医学 AI

A Survey on Open Dataset Search in the LLM Era: Retrospectives and Perspectives

Pengyue Li, Sheng Wang, Hua Dai, Zhiyu Chen, Zhifeng Bao, Brian D. Davison

专题命中 医学数据与评测 ：diagnosis(abstract)

CataractSurg-80K: Knowledge-Driven Benchmarking for Structured Reasoning in Ophthalmic Surgery Planning

Yang Meng, Zewen Pan, Yandi Lu, Ruobing Huang, Yanfeng Liao, Jiarui Yang

专题命中 医学数据与评测 ：medical AI(abstract)

Comments 18 pages, 9 figures

Transcranial Photoacoustic Imaging for Human Intracranial Pressure Evaluation

Ruixi Sun, Hengrong Lan, Yuanyuan Dang, Yunhui Jiang, Youshen Xiao, Sheng Liao, Fan Zhang, Daohuai Jiang, Zhongqi Li, Hulin Zhao, Fei Gao

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Co-first authors: Ruixi Sun, Hengrong Lan, Yuanyuan Dang. Corresponding authors: Zhongqi Li (jasonlee0091@outlook.com), Hulin Zhao (zhaohulin_90@sohu.com), Fei Gao (fgao@ustc.edu.cn)

LLM4Sweat: A Trustworthy Large Language Model for Hyperhidrosis Support

Wenjie Lin, Jin Wei-Kocsis

专题命中 医学数据与评测 ：diagnosis(abstract)

Data-Driven Probabilistic Evaluation of Logic Properties with PAC-Confidence on Mealy Machines

Swantje Plambeck, Ali Salamati, Eyke Huellermeier, Goerschwin Fey

机构 * Hamburg University of Technology（汉堡工业大学） ； Ludwig-Maximilians-Universität München（慕尼黑路德维希-马克西米利安大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

The NordDRG AI Benchmark for Large Language Models

Tapio Pitkäranta

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Aalto University（阿alto大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments 23 pages, 4 figures

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models

Dexuan Xu, Jieyi Wang, Zhongyan Chai, Yongzhi Cao, Hanpin Wang, Huamin Zhang, Yu Huang

专题命中 医学数据与评测 ：medical AI(abstract)

Comments 18 pages

Can open source large language models be used for tumor documentation in Germany? -- An evaluation on urological doctors' notes

Stefan Lenz, Arsenij Ustjanzew, Marco Jeray, Meike Ressing, Torsten Panholzer

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments 53 pages, 5 figures

Journal ref BioData Mining volume 18, Article number 48 (2025)

Towards Domain Specification of Embedding Models in Medicine

Mohammad Khodadad, Ali Shiraee Kasmaee, Mahdi Astaraki, Hamidreza Mahyar

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； McMaster University（麦斯特大学） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine

Hanmeng Zhong, Linqing Chen, Wentao Wu, Weilei Wang

机构 * PatSnap Co., LTD.（PatSnap公司） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

PHM-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management

Puyu Yang, Laifa Tao, Zijian Huang, Haifei Liu, Wenyan Cao, Hao Ji, Jianan Qiu, Qixuan Huang, Xuanyuan Su, Yuhang Xie, Jun Zhang, Shangyu Li, Chen Lu, Zhixuan Lian

专题命中 医学数据与评测 ：diagnosis(abstract)

Evaluation of a Full Field Fluorescence Imager with Synchrotron Radiation

Piotr Maj, Grzegorz W. Deptuch, Dominik S. Gorni, Giovanni Pinaroli, Gabriella A. Carini, David P. Siddons, Ryan Tappero, Soumyajit Mandal, Donald Pinelli, Timothy Kersten, Nicholas St. John, Abdul K. Rumaiz, Anthony Kuczewski

专题命中 医学数据与评测 ：biomedical(abstract)

Comments Preprint submitted to Journal of Synchrotron Radiation

Voice-guided Orchestrated Intelligence for Clinical Evaluation (VOICE): A Voice AI Agent System for Prehospital Stroke Assessment

Julian Acosta, Scott Adams, Julius Kernbach, Romain Hardy, Sung Eun Kim, Luyang Luo, Xiaoman Zhang, Shreya Johri, Mohammed Baharoon, Pranav Rajpurkar

机构 * Harvard Medical School（哈佛医学院） ； University of Saskatchewan（萨斯喀彻温大学） ； University Hospital Heidelberg (UKHD)（海德堡大学医院（UKHD）） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Structure and Elastic properties of Titanium MXenes: evaluation of COMB3, REAXFF and MEAM force fields

Luis F. V. Thomazini, Alexandre F. Fonseca

专题命中 医学数据与评测 ：biomedical(abstract)

Comments 44 pages, 4 figures, 10 tables

Identification of Design Recommendations for Augmented Reality Authors in Corporate Training

Stefan Graser, Martin Schrepp, Stephan Böhm

专题命中 医学数据与评测 ：CT(abstract)

Comments 9 pages, 1 table, 1 figure

Chemical Space of Molecular Nanomotors: Optimizing Photochemical Properties for One- and Two-photon Applications

Alexander Mielke, Alexander Scrimgeour, Enrico Tapavicza

专题命中 医学数据与评测 ：biomedical(abstract)

Three-Input Ciphertext Multiplication for Homomorphic Encryption

Sajjad Akherati, Yok Jye Tang, Xinmiao Zhang

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments 5 pages, 2 figures, 2 tables, conference paper

Journal ref 2025 IEEE International Symposium on Circuits and Systems (ISCAS)

Identifying Task Groupings for Multi-Task Learning Using Pointwise V-Usable Information

