Author

Niko Mäkitalo

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Conference Aug 2026

Towards Ontology-Guided Requirements Quality Analysis: an LLM-Based Tool for EHR Systems

Systematic assessment of software requirements against standardized quality models remains a challenge in requirements engineering (RE), particularly in large-scale, critical, and regulated information systems. Large language models (LLMs) have been extensively studied in many RE tasks; however, grounding LLM-assisted...

L. Hellman, Petri Ihantola, T. Mikkonen et al. · 2026 IEEE 34th International... · 0 citations

#artificial intelligence Book Open access Nov 2023

Examining Privacy and Trust Issues at the Edge of Isomorphic IoT Architectures: Case Liquid AI

This research highlights the heightened threats to data integrity and stakeholder trust in these evolving ecosystems through an intensive examination of the literature, initiating a pioneering discourse emphasizing fostering a foundation for developing secure and trustworthy Liquid AI environments.

M. Agbese, Niko Mäkitalo, Muhammad Waseem et al. · IoT · 6 citations · ⚡1

#computer vision Conference Open access Feb 2026

Carbon-Aware Governance Gates: An Architecture for Sustainable GenAI Development

Carbon-Aware Governance Gates (CAGG), an architectural extension that embeds carbon budgets, energy provenance, and sustainability-aware validation orchestration into human-AI governance layers, is proposed.

M. Abbasi, T. Mikkonen, Petri Ihantola et al. · 2026 IEEE 23rd International... · 0 citations