Clinical AI in EHR

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Period ending 2026-09-14

29 new papers

A weekly snapshot of new work published in Clinical AI in EHR.

Period ending 2026-09-07

52 new papers

A weekly snapshot of new work published in Clinical AI in EHR.

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  1. A Unified 2D Framework for DeepLesion Detection, Segmentation and Short Report Generation

    Aug 3, 2026Ruida Cheng, Tejas S. Mathai, Benjamin Hou +4Lesion SegmentationRadiology Report Generation

  2. Confident but Unreliable: A Behavioral Safety Audit of Vision-Language Models on Brain MRI

    Aug 3, 2026Amir Sabbaghziarani, Mohammadsajad Abavisani, Sergey PlisMedical Vision-Language ModelsMedical Imaging

  3. An Evidence-Grounded Retrieval-Augmented Transformer Framework for Health Misinformation Verification

    Aug 3, 2026Isah M. Bukar, Bala Mairiga Abduljalil, Bashir Saleh Maina +1MisinformationHealthcare

  4. Trustworthy AI in Digital Health: A Comprehensive Review of Robustness and Explainability

    Aug 3, 2026Abdullah Mamun, Shovito Barua Soumma, Hassan GhasemzadehExplainabilityHealthcare

  5. PatTree: a novel approach for automated creation of multimodal, graph-based patient representations for medical classification tasks

    Aug 3, 2026Julia Gehrmann, Lars Quakulinski, Hamza Naseem +1Multimodal Clinical DataHarmonization

  6. SecondOpinion: Anatomy-Aware Gated Reasoning for Efficient Medical Image Analysis

    Aug 3, 2026Siam Tahsin Bhuiyan, Rashedur Rahman, Sefatul Wasi +4Medical ImagingAnatomy

  7. Generative AI and Foundation Models in Medical Image

    Aug 3, 2026Masahiro OdaMedical Image GenerationGenerative Artificial Intelligence

  8. Characterizing Treatment-Context Medication Evidence Across Clinic Notes and Structured EHR Medication History

    Aug 3, 2026Mingyang Jiang, Congning Ni, Weixin Liu +1Clinical NotesMedication Recommendation Framework

  9. Retrieval Augmented Biomedical Question Answering with Weak Question Recovery and Neural Reranking for BioASQ Task 14b

    Aug 2, 2026Xueying Zhao, Lee Mai, Balaji AnandganeshBiomedicalGenerative Reasoning Re-Rankers

  10. Loud or Silent? A Reusable Framework for Per-Modality Failure Analysis in Multimodal Clinical AI

    Aug 2, 2026Quang Bui, Shlok Jaiswal, Samuel Paik-Heintz +14Multimodal Clinical DataEcg-Specific Augmentations

  11. Training-Free Out-of-Distribution Detection for Pathology Whole-Slide Images

    Aug 2, 2026Sabri Mustafa Kahya, Richard R. Chen, Muhammet Sami Yavuz +4Whole-Slide Image AnalysisOut-Of-Distribution Detection Performance

  12. Understanding Synergistic Interactions among Pathology Foundation Models via Adaptive Fusion

    Aug 2, 2026Yuxiang Xiao, Yang Hu, Bin Li +5Pathology Foundation ModelsPathology

  13. PlainMedScale: A Corpus of Multi-Level Simplified Medical Texts in German and English

    Aug 2, 2026Bruno Brocai, Ilaria Papagno, Mayumi OhtaReadabilityMedix

  14. MedUPS: Towards Diagnostic Assistance in Uncommon Medical Cases with Large Language Models

    Aug 2, 2026Ofir Ben Shoham, Oriel Perets, Nir Grinberg +1MedixDiagnostic Benchmark

  15. xMICD: Explainable Representation of Multiple ICD Codes

    Aug 2, 2026Pat Vatiwutipong, Kumkup Keeratisiwakul, Albert Phuoc Kien Van Truong +4International Classification Of Disease CodesInterpretable Machine Learning

  16. Gaokerena: A Small Persian Medical Language Model Family

    Aug 2, 2026Mehrdad Ghassabi, Hamidreza Baradaran Kashani, Pedram Rostami +5PersianMedical Question Answering

  17. Explainable Hybrid Feature Selection for Intrusion Detection in Internet of Medical Things Environments

    Aug 1, 2026Amira Berrezzek, Hayet Djellali, Giulio Mallardi +1Intrusion DetectionFeature Importance

  18. CT-HEG: A Bidirectional, Timestamp-Attributed Event Graph for ICU In-Hospital Mortality Prediction - An Architectural Ablation Study

    Aug 1, 2026Mohammad Nasir Uddin, Rahnuma Tabassum Orpita, Asaduzzaman Anik +4Intensive Care UnitSequence Modeling

  19. Large language models improve physician accuracy but lead to false reliance

    Aug 1, 2026Tirtha Chanda, Christoph Wies, Franziska Schramm +10Medical DomainFalsehood

