Public Health & Policy

Military Medicine

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

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Reconfigurable Multiscroll Memristive Neural Network With Application to Telemedicine Privacy Protection.

Constructing memristive neural networks (MNNs) with multiscroll chaotic attractors helps advance both theoretical and applied research on neural networks. However, the existing models mainly utilize complex memristor models with polynomial functions, nested composite functions, and so on, to generate multiscroll chaotic attractors, which leads to increased model complexity and difficulties in on-d...

Feb 24 2026 41734120

Financial impact of deep learning reconstruction in magnetic resonance imaging: experiences after widespread deployment.

PURPOSE: To evaluate the impact of deep learning reconstruction (DLR) on MRI productivity at a tertiary care academic hospital, and to validate a previously published Monte Carlo-based forecast of the productivity enhancement potential of DLR. METHODS: Scanner log data were analyzed for two periods: pre-DLR adoption (January-October 2023, six scanners) and post-DLR (January-October 2025, five scan...

Feb 23 2026 41759450
Bias-Mitigated AI as a Foundation for Resilient and Effective Health Systems.

Artificial intelligence (AI) is rapidly reshaping the landscape of health care, from clinical diagnostics and disease surveillance to the prediction o...

Feb 23 2026 41730169
ChatGPT Health performance in a structured test of triage recommendations.

ChatGPT Health launched in January 2026 as OpenAI's consumer health tool, reaching millions of users. Here, we conducted a structured stress test of t...

Feb 23 2026 41731097
Could sleep engineering be used to combat PTSD and depression?

Sleep engineering could be developed to provide a drug-free, non-invasive avenue to treat depression and post-traumatic stress disorder. Such an inter...

Feb 23 2026 41729810
AIxBio: Opportunities to Strengthen Health Security.

Artificial Intelligence (AI) has the potential to revolutionize biosecurity, health security, biodefense, and pandemic preparedness by offering ground...

Feb 22 2026 41725087
Prospective pilot evaluation of a deep learning model for kidney stone detection on CT using a web-based workflow platform.

Rapid and reliable detection of kidney stones on non-contrast abdominal CT is essential for timely decision-making in emergency radiology. However, ri...

Feb 21 2026 41722009
Development and proof-of-concept of a treatment target recommendation algorithm in the context of cognitive processing therapy.

Background: Cognitive Processing Therapy (CPT) is an effective, widely supported treatment for PTSD, but patient response varies considerably. Optimal...

Feb 20 2026 41717736
Bio-diesel quality characterization towards bio-jet fuel production using infrared spectroscopy and an interpretable machine learning framework.

Efficient utilization of renewable biomass resources requires advanced modeling and monitoring frameworks for resource optimization and sustainable ma...

Feb 20 2026 41722311
A hybrid CNN-spectral architecture for non-contact respiratory rate estimation using multi-region optical-flow analysis.

Respiratory rate (RR) is a key indicator for assessing health conditions, yet noncontact measurement remains challenging due to motion artifacts, ligh...

Feb 20 2026 41719300
Beyond Pattern Recognition: A Gödelian Limit on Self-Validation in Radiological AI.

Artificial intelligence (AI) systems increasingly match or exceed human performance in narrowly defined radiological tasks, accelerating their clinica...

Feb 19 2026 41722668
Screening for Clinically Significant Nephrolithiasis Based on Simple Health Checkup Clinical and Urine Parameters in General Populations: Multicenter Machine Learning Study.

BACKGROUND: Nephrolithiasis affects approximately 15% of the population and often remains undetected in asymptomatic individuals. Current diagnostic a...

Feb 19 2026 41712857
Securing Federated Learning With Blockchain in the Medical Field: Systematic Literature Review.

BACKGROUND: The exponential growth of medical data and advancements in artificial intelligence (AI) have accelerated the development of data-driven he...

Feb 19 2026 41712960
Artificial Intelligence in African Cardiovascular Care: Opportunities, Challenges, and Pathways to Improved Outcomes.

Cardiovascular disease (CVD) remains a leading cause of morbidity and mortality in Africa, accounting for over 1 million deaths annually. As CVD preva...

Feb 18 2026 41716639
Sustainable Ophthalmology Applications: From the Perspective of Strabismus and Pediatric Ophthalmology.

Ophthalmology significantly contributes to the healthcare sector's carbon footprint. Despite recent increases in sustainability research in ophthalmol...

Feb 18 2026 41705846
Rational Construction of a Cu-Cu2O-CuHCF Heterojunction Interface for High-Performance Potassium-Ion Sensing.

The deployment of potassium ion (K+) sensors in demanding environments, such as marine resource utilization, energy storage systems, and industrial pr...

Feb 18 2026 41706037
Adoption of AI-Based Scribes in Telemedicine: Provider Attitudes and Insights.

BACKGROUND: Technological advancements and legislation have led to the widespread use of electronic health records (EHRs) in the 21st century. Along w...

Feb 18 2026 41706444
Artificial intelligence translation in healthcare: an urgent call for evidence-informed policy frameworks.

The deployment of artificial intelligence (AI) translation tools in healthcare is accelerating rapidly, yet regulatory frameworks lag dangerously behi...

Feb 18 2026 41708159
Prediction of athlete performance based on a gradient regression model.

Accurate prediction of athlete performance is a challenges issue of significance in sports science and analytics and has application in training desig...

Feb 18 2026 41708773
Direct Integration of Ionic Liquid Gel Sensors onto Microfibrous Face Mask Substrates for Wearable Respiratory Health Monitoring.

Mask-integrated respiratory sensors are promising for noninvasive monitoring of respiratory health outside of clinical settings, for example, to suppo...

Feb 17 2026 41702671
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