Public Health & Policy

Work Force

Latest AI and machine learning research in work force for healthcare professionals.

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Graph-based understanding of isomeric diversity in complex dissolved organic matter.

Characterizing the isomeric diversity of molecular formulas (MFs) in dissolved organic matter (DOM) is essential for advancing research across environmental and biomedical sciences. Ultra-high-resolution mass spectrometry (UHR MS), particularly when coupled with high-performance liquid chromatography (LC-UHR MS), can resolve isomeric diversity chromatographically. However, its broad application is...

Apr 27 2026 42045516

Integrative multi-kingdom gut microbiome analysis uncovers clinical signatures of major depressive disorder.

BACKGROUND: Accumulating evidence indicates that gut microbiome is significantly altered in major depressive disorder (MDD). However, most studies have focused on bacteria, while the functional and ecological contributions of eukaryotes, archaea, and viruses in MDD remain poorly understood. METHODS: Fecal samples were collected from 121 first-episode, drug-naïve young adults with MDD and 117 healt...

Apr 24 2026 42035799
Vitiligo state assessment based on progressive transfer learning and multimodal domain adaptation.

Vitiligo is a common skin depigmentation disorder; assessing its state is crucial for the treatment outcome. Collecting multimodal data for vitiligo a...

Apr 24 2026 42030973
A Review on Artificial Intelligence as a Solution to Burnout in Interventional Radiology.

PURPOSE: We review burnout risk factors in interventional radiology (IR) and explore how artificial intelligence (AI) would address burnout from a wor...

Apr 24 2026 42032303
Predicting challenges and opportunities in improving snakebite envenoming management in Ghana.

BACKGROUND: Snakebite envenoming (SBE) is a neglected tropical disease and a major public health crisis in Africa. We integrated a maximum difference ...

Apr 23 2026 42024496
Monitoring airline pilot mental health: a 3PM framework utilising digital phenotyping and AI.

The aeromedical certification of commercial airline pilots relies on periodic, self-disclosure-dependent assessments. However, this reactive model lac...

Apr 22 2026 42179459
Bolstering the Performance of Breast Radiologists with AI-CAD in Mammography: A Multireader Study.

RATIONALE AND OBJECTIVES: Breast cancer is the most common malignancy among females globally and across most Asian countries. In 2022, Asia's age-stan...

Apr 22 2026 42025520
Magnetic-Tunnel-Junction-Based Probabilistic Processor for Efficient Embodied Evolution.

In embodied artificial intelligence (AI), evolutionary search enables adaptation in complex and uncertain environments but relies on massive stochasti...

Apr 22 2026 42018528
Generalizable deep-learning-based mRNA-protein interaction prediction strongly depends on protein diversity.

BACKGROUND: Proteins regulate diverse biological processes through interactions with other molecules, including RNAs. RNA-binding proteins (RBPs) are ...

Apr 21 2026 42015301
Artificial intelligence-based screening of phytochemicals for targeted cancer therapy.

Cancer remains one of the leading causes of death worldwide and continues to pose a serious public health challenge. The limited success of many curre...

Apr 21 2026 42012749
Enhanced Dhole Optimization Algorithm for hyperparameter tuning of a TCN-BiGRU-MHA hybrid architecture for wind power forecasting.

This study presents Temporal Convolutional Network-Bidirectional Gated Recurrent Unit-Multi Head Attention (TCN-BiGRU-MHA) hybrid deep learning model ...

Apr 21 2026 42014756
Refinement and performance benchmark for range-separated water force field.

In our previous work, we developed a CCSD(T)-level range-separated water force field that combines the power of physics-driven and machine learning mo...

Apr 21 2026 41989109
The Hospital Organ Donation Performance Score: A human and artificial intelligence/machine learning collaborative solution to the current nationwide puzzling state of organ donation metrics.

BACKGROUND: Efforts to ameliorate the current organ shortage have predominantly focused on improving processes among the nation's organ procurement or...

Apr 20 2026 42134070
Developing and Benchmarking Sage 2.3.0 with the AshGC Neural Network Charge Model.

Partial atomic charges are a fundamental component underlying classical molecular simulations, but assigning charges remains a computational bottlenec...

Apr 20 2026 42011005
Equity, diversity, and inclusion: variations in clinical and academic radiology.

Equity, diversity, and inclusion (EDI) are fundamental to achieving fairness and representation in radiological research and practice. This review aim...

Apr 20 2026 42008047
Large language model-assisted radiology reporting in a single-radiologist implementation: a retrospective cohort study interpreted through a UTAUT lens.

BACKGROUND: Radiologist burnout affects approximately 40% of US radiologists. Large language models (LLMs) may improve workflow efficiency, but real-w...

Apr 20 2026 42009972
DisenKGE-DDI: A Knowledge Graph Embedding Framework Based on Disentangled Graph Attention Networks for Drug-Drug Interaction Prediction.

Combination therapy is an essential strategy for treating complex diseases. However, unintended drug-drug interactions (DDIs) can compromise therapeut...

Apr 20 2026 42010237
AI Virtual Standardized Patient Training for Perinatal Dental Communication: A Pilot Study.

BACKGROUND: Confidence in dentist-patient communication is essential for building trust, supporting treatment adherence, and improving oral health out...

Apr 20 2026 42003540
Beyond saponins: An integrated mass spectrometry strategy for profiling, spatial mapping, and rapid authentication of non-saponin constituents in Panax species.

Non-saponin constituents of Panax species, including amino acids, sugars, and nucleosides, have attracted increasing attention due to their nutritiona...

Apr 17 2026 42116442
Hybrid feature-selection and diversity-guided stacking framework for interpretable ensemble learning: Application to COVID-19 mortality prediction.

BACKGROUND: Reliable predictive modeling in high-dimensional biomedical data requires a balance between accuracy, interpretability, and computational ...

Apr 17 2026 41996322
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