  20. Auditing Medical Vision-Language Models on Chest Radiographs: Estimating Reference Agreement Across Institutions

    Aug 1, 2026Pengyang Yu, Yiou Wang, Zhongping Dong +3Medical Vision-Language ModelsClinical Decision

  21. Learning the Pareto Frontier of Predictive Models under Distribution Shift

    Aug 1, 2026Yiming Dong, Jiwei Zhao, Yang Young LuDistribution ShiftsPredictive Performance

  22. Learning to See Locally and Align Clinically with Pathology Semantics for Radiology Report Generation

    Jul 31, 2026Xuan Cuong NgoRadiology Report GenerationMedical Vision-Language Models

  23. RadPRISM: Schema-stratified radiology-report supervision for concept-disentangled image representations and visual grounding

    Jul 31, 2026Fabian Drexel, Marlene Fritzsche, Era Stambollxhiu +15Radiology Report GenerationMedical Vision-Language Models

  24. TAVI-TEC: An AI-Based Tool for Procedural Planning of Transcatheter Aortic Valve Implantation

    Jul 31, 2026Alessandra Zerillo, Stefano Cannata, Diego Bellavia +4Digital Subtraction AngiographyAi-Based

  25. Few-shot Deep Learning for Phase-Amplitude Aberration Correction in Transcranial Focused Ultrasound

    Jul 31, 2026Minju Seol, Minjee Seo, Seonaeng Cho +1UltrasoundUpsampling

  26. What Is Missing in Surgical Risk Stratification and Outcome Prediction: A Scoping Review of End-to-End Machine Learning Approaches

    Jul 31, 2026Yizhi Dong, Yuhe Ke, Hairil Rizal Abdullah +4Electronic Health RecordsMachine Learning

  27. SPARC-Rad: A Multimodal Benchmark Dataset and Evaluation Pipeline for Spatial and Anatomical Reasoning in Radiology Vision-Language Models

    Jul 30, 2026Satvik Tripathi, Mustafa Ege Seker, Kristian Quevada +8Medical Vision-Language ModelsRadiology Report Generation

  28. MIND: Multimodal Intent-Driven Network via Diffusion Transformers for Medical Image Fusion

    Jul 30, 2026Yunzhan Fu, Xiangyu Shen, Yifei Sun +3Visible Image FusionMultimodal Deep Learning

  29. Improving Mental Health Screening and Early Risk Detection in Spanish

    Jul 30, 2026Andreu Casamayor-Segarra, Vicent Ahuir, Antonio Molina-Marco +1Mental HealthEarly Detection

  30. A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports

    Jul 30, 2026Jia Yu, Yan Zhu, Yili He +12ColonoscopyMedical Vision-Language Models

  31. PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?

    Jul 30, 2026Zongyi Chen, Yu Liang, Jie Lin +1Digital PathologyMultimodal Benchmarks

  32. Secure Aggregation for Privacy-Preserving Federated Learning on Clinical EEG Data

    Jul 30, 2026Pouya Rajabi, Mohsen TooraniSecure AggregationElectroencephalogram

  33. The MADRS Pipeline: Supporting Depression Assessment in Clinical Trials

    Jul 30, 2026Mila Fodor, Katalin Ócsai, Francesco Periti +2DepressionMental Health

  34. Towards Practical Algorithm Selection for Unsupervised Domain Adaptation in Medical Imaging

    Jul 30, 2026Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2Unsupervised Domain AdaptationMedical Imaging

  35. MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos

    Jul 30, 2026Jinpeng Hu, Erqiang Wang, Shan Wang +4Mental HealthMultimodal Benchmarks

  36. LoMeVQA: A Comprehensive Benchmark for Longitudinal Medical VQA

    Jul 30, 2026Zhilin Wu, Zhangkai Ni, Chengmei Yang +4Medical Visual Question AnsweringKnowledge-Based Visual Question Answering

  37. CXR-Retrieve: Compositional Text-to-Image Retrieval in Chest Radiography

    Jul 30, 2026Tomer Erez, Moshe Kimhi, Chaim Baskin +1Chest X-Ray Report GenerationChest X-Ray

  38. DS@GT ARC at MEDIQA-CORE-Task-1 2026: Trimodal Model Fusion with Task-Specific Gates for Brain Tumor Subtype Classification

    Jul 30, 2026Hoang Thanh Thanh Truong, Charles R. ClarkBrain Tumor ClassificationMulti-Modal Fusion

  39. INCLAIR: Inception-Based Longitudinal Clinical Anomaly Detection with Informed Reasoning

    Jul 29, 2026Maxx Richard Rahman, Wolfgang MaassAnomalous Frame DetectionLongitudinal Patient Records

  40. Rethinking Artificial Intelligence in Medical Imaging: Assumptions, Reality, and Reframing

    Jul 29, 2026Arman Rahmim, Nourhan Bayasi, Xiaoxiao Li +2Medical ImagingTrustworthy Medical Artificial Intelligence

