Four decades of retinal vessel segmentation research (1982–2025) are synthesized, spanning classical image processing, machine learning, and deep learning paradigms. A meta‐analysis of 428 studies establishes a unified taxonomy and highlights performance trends, generalization capabilities, and clinical relevance.
Avinash Bansal +6 more
wiley +1 more source
Comparison of the efficacy of non-pharmacological interventions for patients with heart failure with preserved ejection fraction: protocol for a systematic review and network meta-analysis of randomised controlled trials. [PDF]
Li C, Kan M, Chen H.
europepmc +1 more source
OntoLogX is an autonomous AI agent that uses large language models to transform unstructured cyber security logs into ontology grounded knowledge graphs. By integrating retrieval augmented generation, iterative correction, and a light‐weight log ontology, OntoLogX produces semantically consistent intelligence that links raw log events to MITRE ATT & CK
Luca Cotti +4 more
wiley +1 more source
Speech therapy for poststroke aphasia: a network meta-analysis of randomized controlled trials. [PDF]
Yang FA +5 more
europepmc +1 more source
A Two‐Stage Characterization Pipeline and Open‐Source Framework for Reproducible Tactile Sensing
The same soft tactile sensor returns different numbers when embodied in different robots. This is an Embodiment Gap that no shared framework currently captures transparently. A two‐stage characterization pipeline, paired with a FAIR open‐source digital datasheet, decouples intrinsic sensor behavior from embodiment effects and condenses cross‐laboratory
Matteo Lo Preti +6 more
wiley +1 more source
Which digital education approaches most effectively enhance clinical reasoning in undergraduate nursing students: Protocol for a Network Meta-analysis. [PDF]
Jang A, Kim YH.
europepmc +1 more source
ABSTRACT Open‐source artificial intelligence is widely promoted as a democratising pathway to digital sovereignty for African states, offering access to frontier architectures without prohibitive capital investment. This paper investigates whether open‐source AI represents a credible route to autonomy or generates a new form of structural dependency ...
Ololade A. Shonubi
wiley +1 more source
Effects of digital and remote exercise interventions on HbA1c in type 2 diabetes: a systematic review and network meta-analysis. [PDF]
Gao S, Yan M, Ding H, Jiang L.
europepmc +1 more source
Abstract Community action focused on sociocultural and environmental influences to prevent alcohol and other drug (AOD) use and related harms is a global priority. Despite this recognition, understanding of effective community‐level approaches is limited.
Peter Gates, Andrea Zocco, Sara Farnbach
wiley +1 more source
Acupuncture Therapies for Chemotherapy-Induced Nausea and Vomiting in Patients With Breast Cancer: Protocol for a Systematic Review and Network Meta-Analysis. [PDF]
Luo Y, Bian Z, Wang Q, Lei T, Zhao H.
europepmc +1 more source

