Dermatology

Latest AI and machine learning research in dermatology for healthcare professionals.

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Subcategories: Atopy Psoriasis
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Divergent impacts of explainable AI for dermatological diagnosis on clinicians versus lay people.

Artificial intelligence (AI) is increasingly permeating healthcare, from serving as a physician assistant to powering consumer applications. The opacity of AI algorithms makes the ability of humans to interact with AI algorithms challenging. To overcome this limitation, explainable AI (XAI) provides insight into AI decision-making, but evidence suggests that XAI can paradoxically induce bias in th...

Aug 4 2026 42552380

Deep learning image reconstruction improves visualization of arterial phase hyperenhancement and washout appearance on dual-energy CT for hepatocellular carcinoma: a non-inferiority study.

PURPOSE: This study aimed to evaluate the clinical value of deep learning image reconstruction (DLIR)-based dual-energy CT (DECT) in improving image quality for hepatocellular carcinoma (HCC). METHODS: This single-center retrospective analysis of a prospective cohort included patients enrolled between June 2024 and July 2025. Virtual monoenergetic images (VMI) at 40, 50, 60, and 74-keV (120 kVp-li...

Aug 4 2026 42550187
Whole-slide analysis of mitotic activity in melanoma reveals higher-proliferation hotspots and distinct spatial patterns.

INTRODUCTION: Accurate assessment of mitotic activity is an important component of melanoma prognostication but remains challenging due to interobserv...

Aug 3 2026 42548065
Global research trends in robotic applications in cosmetic dermatology: a bibliometric analysis.

Robotic technologies are increasingly being integrated into cosmetic dermatology; however, the scientific development of this field has not been compr...

Aug 3 2026 42545536
Dentin-Normalized CBCT Radiomics within a Periapical Lesion Differential Diagnosis System for Differentiating Granulomas and Radicular Cysts.

INTRODUCTION: Periapical granulomas and radicular cysts cannot be reliably differentiated by clinical examination or conventional radiography. Histopa...

Aug 3 2026 42546873
Mycoplasma infection drives EGFR-TKI resistance through convergent transcriptomic reprogramming in non-small cell lung cancer.

Epidermal growth factor receptor (EGFR) mutations are an oncogenic driver in non-small cell lung cancer (NSCLC), but resistance to EGFR tyrosine kinas...

Jul 31 2026 42572587
From Shadows to Signals: Exploring the Strengths and Limitations of AI in Breast Cancer Lesion Detection on Screening Mammograms Compared to Radiologists and Radiology Trainees.

OBJECTIVES: Breast cancer screening with mammography reduces mortality, but interpretation errors persist. While artificial intelligence (AI) shows pr...

Jul 31 2026 42538818
Serum-Proteomic Profiling Reveals Distinct Atopic Dermatitis Severity-Linked Signatures.

INTRODUCTION: Atopic Dermatitis (AD) is a chronic inflammatory skin disease characterized by complex pathogenesis, variable clinical phenotypes, and b...

Jul 31 2026 42535362
Differential performance of statistical versus machine learning methods in partial volume correction in oncologic F18-FDG PET/CT scanning.

Partial volume effects (PVE) in positron emission tomography (PET) imaging introduce quantification inaccuracies, particularly in small or heterogeneo...

Jul 31 2026 42536328
Beyond the parasite: reframing cutaneous leishmaniasis as a host-microbiome-vector ecosystem.

Disease outcomes of cutaneous leishmaniasis (CL) result from dynamic interactions between host immunity, Leishmania parasites and the host-sandfly mic...

Jul 31 2026 42537823
Joint Multi-Task Deep Learning with Cross-Task Attention for Simultaneous Lesion Segmentation, Detection, and Severity Grading of Diabetic Retinopathy on Fundus Images: An External Validation Study.

BACKGROUND: Diabetic retinopathy (DR) severity is graded from the type and distribution of retinal lesions, yet most automated methods address grading...

Jul 31 2026 42537861
Educational Artificial Intelligence Software to Support Assessment of Atopic Dermatitis Severity.

Accurate assessment of the severity of atopic dermatitis is crucial for guiding treatment. However, the Eczema Area and Severity Index (EASI), a widel...

Jul 30 2026 42530406
Emerging biomarkers in breast fibroadenoma: implications for differential diagnosis, malignant transformation, and precision medicine.

Fibroadenoma is the most common benign fibroepithelial lesion of the breast; it occurs most frequently in adolescents and women of reproductive age. W...

Jul 30 2026 42530698
[Diagnostic performance of a dual-stage deep learning model based on cone beam CT-derived multi-view two-dimensional slices for assessing ankylosed impacted teeth].

Objective: To develop and validate a dual-layer deep learning model based on cone-beam CT (CBCT)-derived multi-view two-dimensional (2D) slices for th...

Jul 30 2026 42532535
Fluorodeoxyglucose-PET in Melanoma and Soft-Tissue Sarcoma: Current Applications, Challenges, and Future Directions.

Fluorodeoxyglucose PET/computed tomography plays a central role in the management of melanoma and soft-tissue sarcoma by enabling comprehensive metabo...

Jul 30 2026 42532700
The promise of deep urine proteomics for diagnosis of cancer, neurologic, and metabolic diseases.

INTRODUCTION: Urine offers a noninvasive and low-cost source of disease biomarkers, yet most proteomic studies have targeted single conditions. Using ...

Jul 30 2026 42531325
A Molecular Dynamics Assisted Machine Learning Investigation on Property Dependent Transitions in a Mixture of Deep Eutectic Solvent and Water.

Deep eutectic solvents (DES) are highly viscous, which hinders their use in various applications. Their viscosities can be reduced by adding a small a...

Jul 29 2026 42525963
Miniaturizing and modifying natural proteins with Raygun.

Proteins have evolved over billions of years through coordinated substitutions, insertions and deletions, yet computational protein design cannot full...

Jul 29 2026 42527603
Accelerated brain aging and anterior white matter hyperintensity burden in chronic post-stroke aphasia: a lesion-aware MRI analysis.

BACKGROUND AND PURPOSE: Chronic post-stroke aphasia is heterogeneous, and focal lesion models do not fully explain persistent language impairment. We ...

Jul 29 2026 42521939
Benefit of Linked-Color Imaging in Artificial Intelligence-Assisted Diagnosis of Early Gastric Cancer: A Pilot Study With Propensity Score Adjustment.

BACKGROUND AND AIMS: Artificial intelligence (AI)-assisted endoscopy represents a promising approach for lesion detection, yet frequent false-positive...

Jul 28 2026 42524027
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