Author

O. Topal

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Open access Sep 2026

Identifying and evaluating emerging scientific trends through temporal n-gram analysis

The rapid growth of scientific publishing creates both opportunities and challenges for understanding emerging research trends. Traditional approaches to trend detection, such as citation analyses or latent topic models, often lag behind real developments or lack interpretability. To address these limitations, this...

Gašper Štimec, Inna Novalija, J. Brank et al. · Scientometrics · 0 citations

Open access Aug 2026

Beyond Aggregate Sentiment: Machine Learning-Driven Discourse Indicators for AI News at Scale

Results show systematic variation across domains: technical and methodological areas such as deep learning and natural language processing exhibit gain-salient framing, while safety-critical topics such as deepfakes and facial recognition show strongly loss-salient profiles.

O. Topal, Inna Novalija, Joao Pita Costa et al. · Applied Informatics · 0 citations