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Military Medicine

Latest AI and machine learning research in military medicine for healthcare professionals.

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Local Deployment of Open-Weight Language Models in Dermatology: Viewpoint on Privacy, Equity, and Practical Implementation.

Generative AI, particularly large language models (LLMs), is reshaping clinical workflows in dermatology. However, cloud-based commercial models pose persistent challenges to Health Insurance Portability and Accountability Act (HIPAA) compliance, especially in dermatology, where protected health information (PHI) extends beyond text to clinical photographs, dermoscopic images, and total-body photo...

Aug 21 2026 42627943

Ethics of Autonomous AI Clinical Trials: Delphi Study.

BACKGROUND: Safe implementation of autonomous AI in medicine requires rigorous evaluation through clinical trials. The 7 guiding principles for ethical clinical research endorsed by the National Institutes of Health (NIH) provide an established framework for promoting scientific rigor and protecting the safety of human participants. However, clinical trials of autonomous AI raise novel ethical iss...

Aug 21 2026 42627957
Machine Learning in Palliative Care: Scoping Review of Applications.

BACKGROUND: Palliative care is increasingly recognized as essential for an aging population and rising life-limiting illnesses. Machine learning (ML) ...

Aug 21 2026 42628008
A Human-Governed Clinical Informatics Framework for Safe AI-Assisted Mental Health Counseling: Secondary Framework Development and Requirement Mapping Study.

BACKGROUND: Natural language processing and large language model systems are increasingly used to support mental health documentation, screening, and ...

Aug 21 2026 42628031
Artificial intelligence-assisted phenotyping of sepsis: Research progress, clinical challenges, and translational prospects.

Sepsis remains a leading cause of mortality in intensive care units worldwide, a challenge exacerbated by pathophysiological and clinical heterogeneit...

Aug 21 2026 42633023
AI-assisted radiographic fracture detection and length of stay in the adult ambulatory orthopedic emergency department: a before-after cohort study with a disease-specific internal control.

BACKGROUND: Although artificial intelligence-assisted radiographic fracture detection tools (AI-RFDT) have demonstrated high diagnostic accuracy in ad...

Aug 20 2026 42632355
Equity in Neurotoxicity Care in the Era of Cancer Immunotherapy.

Immunotherapies such as chimeric antigen receptor T cell (CAR-T) therapy and immune checkpoint inhibitors have improved cancer survival but are associ...

Aug 20 2026 42586529
Systematic Review on Noncomputed Tomography-Based Technologies for Prehospital Stroke Diagnosis.

Effects of stroke therapies area highly time dependent but onset-to-treatment times for recanalizing treatment are mostly beyond optimal time windows....

Aug 20 2026 42622212
Safety-Oriented Evaluation of Large Language Models in Health Care: Guideline-Informed Systematic Review.

BACKGROUND: Large language models (LLMs) are rapidly emerging in health care, offering opportunities in decision support, education, and research, but...

Aug 20 2026 42623243
AI Models for Predicting Acute Kidney Injury (AKI) and Post-AKI Mortality: Systematic Review and Meta-Analysis.

BACKGROUND: Machine learning (ML) models are increasingly used to predict acute kidney injury (AKI), but validation quality and clinical readiness rem...

Aug 20 2026 42623396
Patient-Facing AI System for Symptom Guidance Using Simulated Encounters and Physician Review: Analytical Validation Study.

BACKGROUND: Rapid advances in large language models (LLMs) have expanded interest in patient-facing health applications that support symptom assessmen...

Aug 19 2026 42615486
Digital Oral Health beyond Professional Dental Care Settings: A Scoping Review of Technologies and Applications from Prevention to Early Detection.

BACKGROUND: Oral non-communicable diseases impose a substantial and unequally distributed global burden. Digital technologies have the potential to su...

Aug 19 2026 42617722
The Challenges of AI Applications in Health Care: Qualitative Study.

BACKGROUND: The application of AI in clinical settings is becoming increasingly widespread, exerting a profound impact on health care professionals' w...

Aug 18 2026 42612210
Large language models and prostate MRI reporting: a stringent testbed for safe deployment under evolving AI, health-data, and cybersecurity regulation.

Prostate magnetic resonance imaging (MRI) reporting is a high-impact communication task because small differences in lesion laterality, sector localiz...

Aug 17 2026 42606593
Triboelectric Tactile Sensors for Embodied Intelligence: Design, Performances, and Applications.

Embodied intelligence is driving artificial intelligence from digital reasoning toward real physical interaction, while tactile perception capabilitie...

Aug 17 2026 42605613
The role of dataset integrity, calibration and signal quality in neural network-based blood pressure estimation.

Cuffless blood pressure (BP) estimation via photoplethysmography (PPG) and machine learning has been widely studied, yet reported accuracy remains bel...

Aug 15 2026 42603817
Artificial Intelligence in Occlusion-Oriented Digital Reconstruction of Maxillofacial Fractures: Current Applications and Translational Challenges.

Maxillofacial fractures require reconstruction of a functional craniofacial unit rather than isolated realignment of fractured bone. Stable occlusion,...

Aug 14 2026 42598811
Large language models in spine care and research.

BACKGROUND: Large language models (LLMs) have emerged as powerful transformer-based systems capable of capturing long-range dependencies and complex s...

Aug 14 2026 42599309
Detecting and Mitigating AI Bias in Health Care: Development and Validation of a Unified Multistage Framework.

BACKGROUND: AI-driven clinical systems can improve diagnosis, prognosis, and resource allocation, but they may reproduce disparities encoded in histor...

Aug 14 2026 42600144
Exploring Perceptions of Leveraging AI to Improve Outcomes in Maternal, Sexual, and Reproductive Health in Sub-Saharan Africa: Exploratory Qualitative Study.

BACKGROUND: AI has the potential to transform health care in low- and middle-income countries, where access to quality care remains limited. Maternal,...

Aug 13 2026 42594346
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