AIMC Topic: Skin Diseases

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Urgency vs triage prioritisation: appropriateness of referrer-rated urgency of referrals to a public dermatology service.

The New Zealand medical journal Jun 27, 2025
AIM: To characterise the appropriateness of community referrer-rated urgency among dermatology referrals.
Humans Female Melanoma Dermatology Referral and Consultation New Zealand Skin Diseases Middle Aged Adolescent Child Triage Child, Preschool Young Adult Adult Male Skin Neoplasms Aged
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Closing the AI generalisation gap by adjusting for dermatology condition distribution differences across clinical settings.

EBioMedicine Jun 2, 2025
BACKGROUND: Generalisation of artificial intelligence (AI) models to a new setting is challenging. In this study, we seek to understand the robustness of a dermatology (AI) model and whether it generalises from telemedicine cases to a new setting inc...
Telemedicine Dermatology Male Middle Aged Skin Diseases Female Adult Artificial Intelligence Retrospective Studies Humans
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An attention based hybrid approach using CNN and BiLSTM for improved skin lesion classification.

Scientific reports May 5, 2025
Skin lesions remain a significant global health issue, with their incidence rising steadily over the past few years. Early and accurate detection is crucial for effective treatment and improving patient outcomes. This work explores the integration of...
Algorithms Skin Diseases Neural Networks, Computer Humans
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Prediction of Patient Visits for Skin Diseases through Enhanced Evolutionary Computation and Ensemble Learning.

Journal of medical systems Apr 23, 2025
Skin diseases are an important global public health issue, causing significant health and psychological burdens. Predicting dermatology outpatient visits is essential for optimizing hospital resources and improving diagnosis and treatment methods. Ba...
Humans Machine Learning Algorithms Neural Networks, Computer Acne Vulgaris China Ensemble Learning Skin Diseases
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Recent advances in cutaneous drug delivery by iontophoresis.

Expert opinion on drug delivery Apr 13, 2025
INTRODUCTION: Iontophoresis has been extensively studied for topical and transdermal drug delivery to stimulate the absorption of molecules that would hardly pass through the outermost layer of the skin passively. Recent research has focused on its c...
Skin Skin Diseases Administration, Cutaneous Nanoparticles Wound Healing Skin Absorption Iontophoresis Drug Delivery Systems Animals Humans
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Evaluating medical AI systems in dermatology under uncertain ground truth.

Medical image analysis Apr 9, 2025
For safety, medical AI systems undergo thorough evaluations before deployment, validating their predictions against a ground truth which is assumed to be fixed and certain. However, in medical applications, this ground truth is often curated in the f...
Humans Skin Diseases Dermatology Uncertainty Algorithms Diagnosis, Differential Artificial Intelligence
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Enhancing skin disease classification leveraging transformer-based deep learning architectures and explainable AI.

Computers in biology and medicine Mar 20, 2025
Skin diseases affect over a third of the global population, yet their impact is often underestimated. Automating the classification of these diseases is essential for supporting timely and accurate diagnoses. This study leverages Vision Transformers,...
Databases, Factual Humans Deep Learning Neural Networks, Computer Skin Diseases
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FEGGNN: Feature-Enhanced Gated Graph Neural Network for robust few-shot skin disease classification.

Computers in biology and medicine Mar 9, 2025
Accurate and timely classification of skin diseases is essential for effective dermatological diagnosis. However, the limited availability of annotated images, particularly for rare or novel conditions, poses a significant challenge. Although few-sho...
Image Interpretation, Computer-Assisted Humans Graph Neural Networks Neural Networks, Computer Diagnosis, Computer-Assisted Algorithms Skin Diseases
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Skin lesion segmentation with a multiscale input fusion U-Net incorporating Res2-SE and pyramid dilated convolution.

Scientific reports Mar 7, 2025
Skin lesion segmentation is crucial for identifying and diagnosing skin diseases. Accurate segmentation aids in identifying and localizing diseases, monitoring morphological changes, and extracting features for further diagnosis, especially in the ea...
Humans Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Skin Neoplasms Skin Dermoscopy Skin Diseases
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Predictive modeling and optimization in dermatology: Machine learning for skin disease classification.

Computers in biology and medicine Mar 3, 2025
The accurate diagnosis of skin diseases is crucial for effective patient management and treatment, yet traditional diagnostic methods often involve subjective interpretation and can lead to variability in outcomes. In this study, we harness the power...
Dermatology Diagnosis, Computer-Assisted Support Vector Machine Skin Diseases Humans Machine Learning
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