Public Health & Policy

Health Policy

Latest AI and machine learning research in health policy for healthcare professionals.

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Unseen Insights: An AI-Powered Exploration of Secure Patient Messages in Ophthalmology

Objective To characterize the clinical and administrative concerns communicated through secure ophthalmology messaging and to assess differences in message content across patient sociodemographic groups. Design Cross-sectional study of de-identified, patient-initiated secure messages sent between June 2014 and July 2024. Participants Patients with ophthalmic conditions who initiated secure electro...

ELIQ: A Label-Free Framework for Quality Assessment of Evolving AI-Generated Images

Generative text-to-image models are advancing at an unprecedented pace, continuously shifting the perceptual quality ceiling and rendering previously collected labels unreliable for newer generations. To address this, we present ELIQ, a Label-free Framework for Quality Assessment of Evolving AI-generated Images. Specifically, ELIQ focuses on visual quality and prompt-image alignment, automatically...

Feb 3 2026 2602.03558v1
Real-World Applications of AI in LTE and 5G-NR Network Infrastructure

Telecommunications networks generate extensive performance and environmental telemetry, yet most LTE and 5G-NR deployments still rely on static, manua...

Feb 2 2026 2602.02787v1
Efficient Cross-Country Data Acquisition Strategy for ADAS via Street-View Imagery

Deploying ADAS and ADS across countries remains challenging due to differences in legislation, traffic infrastructure, and visual conventions, which i...

Feb 2 2026 2602.01836v1
Generation of Synthetic Data in Health Surveys Using Large Language Models

Background: Generating synthetic data using artificial intelligence, such as large language models (LLMs), is a useful strategy in public health becau...

Q-Hawkeye: Reliable Visual Policy Optimization for Image Quality Assessment

Image Quality Assessment (IQA) predicts perceptual quality scores consistent with human judgments. Recent RL-based IQA methods built on MLLMs focus on...

Jan 30 2026 2601.22920v1
Privacy-Preserving Sensor-Based Human Activity Recognition for Low-Resource Healthcare Using Classical Machine Learning

Limited access to medical infrastructure forces elderly and vulnerable patients to rely on home-based care, often leading to neglect and poor adherenc...

Jan 29 2026 2601.22265v1
Persistent Proxy Discrimination in HIV Testing Prediction Models: A National Fairness Audit of 386,775 US Adults

Background: Human immunodeficiency virus (HIV) disproportionately affects marginalized communities in the United States, with Black Americans comprisi...

HERS: Hidden-Pattern Expert Learning for Risk-Specific Vehicle Damage Adaptation in Diffusion Models

Recent advances in text-to-image (T2I) diffusion models have enabled increasingly realistic synthesis of vehicle damage, raising concerns about their ...

Jan 29 2026 2601.21517v1
Expected Return Causes Outcome-Level Mode Collapse in Reinforcement Learning and How to Fix It with Inverse Probability Scaling

Many reinforcement learning (RL) problems admit multiple terminal solutions of comparable quality, where the goal is not to identify a single optimum ...

Jan 29 2026 2601.21669v1
LLM-AutoDP: Automatic Data Processing via LLM Agents for Model Fine-tuning

Large Language Models (LLMs) can be fine-tuned on domain-specific data to enhance their performance in specialized fields. However, such data often co...

Jan 28 2026 2601.20375v1
Establishing dermatopathology encyclopedia DermpathNet with Artificial Intelligence-Based Workflow

Accessing high-quality, open-access dermatopathology image datasets for learning and cross-referencing is a common challenge for clinicians and dermat...

Jan 27 2026 2601.19378v1
GLEN-Bench: A Graph-Language based Benchmark for Nutritional Health

Nutritional interventions are important for managing chronic health conditions, but current computational methods provide limited support for personal...

Jan 26 2026 2601.18106v1
Health-SCORE: Towards Scalable Rubrics for Improving Health-LLMs

Rubrics are essential for evaluating open-ended LLM responses, especially in safety-critical domains such as healthcare. However, creating high-qualit...

Jan 26 2026 2601.18706v1
Federated Proximal Optimization for Privacy-Preserving Heart Disease Prediction: A Controlled Simulation Study on Non-IID Clinical Data

Healthcare institutions have access to valuable patient data that could be of great help in the development of improved diagnostic models, but privacy...

Jan 23 2026 2601.17183v1
Predicting Healthcare System Visitation Flow by Integrating Hospital Attributes and Population Socioeconomics with Human Mobility Data

Healthcare visitation patterns are influenced by a complex interplay of hospital attributes, population socioeconomics, and spatial factors. However, ...

Jan 22 2026 2601.15977v1
AlignInsight: A Three-Layer Framework for Detecting Deceptive Alignment and Evaluation Awareness in Healthcare AI Systems

Importance: Emerging evidence suggests healthcare AI systems may exhibit deceptive alignment (appearing safe during validation while optimizing for mi...

Enhancing Text-to-Image Generation via End-Edge Collaborative Hybrid Super-Resolution

Artificial Intelligence-Generated Content (AIGC) has made significant strides, with high-resolution text-to-image (T2I) generation becoming increasing...

Jan 21 2026 2601.14741v1
Large-Scale Label Quality Assessment for Medical Segmentation via a Vision-Language Judge and Synthetic Data

Large-scale medical segmentation datasets often combine manual and pseudo-labels of uneven quality, which can compromise training and evaluation. Low-...

Jan 20 2026 2601.14406v1
Bridging the Gap in Bangla Healthcare: Machine Learning Based Disease Prediction Using a Symptoms-Disease Dataset

Increased access to reliable health information is essential for non-English-speaking populations, yet resources in Bangla for disease prediction rema...

Jan 17 2026 2601.12068v1
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