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O. Bolgova

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Open access Aug 2026

Accuracy, Reliability, and Bloom’s Taxonomy Performance of Seven Large Language Models on Microbiology Questions

Assessing overall accuracy, test-retest reliability, topic-specific performance, and the relationship between cognitive complexity and model performance in large language models for microbiology multiple-choice questions found response consistency should be a primary criterion for educational deployment.

V. Dvornyk, O. Bolgova, Volodymyr Mavrych · 0 citations
Review Open access Aug 2026

From deep brain stimulation to brain–computer interfaces: current progress in implantable neurotechnology

It is argued that the same handful of bottlenecks recur across all three technologies (long-term stability, neural coding, and equitable access) and the governance frameworks needed alongside continued engineering progress are outlined.

Volodymyr Mavrych, O. Bolgova, Leen Alhamd et al. · 0 citations

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