A Hybrid Transfer Learning Framework for Brain Tumor Diagnosis
A novel hybrid transfer learning approach for brain tumor classification achieves 99.47% accuracy using magnetic resonance imaging (MRI) images. By combining image preprocessing, ensemble deep learning, and explainable artificial intelligence (XAI) techniques like gradient‐weighted class activation mapping and SHapley Additive exPlanations (SHAP), the ...
Sadia Islam Tonni +11 more
wiley +1 more source
Benchmarking IMIA recommendations for the health informatics undergraduate program in Saudi Arabia: a mixed methodology. [PDF]
Alzghaibi H +8 more
europepmc +1 more source
This article offers a comprehensive review of topic modeling techniques, tracing their evolution from inception to recent developments. It explores methods such as latent Dirichlet allocation, latent semantic analysis, non‐negative matrix factorization, probabilistic latent semantic analysis, Top2Vec, and BERTopic, highlighting their strengths ...
Pratima Kumari +6 more
wiley +1 more source
Global and Episode-Specific Prediction of Recurrent Events Using Longitudinal Health Informatics Data. [PDF]
Sun Y, Chiou SH, Huang CY.
europepmc +1 more source
FAIR Health Informatics: A Health Informatics Framework for Verifiable and Explainable Data Analysis. [PDF]
Siddiqi MH, Idris M, Alruwaili M.
europepmc +1 more source
Forecasting Research Trends Using Knowledge Graphs and Large Language Models
When research trends can be anticipated, academia and industry are able to allocate limited resources more effectively and accelerate innovation. By constructing knowledge graphs using large language models, this study analyzes the time evolution of nuclear materials research concepts and suggests a data‐driven approach of forecasting research trends ...
Maciej Tomczak +7 more
wiley +1 more source
Principles and implementation strategies for equitable and representative academic partnerships in global health informatics research. [PDF]
Campbell E +7 more
europepmc +1 more source
The study presents a prototype novel workflow that utilizes artificial intelligence for the digitization of natural history collections, which would fit within a robotic‐integrated system. The work focuses on a collaborative‐robot (cobot) inspired workflow to digitize one of the largest collections housed at the Natural History Museum UK: pinned ...
Naifeng Zhang +4 more
wiley +1 more source
The administrative burden of medication affordability resources: an environmental scan with implications for health informatics to advance health equity. [PDF]
Antonio MG +9 more
europepmc +1 more source

