Clinical-guided deep learning framework for diabetic retinopathy: integrating lesion-aware attention, adversarial augmentation, and uncertainty quantification. [PDF]
Saleem S, Talib R, Hanif MK, Sarwar MU.
europepmc +1 more source
Unlocking Value Co‐Creation in IoT Platforms: Insights From a Collaborative Manufacturing Case
ABSTRACT This study examines value co‐creation in IoT platform ecosystems through a case study of the collaborative manufacturing platform E‐LINK. We explore the evolution of platform data capabilities, user interactions, value creation, and the mechanisms that connect them.
Huayao Zhang +4 more
wiley +1 more source
Self-healing neural networks via modular patch layers for diverse structural and adversarial damages. [PDF]
Santhosh Reddy B +5 more
europepmc +1 more source
Artificial Intelligence in Dermatology: Current Applications and Future Directions
This scoping review of 56 studies maps AI applications in dermatology. Image‐based classification for skin cancer detection dominates (48%), followed by clinical decision support (21%), teledermatology triage (11%), and predictive analytics (11%). While deep learning algorithms demonstrate diagnostic performance comparable to clinicians in controlled ...
Sofía Pérez‐Lalinde +1 more
wiley +1 more source
The Other Side of the Stethoscope: Clinician-Facing Deepfakes and the Symmetry of Synthetic Deception. [PDF]
Chingarande GR.
europepmc +1 more source
Abstract Purpose To systematically evaluate the performance, methodological quality, and translational barriers of deep learning (DL) models for predicting knee osteoarthritis (KOA) progression from medical imaging. Methods Following PRISMA guidelines, we searched PubMed, Scopus, and Web of Science (inception to June 2026) for peer‐reviewed studies ...
Amna Gillani +5 more
wiley +1 more source
Research on Medical Image Super-Resolution Reconstruction Algorithm Based on Dilated Convolution and Multi-Module Fusion. [PDF]
Xu Z, Guo Y.
europepmc +1 more source
The figure was created in BioRender.com. ABSTRACT Accurate and early diagnosis remains a key challenge in modern disease management. Conventional diagnostic methods often suffer from limitations in sensitivity, spatial resolution, and practical usability.
Zizhuo Du +10 more
wiley +1 more source
Decoupling the Dual Impact of NISQ Noise on Quantum Adversarial Robustness. [PDF]
Wang H +5 more
europepmc +1 more source
ABSTRACT Natural products (NPs) have historically yielded numerous therapeutic agents, yet their integration into modern drug discovery has been constrained by chemical complexity, low abundance, laborious dereplication, and limited target annotation.
Antonio Lavecchia
wiley +1 more source

