Civic Resilience AI for Safe Education Access — Dual-Driver Spectral Coherence Protocol

This publication presents a civil-only research framework for AI-assisted child safety and educational access within public spaces. It integrates the GDPR’s Data Protection by Design and Default with the EU Artificial Intelligence Act’s Fundamental Rights Impact Assessment and sandbox mechanisms. The study introduces a Dual-Driver Spectral Coherence method that aligns real-world incident data and synthetic resilience indicators under a shared external driver. Deployments advance only if spectral coherence exceeds a defined threshold, ensuring measurable integrity and ethical alignment. The artifact includes a full Annex-IV-style Evidence Pack template (DPIA, FRIA, Model Card, conformity matrix, and appeal workflow) and is released as an Allied-Safe, Civil-Use-Only research artifact.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-29
DOI
https://doi.org/10.5281/zenodo.17473642
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Civic Resilience AI for Safe Education Access — Dual-Driver Spectral Coherence Protocol

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Civic Resilience AI for Safe Education Access — Dual-Driver Spectral Coherence Protocol

article en

Abstract

This publication presents a civil-only research framework for AI-assisted child safety and educational access within public spaces. It integrates the GDPR’s Data Protection by Design and Default with the EU Artificial Intelligence Act’s Fundamental Rights Impact Assessment and sandbox mechanisms. The study introduces a Dual-Driver Spectral Coherence method that aligns real-world incident data and synthetic resilience indicators under a shared external driver. Deployments advance only if spectral coherence exceeds a defined threshold, ensuring measurable integrity and ethical alignment. The artifact includes a full Annex-IV-style Evidence Pack template (DPIA, FRIA, Model Card, conformity matrix, and appeal workflow) and is released as an Allied-Safe, Civil-Use-Only research artifact.

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Openalex Percentile: Top 42%
Ethics and Social Impacts of AI
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