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9 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Role-guided Speaker Deletion Verification in Clinical Psychiatry Speech Recordings with Audio Language Models

    Sep 29, 2026Joseph T Colonel, Daniel Katzman, Kelsey Kirker +6SpeakerClinician Trust

    Icahn School of Medicine at Mount Sinai, Department of Psychiatry, New York, NY, USA

  2. KlinikeBench: Evaluating Language Models Beyond Diagnostic Accuracy

    Sep 29, 2026Xueting Fang, Zehui Li, Yang Yang +5Clinician TrustDiagnostic Benchmark

    Zhejiang University · Imperial College London · Nanchang University +2

  3. Right Words, Wrong Moment: A Clinician-Grounded Analysis of Distress in 19,930 Conversations between Young People and ChatGPT

    Sep 28, 2026Marx Wang, Ella Zhang, Cameron Tan +11DistressClinician Trust

    University of Washington, United States · University of Oxford, United Kingdom · Stanford University, United States +2

  4. A Living Benchmark for Information Retrieval from Electronic Health Records

    Sep 24, 2026Jordan L. Cahoon, Chloe O. Stanwyck, Sulaiman Somani +23Electronic Health RecordsClinician Trust

    Department of Biomedical Data Science, Stanford University, Stanford, CA · Department of Pathology, Stanford University, Stanford, CA · Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA +6

  5. Can Jev Judge Radiology Reports? Evaluating a System One Model for Clinical Factuality

    Sep 23, 2026Jiaju Huang, Hao Yang, Xinyu Ma +6Radiology Report GenerationClinician Trust

    Intelligent Medical Computing Laboratory, Faculty of Applied Sciences, Macao Polytechnic University · Department of Radiology, Netherlands Cancer Institute, Amsterdam, the Netherlands · Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, the Netherlands

  6. KnowBench: Effort Reduction as a Unified, Deployment-Grounded Benchmark for Clinical AI

    Sep 14, 2026Jocelyn Kang, Caroline ZhangClinician TrustClinical Notes

    Knowtex Inc.

  7. When Rubrics Fail: Hallucinations Reveal Blind Spots in Medical AI Evaluation

    Sep 14, 2026Griffin Farrow, Lily Sijia Li, Jack Johnson +4Clinician TrustVisual Hallucinations

    University of Oxford

  8. LLMs as Post-hoc Auditors of Physiological Plausibility in Symbolic Regression: A Clinician-Evaluated Case Study

    Sep 12, 2026Jorge López-Varela, J. Ignacio Hidalgo, José-Manuel Muñoz +6Symbolic RegressionExplainability

    Computer Architecture Department, Universidad Complutense de Madrid, Spain. · Bioinspired Intelligence Ltd., Pozuelo de Alarc´on, Spain · Universidad Aut´onoma de Baja California, M´exico +7

  9. Scaling Clinical Judgment to Evaluate Medical AI

    Sep 11, 2026Thomas A. Buckley, Zahir Kanjee, Peter G. Brodeur +15Clinician TrustOpen-Ended Responses

    Department of Biomedical Informatics, Harvard Medical School, Boston, MA · Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA · Stanford Division of Hospital Medicine, Stanford University, Stanford, CA +11

  10. Emergency Department Revisit Quality Review Screening: Exploring Human Decision-Making and Artificial Intelligence Support

    Sep 9, 2026Jonathan A. Handler, Marlene I. Robles-Granda, Jacob E. Mefford +5Clinician TrustEmergency Departments

    Clinical Intelligence and Advanced Data Lab, OSF HealthCare, Peoria, IL · Digital Innovation Development, OSF HealthCare, Peoria, IL · OnCall, OSF HealthCare, Peoria, IL +7

  11. One note in three: a verified census of three deployed AI scribes, and the instrument that counted it

    Aug 31, 2026Sebastian Fox, Luke Markham, Ryan Lail +1Clinician TrustClinical Notes

    Composo

  12. Augmenting Interviewer Judgments of Patient Experience with Automatic Language Analysis

    Aug 31, 2026Aowen Shi, Michal Balazia, Danilo Postin +4InterviewsClinician Trust

    INRIA Universit´e Cˆote d’Azur, Valbonne, France · Carl von Ossietzky University of Oldenburg, Germany · German Research Center for Artificial Intelligence, Saarbrücken, Germany +1

  13. Towards Expert-level Medical AI for Real-time Video Consultations

    Aug 10, 2026Mahvish Nagda, Jihyeon Lee, Matthew Thompson +37Multimodal Clinical DataClinician Trust

