA MedIm VLM 399 2 0 23 May 2025
Will Large Language Models Transform Clinical Prediction?Diagnostic and Prognostic Research (DPR), 2025 Yusuf Yildiz Goran Nenadic M. Jani David A. Jenkins LM&MA AI4MH ELM 368 0 0 23 May 2025
Foundation Models for Geospatial Reasoning: Assessing Capabilities of Large Language Models in Understanding Geometries and Topological Spatial RelationsInternational Journal of Geographical Information Science (IJGIS), 2025 Yuhan Ji Song Gao Ying Nie Ivan Majic K. Janowicz ReLM LRM 335 13 0 22 May 2025
FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Chao Pang Vincent Jeanselme Young Sang Choi Xinzhuo Jiang Zilin Jing ... Yuta Kobayashi Yanwei Li Florent Pollet Karthik Natarajan Shalmali Joshi 429 0 0 22 May 2025
NeuroGen: Neural Network Parameter Generation via Large Language Models Jiaqi Wang Yusen Zhang Xi Li 293 0 0 18 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking Alireza Sadeghi F. Hajati A. Argha Nigel H Lovell Min Yang Hamid Alinejad-Rokny 288 0 0 03 May 2025
Aligning Large Language Models with Healthcare Stakeholders: A Pathway to Trustworthy AI Integration Kexin Ding Mu Zhou Akshay Chaudhari Shaoting Zhang Dimitris N. Metaxas LM&MA 191 0 0 02 May 2025
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... Siyang Song Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 378 8 0 28 Apr 2025
Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors Ren-Wei Liang Chin-Ting Hsu Chan-Hung Yu Saransh Agrawal Shih-Cheng Huang Shang-Tse Chen Kuan-Hao Huang Shao-Hua Sun 266 0 0 27 Apr 2025
EMRModel: A Large Language Model for Extracting Medical Consultation Dialogues into Structured Medical Records Shuguang Zhao Qiangzhong Feng Zhiyang He Peipei Sun Yingying Wang ... Xiaoliang Lu Mei Cheng Xinyue Wu Yanyan Wang Wei Liang LM&MA 126 0 0 23 Apr 2025
Accelerating Clinical NLP at Scale with a Hybrid Framework with Reduced GPU Demands: A Case Study in Dementia Identification Jianlin Shi Qiwei Gan Elizabeth Hanchrow Annie Bowles John Stanley Adam P. Bress Jordana B. Cohen Patrick R. Alba 136 0 0 16 Apr 2025
Semantically Encoding Activity Labels for Context-Aware Human Activity RecognitionAnnual IEEE International Conference on Pervasive Computing and Communications (PerCom), 2025 Wen Ge Guanyi Mou Emmanuel O. Agu Kyumin Lee 170 0 0 10 Apr 2025
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling Yuanyun Zhang Shi Li 186 1 0 10 Apr 2025
New care pathways for supporting transitional care from hospitals to home using AI and personalized digital assistanceScientific Reports (Sci Rep), 2025 I. Anghel T. Cioara Roberta Bevilacqua Federico Barbarossa Terje Grimstad ... Arnor Solberg Lars Thomas Boye Ovidiu Anchidin Ancuta Nemes Camilla Gabrielsen 177 4 0 01 Apr 2025
Patients Speak, AI Listens: LLM-based Analysis of Online Reviews Uncovers Key Drivers for Urgent Care Satisfaction Xiaoran Xu Zhaoqian Xue Chi Zhang Jhonatan Medri Junjie Xiong Jiayan Zhou Jin Jin Zelong Li Siyuan Ma Jinkui Chi 154 1 0 26 Mar 2025
CALLM: Understanding Cancer Survivors' Emotions and Intervention Opportunities via Mobile Diaries and Context-Aware Language Models Zhiyuan Wang Katharine E. Daniel Laura E. Barnes Philip I. Chow 118 0 0 12 Mar 2025
Multimodal AI-driven Biomarker for Early Detection of Cancer CachexiamedRxiv (medRxiv), 2025 Sabeen Ahmed Nathan Parker Margaret Park Evan W. Davis Jennifer B. Permuth M. Schabath Yasin Yilmaz Ghulam Rasool 145 0 0 09 Mar 2025
Fine-grained Alignment of Large Language Models for General Medication Recommendation without Overprescription Zihao Zhao Chenxiao Fan Chongming Gao Zheng Wang Xiangnan He Chongming Gao Juan Li Fuli Feng LM&MA AI4MH 242 1 0 05 Mar 2025
Cancer Type, Stage and Prognosis Assessment from Pathology Reports using LLMsScientific Reports (Sci Rep), 2025 Rachit Saluja Jacob Rosenthal Yoav Artzi David J. Pisapia B. Liechty M. Sabuncu LM&MA ELM 245 1 0 03 Mar 2025
An evaluation of DeepSeek Models in Biomedical Natural Language Processing Zaifu Zhan Shuang Zhou Huixue Zhou Jiawen Deng Yu Hou Jeremy Yeung Rui Zhang ELM 153 4 0 01 Mar 2025
Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots Xiaoqun Liu Jiacheng Liang Qiben Yan Muchao Ye Jinyuan Jia Zhaohan Xi Jinyuan Jia Zhaohan Xi 262 0 0 28 Feb 2025
Uncertainty-aware abstention in medical diagnosis based on medical texts Artem Vazhentsev Ivan Sviridov Alvard Barseghyan Gleb Kuzmin Sergey Petrakov A. Nesterov Artem Shelmanov Maxim Panov 292 1 0 25 Feb 2025
What are Models Thinking about? Understanding Large Language Model Hallucinations "Psychology" through Model Inner State Analysis Peiran Wang Yang Liu Yunfei Lu Jue Hong Ye Wu HILM LRM 202 1 0 20 Feb 2025
ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis Xu Wang Jiaju Kang Puyu Han Yubao Zhao Qian Liu Liwenfei He Lingqiong Zhang Lingyun Dai Yongcheng Wang Jie Tao LM&MA 418 3 0 16 Feb 2025
From large language models to multimodal AI: A scoping review on the potential of generative AI in medicineBiomedical Engineering Letters (Biomed Eng Lett), 2025 Lukas Buess Matthias Keicher Nassir Navab Andreas Maier Soroosh Tayebi Arasteh LM&MA 821 6 0 13 Feb 2025
Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models Tabinda Sarwar Antonio Jose Jimeno Yepes Lawrence Cavedon 237 0 0 12 Feb 2025
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Sanket Jantre Tianle Wang Gilchan Park Kriti Chopra Nicholas Jeon Xiaoning Qian Nathan M. Urban Byung-Jun Yoon 411 1 0 10 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 209 1 0 04 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and EthicsInformation Fusion (Inf. Fusion), 2023 Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Xiaoshi Zhong LM&MA AILaw 542 253 0 28 Jan 2025
Academic case reports lack diversity: Assessing the presence and diversity of sociodemographic and behavioral factors related to Post COVID-19 ConditionPLoS ONE (PLoS ONE), 2025 Juan Andres Medina Florez Shaina Raza Rashida Lynn Zahra Shakeri Brendan T. Smith Elham Dolatabadi 335 0 0 21 Jan 2025