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Work Force

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

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A two-stage differential evolution algorithm for neural ensemble architecture search.

Neural ensembles, comprising multiple heterogeneous neural networks, show promise in machine learning tasks. Their efficacy depends on architecture design, traditionally relying on deep learning expertise. Neural ensemble architecture search methods aim to automate this process, but face challenges in balancing diversity, performance, and computational efficiency. This study introduces DENE, a dif...

May 13 2026 42129308

Global physician perspectives on artificial intelligence in healthcare across 50 countries and territories.

Despite rapid advances in artificial intelligence (AI) capabilities, clinical integration remains limited, partly due to an incomplete understanding of physicians' real-world engagement and determinants of adoption. We conducted an international cross-sectional survey between June and September 2024 using a 30-item questionnaire translated into 13 languages, analysing 1049 complete responses from ...

May 13 2026 42129441
Automating multi-label crisis detection in psychological support hotlines with pre-trained models.

Psychological support hotlines provide immediate help to individuals in crisis, with operators assessing emotional states and suicide risk. However, i...

May 13 2026 42127032
AI-driven multimodal simulation for psychiatric clinical education: conceptual framework and preliminary validation of the cognitive core.

BACKGROUND: The global shortage of psychiatrists limits learners' exposure to authentic patient encounters. Simulation can support scalable deliberate...

May 12 2026 42121148
Supervised machine learning computing paradigm of energy activation for magnetic nanofluid flow via porous surface with nonlinear variant viscosity.

In industries like chemical processing, energy systems, metallurgy, filtration, and electronics cooling, activation energy in magneto-nanofluid flow w...

May 12 2026 42118499
A machine learning-based megakaryocyte identification system uncovers resident organs, markers, and functional diversity.

The organ- and stage-specific diversity of megakaryocytes (MKs) has prompted a reassessment of their distribution and functions. By integrating single...

May 11 2026 42119559
Offspring genetic diversity regulates rearing experiences that predict differential susceptibility to Chd8 haploinsufficiency.

Loss-of-function mutations in the autism-associated CHD8 gene are highly penetrant for trait and behavioral abnormalities in children, but there is su...

May 11 2026 42115306
YOLOv8 computer vision for automated offside detection in professional football validated through supervised learning.

Offside calls are integral to maintaining fairness and competitive integrity in football, yet current officiating processes are constrained by limitat...

May 11 2026 42115697
[Artificial intelligence in pediatric ophthalmology: applications and perspectives].

Pediatric visual health is not only inextricably linked to an individual's lifelong cognitive development and quality of life, but also constitutes a ...

May 11 2026 42103673
The expected benefits of using social robots when working with institutionalised older adults: A qualitative study among healthcare professionals.

The shortage of healthcare professionals increasingly challenges the provision of care for institutionalised older adults. This study investigates hea...

May 11 2026 42113830
How to Train a Shallow Ensemble.

Shallow ensembles provide a convenient strategy for uncertainty quantification in machine-learning interatomic potentials, which is computationally ef...

May 8 2026 42100964
SC-DGLA: constraint-aware pallet demand forecasting with dynamic graph and learnable lag alignment.

Accurate and actionable pallet demand forecasting is essential for multi-echelon warehouse supply chains, particularly when facing complex inter-node ...

May 8 2026 42103888
Machine learning and SHAP interpretation to identify high-level compassion fatigue among operating room nurses: a multicenter cross-sectional study.

BACKGROUND: Operating room nurses (ORNs) are at high risk for compassion fatigue (CF), which significantly impairs individuals' well-being, undermines...

May 8 2026 42104411
Resource Use Patterns in US Telehealth Services: Machine Learning and Clustering Analysis Across 4 Specialties.

BACKGROUND: The expansion of telehealth services, particularly during the COVID-19 pandemic, has transformed health care delivery in the United States...

May 7 2026 42096693
A DeepSeek-powered AI system for automated chest radiograph interpretation in clinical practice.

A global shortage of radiologists has increased the burden of chest X-ray interpretation, particularly in primary and resource-limited settings. Altho...

May 7 2026 42098114
Comprehensive cross-cohort analysis reveals global gut microbiome signatures of celiac disease.

BACKGROUND: Celiac disease affects ~1-2% of people and remains incurable, requiring lifelong dietary restriction. The gut microbiome is thought to con...

May 7 2026 42098439
An upper limb stroke rehabilitation exercise video dataset.

Stroke is one of the leading causes of disability worldwide with a disproportionately high burden in low and middle-income countries. In such countrie...

May 6 2026 42181301
Building Toward a Future for Electronic Health Record Systems.

Health information technology tools, including electronic health records, are ubiquitous in healthcare across the United States. Despite the promise a...

May 6 2026 42090453
Opportunities and Challenges of Generative AI in Postgraduate Health Professions Education Assessments From Educator and Learner Perspectives: Qualitative Study.

BACKGROUND: The application of artificial intelligence (AI) is increasingly valuable as a tool and assistant in many areas of clinical and academic me...

May 6 2026 42090618
Automated detection of pediatric forearm fractures in X-ray images using deep learning.

Children's bones are more elastic and have a thicker periosteum than those of adults, resulting in subtle, incomplete fractures. Diagnosis based on pl...

May 6 2026 42091806
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