    Google Research · Google DeepMind

  14. Quality Action Assurance: Multimodal Verification of Examiner Claims in VR OSCEs

    Jul 21, 2026Harry Rogers, Sally Shiels, Ashley Tomlinson +5Reference-Guided Multimodal In-Context VerificationClinician Trust

    Department of Engineering Science, University of Oxford, Oxford, UK · Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK · Department for Continuing Education, University of Oxford, Oxford, UK

  15. MedFailBench: A Clinician-Built Open-Source Benchmark for Medical AI Safety Boundary Inspection

    Jul 16, 2026Goktug OzkanArtificial Intelligence SafetyClinician Trust

    Department of Internal Medicine, Kutahya Emet Dr. Fazil Dogan State Hospital, Kutahya, Turkiye

  16. Clinician-Level Agreement Without Clinical Caution: LLM Evaluator Limits in Medical AI Benchmarking

    Jul 1, 2026William Philipp, Finn Fassbender, Thorsten Langer +11Clinician TrustLarge Language Model Evaluation

    Section for Clinical Research-IT, Institute of Medical Biometry and Statistics, University of Luebeck, Luebeck, Germany. · Medical Faculty, University of Tübingen, Tübingen, Germany. · Department of Pediatric and Adolescent Medicine, University of Luebeck / University Hospital Schleswig-Holstein, Luebeck, Germany. +5

  17. The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing

    Jun 23, 2026Eileanor LaRocco, Sarah Tan, Adarsh Subbaswamy +4Medication LeafletClinician Trust

    University of Virginia · Cornell University · University of Maryland, Baltimore +1

  18. Enhancing Clinician Decision-Making via Uncertainty-Aware Multi-Expert Fusion for Stroke Rehabilitation

    Jun 23, 2026Tamim Ahmed, Thanassis RikakisRehabilitationClinician Trust

    Bioemdical Engineering, University of Soutehrn California,, Los Angeles, 90007, CA, USA.

  19. Before the Labels: How Dataset Construction Shapes Suicidality Detection in Clinical Text

    Jun 17, 2026Priyanshi Garg, Ishita Rao, Jieqiong Ding +1Suicide RiskElectronic Health Records

    Department of Linguistics, University of Washington, Seattle, WA, USA · Human Centered Design & Engineering, University of Washington, Seattle, WA, USA

  20. Agentic AI Enhances Physician Trust in Clinical Decision Making

    Jun 16, 2026Zhiling Yan, Zhe Fang, David J King +10Clinician TrustClinical Decision Support

    Department of Computer Science and Engineering, Lehigh University, Bethlehem, PA, USA · Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA · Department of Medicine, Division of Cardiology, University of Florida, Gainesville, FL, USA +4

  21. CARE: A Conformal Safety Layer for Medical Summarization

    Jun 8, 2026Suhana Bedi, Bridget Lin, Anson Y. Zhou +5SummarizationLarge Language Model Safety

    Department of Biomedical Data Science, Stanford University · Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University · Department of Computer Science, Stanford University +2

  22. Ten Headache Specialists versus Artificial Intelligence for Clinical Literature Summarization: A Critical Evaluation and Comparison

    Jun 3, 2026Alejandro Lozano, Keiko Ihara, Ping-Hao Yang +13SummarizationClinician Trust

    Stanford University, Palo Alto, CA, USA · Department of Neurology, Mayo Clinic, Rochester, MN, USA · Department of Neurology, Dalhousie University, Halifax, Canada +8

  23. An explainable hierarchical self attention-based approach for tremor detection in the time domain

    May 30, 2026Timothy Odonga, Jeanne M. Powell, Mark Saad +5Time-FrequencySeizure Detection

    Department of Biomedical Informatics, School of Medicine, Emory University, Atlanta, GA, USA · Jean and Paul Amos Parkinson’s Disease and Movement Disorders Program, Department of Neurology, School of Medicine, Emory University, Atlanta, GA, USA · Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA

  24. CandorMD: An AI-Assisted Audio Simulation and Feedback System for Training Clinicians for Medical Error Disclosure

    May 20, 2026Inna Wanyin Lin, Sahand Sabour, Hong Sng +4Simulated PatientsClinician Trust

    University of Washington Seattle, WA, USA · Tsinghua University Beijing, China

  25. What Does the AI Doctor Value? Auditing Pluralism in the Clinical Ethics of Language Models

    May 18, 2026Payal Chandak, Victoria Alkin, David Wu +11Internal PluralismClinician Trust

  26. Evaluating the Utility of Personal Health Records in Personalized Health AI

    May 18, 2026Rory Sayres, Kejia Chen, Ayush Jain +19Electronic Health RecordsClinician Trust

