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Medicolegal

Latest AI and machine learning research in medicolegal for healthcare professionals.

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Performance of an Ambient Generative AI Documentation Tool in a Linguistically Diverse Clinical Setting

Ambient artificial intelligence scribes are being increasingly used in healthcare to improve efficiency and reduce provider clinical documentation burden, yet their performance across linguistically diverse patient populations is not well characterized. We conducted a retrospective analysis of 54,160 outpatient encounters within a U.S. safety net health system to evaluate the performance of an art...

Are automated documentation-error judges fit to measure ambient AI scribes? A pre-registered, blinded human-validation study

Objectives Safety claims for ambient artificial intelligence (AI) scribes rest on automated judges that detect documentation errors and grade clinical risk. Expert reviewers are under-sensitive and disagree with one another, so no gold standard exists and validation cannot mean accuracy. We tested whether such judges are a defensible instrument: reproducible, within the envelope of expert disagree...

A Pathway to General-Purpose Scientific AI: Multimodal Comprehension of Scientific Images

Scientific figures and tables encode essential experimental evidence, yet remain difficult for digital libraries and multimodal AI systems to retrieve...

Aug 14 2026 2608.14075v1
Large Language Models Generate Stigmatizing Language During Reasoning Over Real-World Clinical Data

Stigmatizing language in clinical documentation, which conveys negative stereotypes, attitudes, or judgments toward patients, is a recognized source o...

ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision

Thinking with images allows a multimodal model to compensate for limited perception by invoking visual tools through code. Yet the prevailing SFT-then...

Aug 9 2026 2608.08907v1
Multimodal Large Language Models vs. Medical Doctors in Degenerative Lumbar Spine Surgery: A Retrospective Decision Concordance Study of 147 Patients

Objective: To evaluate decision concordance between commercially available multimodal large language models (LLMs), resident doctors, and senior-surge...

From Siloed Algorithms to Compliance-First Agentic Platforms: A Multi-Layered Architecture for Hospital AI Systems

Hospitals are rapidly adopting artificial intelligence for triage, imaging, scheduling etc., yet most deployments remain isolated point solutions lock...

Aug 6 2026 2608.06112v1
The Deployment Wall: A Diagnostic Framework and Instrument for Enterprise AI in the Deployment Era

Enterprise investment in generative artificial intelligence (AI) tripled in a single year to roughly US$37 billion, yet independent field research fin...

Jul 31 2026 2607.29089v1
First-24-hour machine learning for 30-day mortality prediction in ICU trauma patients: development in MIMIC-III and cross-database evaluation in MIMIC-IV

ICU trauma patients are clinically heterogeneous, and early mortality risk stratification may support monitoring and resource allocation. We developed...

What it takes to implement AI in Africa: health-system lessons from developing an ML-enabled maternal risk stratification algorithm in Tanzania

Background Machine learning (ML) has growing potential to support early identification of high-risk pregnancies in resource-constrained settings. Howe...

Forty-seven percent of pregnancies have stigmatizing language in their clinical notes in an electronic health record cohort

Stigmatizing language in medical documentation may reflect and perpetuate bias, but its prevalence in obstetrics has not been systematically quantifie...

BG-REAL: A Public Real-Data Anchored Benchmark for Background Manipulation Detection and Localization

Background manipulation is a practical but under-specified image-forensics setting: the manipulated evidence can sit outside the salient foreground ob...

Jul 28 2026 2607.26232v1
EMG-BIDS: an extension to the Brain Imaging Data Structure for electromyography

Electromyography (EMG) is fundamental to clinical assessment, rehabilitation, neuromuscular research, and human-machine interfaces. Despite decades of...

Neuro-Symbolic AI for Automated Pathology Quality Measurement

Background. Clinical quality measurement often relies on manual abstraction of medical records, an approach that is costly, burdensome, and often infe...

Multi-model Segmentation and Morphometric Quantification of Cerebral Amyloid Angiopathy in Alzheimer's Disease Whole Slide Histopathology Images

Introduction: Cerebral amyloid angiopathy (CAA) is characterized by amyloid-beta deposition in cortical and leptomeningeal vessels and associated with...

Large Language Model - Enhanced Decision Tree Framework for Identifying Multiple Sclerosis Diagnoses from Clinical Documentation

Background. Early diagnosis and intervention are crucial in multiple sclerosis (MS), yet diagnostic delays are common. Large language models (LLMs) su...

PAUSE-Agents: A Clinician-in-the-Loop Multi-Agent AI Pipeline for ICU-to-Ward Handoff Briefs

ICU-to-ward transfers are high-risk transitions marked by information loss and burdensome handoff preparation. We developed PAUSE-Agents, a clinician-...

Protocol for an EHR-embedded pragmatic randomized control trial of Ambient AI to Reduce Nursing Staff Documentation Time

Background: Documentation burden significantly impacts nursing workload and well-being, with nurses spending an estimated 20-40% of their time on docu...

XIBBIT: A biometric recognition tool for efficient Xenopus laevis identification and colony management

The African clawed frog Xenopus laevis is a widely utilized model organism in biomedical research; however, significant challenges in experimental rep...

To Retain or to Adapt? Generalizing Continual Learning

The Continual Learning (CL) literature has long been driven by the goal of mitigating catastrophic forgetting. This objective rests on a pervasive, of...

Jul 6 2026 2607.05609v1
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