  41. ECG-InterpBench: Benchmarking the Interpretability of ECG Foundation Models with Matched-Scale Sparse Autoencoders

    Jul 29, 2026Yixuan Duan, Wei QiuEcg-Specific AugmentationsElectronic Health Record Foundation Models

  42. Same Facts, Different Diagnosis: Measuring and Mitigating Narrative Anchoring in Clinical Language Models

    Jul 29, 2026Prabhjot Singh, Pritam Deka, Vijay ChennareddyClinical ReasoningLarge Language Model Alignment

  43. Shared Semantic Codebook Distillation for Unpaired Cross-Modal Medical Classification

    Jul 29, 2026Dillan Imans, Phuoc-Nguyen Bui, Duc-Tai Le +1Cross-Modal Knowledge DistillationCross-Modality

  44. Position, Not Provenance: Separating Reasoning Mediation from Sycophancy in Medical Vision-Language Models

    Jul 29, 2026Supratik Bhowal, Subhrajyoti Basu, Aritra Gir Mahanta +1Medical Vision-Language ModelsClinical Reasoning

  45. Toward Multi-Modal Deep Learning for Pulmonary Disease Classification: A Texture-Based Machine Learning Pilot Study on Public Chest X-Ray Data

    Jul 29, 2026Yogisri Pujitha ChinthotiChest X-RayMultimodal Deep Learning

  46. SCALPEL: Semantic Cross-modal Alignment via LLM-Powered Encoder Learning for Medical Vision-Language Representation

    Jul 29, 2026Yunzhan Fu, Enyu Bao, Xiangyu Shen +4Medical Vision-Language ModelsMultimodal Clinical Data

  47. DoTime: A Synthetic Benchmark Generator for Interventional and Counterfactual Time Series

    Jul 29, 2026Dennis Thumm, Billy Tim Anthony, Ying ChenCausal InferencesSynthetic Time Series

  48. MedARC: Training-Free Adaptive Redundancy Compression of Visual Tokens for 3D Medical Vision-Language Models

    Jul 29, 2026Yitao Zhu, Mengjun Liu, Yingji Fu +2Medical Vision-Language ModelsVisual Tokens

  49. Rethinking Clinical Relevance in Chest X-ray Machine Learning: How Evaluation References Define Performance

    Jul 28, 2026Panagiotis Fytas, Ian Selby, Clemens Karner +14Chest X-RayClinical

  50. Entity Resolution in Practice: Lessons from a Self-Serve Pipeline

    Jul 28, 2026Kaushik Pavani, Ganga Aluri, Pravin Jadhav +2Data MiningRetrieval Recall

  51. GuideSkill: Evolving Executable LLM Agent Skills for Guideline-Grounded Clinical Reasoning

    Jul 28, 2026Lang Cao, Yuhao Shen, Tianyang Luo +3Clinical ReasoningAgent Skill Libraries

  52. ClinLens: Towards Long-Horizon Coding Agents for Longitudinal Multimodal Clinical Data Science

    Jul 28, 2026Yuan Zhu, Ethan B. Liu, Frank Nie +1Multimodal Clinical DataLongitudinal Patient Records

  53. VetClaw: An Edge-Cloud Multimodal Agentic System for Veterinary Disease Screening

    Jul 28, 2026Syed Mhamudul Hasan, Anas AlSobeh, Hussein Zangoti +1Multimodal Clinical DataEdge-Cloud Continuum

  54. Evaluating Multi-Turn Multimodal Diagnostic Reasoning on Challenging Real-World Clinical Cases

    Jul 28, 2026Rui Yang, Weihao Xuan, Yi Lin +23Clinical ReasoningDiagnostic Benchmark

  55. DRIFT: Direct-Recursive Intervention-Conditioned Forecasting of ICU Physiological Trajectories

    Jul 28, 2026Weixin Liu, Juming Xiong, Congning Ni +4Intensive Care UnitMimic-Iv Datasets

  56. Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography

    Jul 28, 2026Hyunkyung Han, Min Jung KimCardiac MotionElectronic Health Record Foundation Models

  57. DynaBridge: Dynamic Summary-Guided Cross-Task Multimodal Fusion for DASS-Structured Mental Health Assessment

    Jul 28, 2026Shiyu Teng, Haichen Yu, Jiaqing Liu +6Multimodal Clinical DataMental Health

  58. MyMentorLLM: A psychotherapy GenAI environment with multimodal voice/text patients, trainees and experts for deliberate practice

    Jul 28, 2026Rodolfo Rizzi, Alessandro Grecucci, Massimo StellaCognitive Behavioral TherapySimulated Patients

  59. Contrastive Representation Learning of Longitudinal Disease Trajectories on Temporal Graphs

    Jul 28, 2026Bastian PfeiferLongitudinal Patient RecordsPatient Trajectories

  60. Forensic Reproducibility Audit of a Radiology Vision-Language Model Benchmark: From Intended Protocol to Released Artifact

    Jul 28, 2026Mateusz KozłowskiMedical Vision-Language ModelsDiagnostic Benchmark