Yingya Li, Timothy Miller, Steven Bethard, Guergana Savova

专题命中 医学数据与评测 ：biomedical(abstract)

Comments main paper 12 pages, Appendix 7 pages, 1 figure, 18 tables

PHEONA: An Evaluation Framework for Large Language Model-based Approaches to Computational Phenotyping

Sarah Pungitore, Shashank Yadav, Vignesh Subbian

机构 * Program in Applied Mathematics, The University of Arizona（应用数学项目，亚利桑那大学） ； College of Engineering, The University of Arizona（工程学院，亚利桑那大学） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Comments 2 figures, 5 tables, accepted at 2025 AMIA Annual Symposium

NDAI-NeuroMAP: A Neuroscience-Specific Embedding Model for Domain-Specific Retrieval

Devendra Patel, Aaditya Jain, Jayant Verma, Divyansh Rajput, Sunil Mahala, Ketki Suresh Khapare, Jayateja Kalla

机构 * NeuroDiscovery AI 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Comments The document consists of 15 pages in total: the first 13 pages comprise the main paper, while the last two pages contain supplementary material

DREAMS: A python framework for Training Deep Learning Models on EEG Data with Model Card Reporting for Medical Applications

Rabindra Khadka, Pedro G Lind, Anis Yazidi, Asma Belhadi

机构 * Department of Computer Science, OsloMet -- Oslo Metropolitan University（计算机科学系，奥斯陆Met大学） ； Simula Research Laboratory, Numerical Analysis and Scientific Computing（Simula研究实验室，数值分析与科学计算） 纠错

专题命中 医学数据与评测 ：healthcare AI(abstract)

Development and in silico imaging trial evaluation of a deep-learning-based transmission-less attenuation compensation method for DaT SPECT

Zitong Yu, Md Ashequr Rahman, Zekun Li, Chunwei Ying, Hongyu An, Tammie L. S. Benzinger, Richard Laforest, Jingqin Luo, Scott A. Norris, Abhinav K. Jha

专题命中 医学数据与评测 ：CT(abstract)

Analysis and Evaluation of Synthetic Data Generation in Speech Dysfluency Detection

Jinming Zhang, Xuanru Zhou, Jiachen Lian, Shuhe Li, William Li, Zoe Ezzes, Rian Bogley, Lisa Wauters, Zachary Miller, Jet Vonk, Brittany Morin, Maria Gorno-Tempini, Gopala Anumanchipalli

机构 * Zhejiang UniversityChina（浙江大学） ； UC BerkeleyUSA（加州大学伯克利分校） ； UCSFUSA（加州大学旧金山分校） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Accepted by Interspeech 2025

Adverse Event Extraction from Discharge Summaries: A New Dataset, Annotation Scheme, and Initial Findings

Imane Guellil, Salomé Andres, Atul Anand, Bruce Guthrie, Huayu Zhang, Abul Hasan, Honghan Wu, Beatrice Alex

机构 * University of Edinburgh（爱丁堡大学） ； University College London（伦敦大学学院） ； University of Glasgow（格拉斯哥大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Accepted and will be published at ACL2025 (main conference)

KokushiMD-10: Benchmark for Evaluating Large Language Models on Ten Japanese National Healthcare Licensing Examinations

Junyu Liu, Kaiqi Yan, Tianyang Wang, Qian Niu, Momoko Nagai-Tanima, Tomoki Aoyama

机构 * Kyoto University（京都大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学） ； The University of Tokyo（东京大学） 纠错

专题命中 医学数据与评测 ：medical AI(abstract)

Comments 9pages, 3 figures

Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims

Priyanka Kargupta, Runchu Tian, Jiawei Han

机构 * Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Comments Accepted to ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/claimspect

EvidenceOutcomes: a Dataset of Clinical Trial Publications with Clinically Meaningful Outcomes

Yiliang Zhou, Abigail M. Newbury, Gongbo Zhang, Betina Ross Idnay, Hao Liu, Chunhua Weng, Yifan Peng

机构 * Weill Cornell Medicine（韦尔·科恩医学中心） ； Columbia University（哥伦比亚大学） ； Montclair State University（蒙特克莱尔州立大学） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Multivariate Probabilistic Assessment of Speech Quality

Fredrik Cumlin, Xinyu Liang, Victor Ungureanu, Chandan K. A. Reddy, Christian Schüldt, Saikat Chatterjee

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Accepted at Interspeech 2025

ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases

Yuchong Li, Xiaojun Zeng, Chihua Fang, Jian Yang, Fucang Jia, Lei Zhang

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Shenzhen Institutes of Advanced Technology, CAS（深圳先进技术研究院） ； Zhujiang Hospital, Southern Medical University（南方医科大学珠江医院） ； The Key Laboratory of Biomedical Imaging Science and System, CAS（生物医学成像科学与系统重点实验室） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

Mengyun Qiao, Kathryn A McGurk, Shuo Wang, Paul M. Matthews, Declan P O Regan, Wenjia Bai

机构 * Department of Brain Sciences, Imperial College London（帝国理工学院脑科学系） ； Data Science Institute, Imperial College London（帝国理工学院数据科学研究所） ； MRC Laboratory of Medical Sciences, Imperial College London（医学科学实验室（MRC）） ； National Heart and Lung Institute, Imperial College London（国家心脏病和肺部研究所） ； Digital Medical Research Center, School of Basic Medical Sciences, Fudan University and Shanghai Key Laboratory of MICCAI（复旦大学基础医学学院数字医学研究中心和上海MICCAI关键实验室） ； Department of Computing, Imperial College London（帝国理工学院计算系） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Accepted by Nature Machine Intelligence

Journal ref Nature Machine Intelligence 7 (2025) 800-811