    1Google Research · †Work done while at Google Research

  27. Resolving the bias-precision paradox with stochastic causal representation learning for personalized medicine

    May 7, 2026Peisong Zhang, Manqiang Peng, Yuxuan Wu +21Heterogeneous Treatment EffectsCausal Representation Learning

    School of Medicine, NUS, . · College of Design and Engineering, NUS, . · Aier Academy of Ophthalmology, Central South University. +14

  28. Atomic Fact-Checking Increases Clinician Trust in Large Language Model Recommendations for Oncology Decision Support: A Randomized Controlled Trial

    May 5, 2026Lisa C. Adams, Linus Marx, Erik Thiele Orberg +8Clinician TrustFact-Checking

    Department of Diagnostic and Interventional Radiology, TUM University Hospital Rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany · Department of Radiation Oncology, TUM University Hospital Rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany · Department of Internal Medicine III: Hematology and Clinical Oncology, University Hospital Regensburg, University of Regensburg, Regensburg, Germany +4

  29. ADAPTS: Agentic Decomposition for Automated Protocol-agnostic Tracking of Symptoms

    May 4, 2026Alexandria K. Vail, Marcelo Cicconet, Katie Aafjes-van Doorn +2DepressionMental Health

    Deliberate Solutions, Inc. New York, New York, USA

  30. Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care

    Apr 30, 2026Prabhjot Singh, Abhishek Gupta, Chris Betz +4Clinician TrustDisagreement

    Altitude

  31. HealthBench Professional: Evaluating Large Language Models on Real Clinician Chats

    Apr 30, 2026Rebecca Soskin Hicks, Mikhail Trofimov, Dominick Lim +13Clinician TrustLarge Language Model Benchmarks

    OpenAI

  32. Case-Specific Rubrics for Clinical AI Evaluation: Methodology, Validation, and LLM-Clinician Agreement Across 823 Encounters

    Apr 27, 2026Aaryan Shah, Andrew Hines, Alexia Downs +6Clinician TrustArtificial Intelligence Evaluation

    1Canvas Medical, San Francisco, CA, USA · Department of Biomedical Data Science, Stanford University, Stanford, CA, USA · 3XPC (X Primary Care) +2

  33. Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores

    Apr 23, 2026Shevya Panda, Shinjini Bose, Ananya JoshiMental HealthClinician Trust

    Johns Hopkins University Baltimore, USA

  34. MedSkillAudit: A Domain-Specific Audit Framework for Medical Research Agent Skills

    Apr 22, 2026Yingyong Hou, Xinyuan Lao, Huimei Wang +10Inter-Annotator AgreementClinician Trust

    Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai, China · 1AIPOCH PTE. LTD., Singapore

  35. Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA

    Apr 19, 2026Alberto Testoni, Iacer CalixtoLarge Language Model ReliabilityClinician Trust

    Department of Medical Informatics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands. · Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.

  36. DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI

    Apr 16, 2026Zhizheng Wang, Chih-Hsuan Wei, Joey Chan +19Deep ResearchClinician Trust

    Division of Intramural Research (DIR), National Library of Medicine (NLM), National Institutes of Health (NIH), Bethesda, MD 20892, USA · Hunterian Neurosurgical Laboratory, Johns Hopkins School of Medicine, Baltimore, MD 21231, USA · Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA +7

  37. Can LLMs Accurately Score Medical Diagnoses and Clinical Reasoning?

    Apr 16, 2026Amy Rouillard, Sitwala Mundia, Linda Camara +8Clinician TrustLarge Language Model Judges

    aWits MIND Institute, University of the Witwatersrand, Johannesburg, South Africa · fSchool of Computer Science and Applied Mathematics, University of the Witwatersrand, Johannesburg, South Africa · bGrai Labs, Cape Town, South Africa +3

  38. AI Chatbot Suicide Risk Detection and Response: Human Validation Study of the Open-Source VERA-MH Safety Evaluation

    Feb 4, 2026Kate H. Bentley, Luca Belli, Adam M. Chekroud +7Suicide RiskArtificial Intelligence Safety

    Spring Health · UC Berkeley · Yale University

  39. EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis

    Aug 10, 2025Yi Tang, Kai-Ni Wang, Liang-Peng Pu +3ColonoscopyDiagnosis

    School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China · Jiangsu Key Laboratory of Biomaterials and Devices, Southeast University, Nanjing 211189, China · State Key Laboratory of Digital Medical Engineering, Southeast University, Nanjing 211189, China +2