Practice Management

Staffing & Scheduling

Latest AI and machine learning research in staffing & scheduling for healthcare professionals.

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Showing 941-960 of 3,587 articles

Curriculum-guided divergence scheduling improves single-cell clustering robustness.

Deep clustering of single-cell RNA-seq data faces significant challenges due to extreme sparsity and noise. We present DAGCL (Dynamic Attention-enhanced Graph Embedding with Curriculum Learning), a dynamic graph embedding framework that reframes representation learning as a coarse-to-fine evolutionary process. Unlike conventional static paradigms, DAGCL employs a curriculum-guided scheduling mecha...

Jan 9 2026 41534329

Lifelong person re-identification via dynamically knowledge adaptation and retention.

Person re-identification aims to match the same individual across non-overlapping camera views. In real-world scenarios, ReID models are expected to continuously learn from newly arriving data while mitigating the catastrophic forgetting problem, namely the loss of previously acquired knowledge, which defines the lifelong ReID task. Existing lifelong ReID methods face limitations in balancing perf...

Jan 9 2026 41619703
Machine-Learning-Assisted Composition Design of High-Entropy CaBi4Ti4O15-Based Piezoceramics with Ultrahigh Piezoelectricity.

High-entropy strategy presents a promising approach for enhancing the piezoelectric properties of bismuth layer-structured ferroelectrics, yet the vas...

Jan 9 2026 41510991
Workflow-embedded AI as a cognitive scaffold: A randomized trial on knowledge retention and diagnostic competency in undergraduate radiology education.

BACKGROUND: Traditional didactic methods in medical imaging education, predominantly reliant on static images (non-augmented, traditional PACS workflo...

Jan 8 2026 41560905
Effects of a transformer-based AI-based application to support incontinence-associated dermatitis and pressure injury assessment, nursing care and documentation: Controlled pilot intervention study.

BACKGROUND: Artificial intelligence (AI) is playing an increasingly important role in nursing care, including wound management. Differentiating pressu...

Jan 7 2026 41623358
Unsupervised Hierarchical Symbolic Regression for Interpretable Property Modeling in Complex Multi-Variable Systems.

Recent advances in artificial intelligence have produced powerful predictive models for chemical analysis, but model interpretability remains a challe...

Jan 7 2026 41498690
Elucidation of molecular interactions between selected phenylpropanoids and myofibrillar protein: Conformational remodeling and machine learning analysis.

Phenylpropanoid flavor compounds (PFCs) are major contributors to the characteristic herbal and anise-like aromas of stewed beef with spices (SBS). Th...

Jan 5 2026 41703802
Acceleration of chemical shift encoding-based water-fat imaging for pancreatic proton density fat fraction mapping in a single breath-hold: Data from the LION study.

PURPOSE: With the rising prevalence of obesity and metabolic syndrome, there is an increasing need for noninvasive quantification of pancreatic fat as...

Jan 2 2026 41499911
Identifying diagnostic neuroimaging biomarkers for adolescent major depressive disorder.

BACKGROUND: The increasing incidence of adolescent depression represents a serious public health concern. Despite clear diagnostic criteria, the wide ...

Dec 31 2025 41482270
Machine Learning-Guided Solvation Engineering of Chiral Viologens for Durable Neutral Aqueous Organic Flow Batteries.

Conventional N-alkylated viologen electrolytes in neutral aqueous organic redox flow batteries (AORFBs) undergo irreversible nucleophilic SN2 dealkyla...

Dec 30 2025 41472384
Problematizing the role of artificial intelligence in hiring and organizational inequalities: A multidisciplinary review.

What are the implications of the growing use of artificial intelligence (AI) in recruitment and hiring for organizational inequalities? While advocate...

Dec 30 2025 41550203
RFDNet: Robust Frequency-Based Denoising Network for 3D Ultrasound Vascular Imaging Using a Row-Column Addressed Array.

Three-dimensional (3D) ultrasound vascular imaging (UVI) is essential for visualizing complex vascular structures. Row-column addressed (RCA) arrays, ...

Dec 29 2025 41466464
Vision-language models in diagnostic imaging: review of technical advances, clinical validation, and practical deployment.

BACKGROUND: Radiology faces an unprecedented workload crisis, creating demand for AI solutions to enhance efficiency and quality. Vision-language mode...

Dec 28 2025 41483727
Critical temperature and minimal water preservation of Litopenaeus vannamei in household refrigerators: Survival and quality responses.

Maintaining the survival and quality of Litopenaeus vannamei (L. vannamei) in household settings proves particularly challenging. This study aimed to ...

Dec 28 2025 41652753
Enhancing Competencies of Nursing Students in Pain Management Education Through Artificial Intelligence (AI): A Narrative Review.

BACKGROUND: Effective pain management is a vital aspect of quality nursing care, requiring sound knowledge, assessment skills, clinical judgment, and ...

Dec 26 2025 41455657
AI-driven paradigm shift in follicle ultrasound monitoring: from automated segmentation to clinical decision support.

This commentary delineates the developmental pathway of artificial intelligence (AI) in ultrasound follicular monitoring, highlighting a paradigm shif...

Dec 25 2025 41826105
A Machine Learning Strategy to Predict the Number of High-Acuity Children Who Leave Without Being Seen From the Emergency Department.

OBJECTIVES: The purpose of this study was to create an operationally useful machine learning model that predicts the number of high-acuity left withou...

Dec 24 2025 41541544
Estimated effect of crop diversification on soil organic carbon under present and future climate conditions.

Crop diversification has been increasingly suggested as a sustainable approach to mitigate climate change impacts by enhancing soil organic carbon (SO...

Dec 24 2025 41447813
The spread of non-native species.

The global redistribution of species through human agency is one of the defining ecological signatures of the Anthropocene, with biological invasions ...

Dec 23 2025 41437262
Estimating the effect of reducing average annual ambient PM2.5 concentrations on allostatic load in children.

OBJECTIVE: Chronic exposure to environmental stressors may result in dysregulation across the body's adaptive stress-response systems, which can be co...

Dec 23 2025 41448418
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