医学 AI

Beyond Diagnosis: Evaluating Multimodal LLMs for Pathology Localization in Chest Radiographs

Advait Gosai, Arun Kavishwar, Stephanie L. McNamara, Soujanya Samineni, Renato Umeton, Alexander Chowdhury, William Lotter

机构 * University of California（加州大学） ； Dana-Farber Cancer Institute（达纳-法伯癌症研究所） ； Massachusetts General Hospital（麻省总医院） ； St. Jude Children’s Research Hospital（圣犹大儿童研究医院） ； Brigham and Women’s Hospital & Harvard Medical School（布里法伦医院及哈佛医学院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；pathology(title)；medical image(abstract)；分类 cs.CV

Comments Proceedings of the 5th Machine Learning for Health (ML4H) Symposium

Explainable and externally validated machine learning for neurocognitive diagnosis via electrocardiograms

Juan Miguel Lopez Alcaraz, Ebenezer Oloyede, David Taylor, Wilhelm Haverkamp, Nils Strodthoff

专题命中 诊断辅助 ：diagnosis(title)；分类 cs.LG、eess.SP

Comments Accepted by General Psychiatry, BMJ, 15 pages, 3 figures, source code under https://github.com/AI4HealthUOL/CardioDiag

Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations

Laurin Lux, Alexander H. Berger, Maria Romeo Tricas, Richard Rosen, Alaa E. Fayed, Sobha Sivaprasada, Linus Kreitner, Jonas Weidner, Martin J. Menten, Daniel Rueckert, Johannes C. Paetzold

机构 * Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； School of Medicine and Health, TUM University Hospital（医学与健康学院，塔尔博恩大学医院） ； School of Computation, Information and Technology, TUM（计算、信息与技术学院，塔尔博恩大学） ； Weill Cornell Medicine, Cornell University, New York City（韦尔·科恩医学中心，康奈尔大学，纽约市） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Multi-source-free Domain Adaptation via Uncertainty-aware Adaptive Distillation

Yaxuan Song, Jianan Fan, Dongnan Liu, Weidong Cai

机构 * School of Computer Science, University of Sydney, Australia（悉尼大学计算机科学学院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV；biomedical(journal_ref)

Comments Accepted by ISBI 2024. Code available at https://github.com/YXSong000/UAD

Journal ref Y. Song, J. Fan, D. Liu and W. Cai, "Multi-Source-Free Domain Adaptation via Uncertainty-Aware Adaptive Distillation," 2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-5

A Novel CustNetGC Boosted Model with Spectral Features for Parkinson's Disease Prediction

一种结合频谱特征的新型CustNetGC增强模型用于帕金森病预测

Abishek Karthik, Pandiyaraju V, Dominic Savio M, Rohit Swaminathan S

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV

AI总结 本文提出了一种结合CNN、Grad-CAM和CatBoost的CustNetGC模型，利用频谱特征提高帕金森病诊断的准确性和可解释性。

FaultDiffusion: Few-Shot Fault Time Series Generation with Diffusion Model

Yi Xu, Zhigang Chen, Rui Wang, Yangfan Li, Fengxiao Tang, Ming Zhao, Jiaqi Liu

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 4 figures, 5 tables ,8 pages

Scalable and Efficient Large-Scale Log Analysis with LLMs: An IT Software Support Case Study

Pranjal Gupta, Karan Bhukar, Harshit Kumar, Seema Nagar, Prateeti Mohapatra, Debanjana Kar

机构 * IBM 纠错

专题命中 诊断辅助 ：diagnosis(abstract)