[1]
;
Mykhailo Akimov
[3]
;
Inna Vartyletska
[1]
;
Olha Kryshevych
[1]
;
Mariia Diakur
[2]
Ucrania
Ucrania
Generative AI has accelerated deepfake crime beyond the limits of traditional victim-centered criminal qualification. This study develops a dual-scale framework that links personal and systemic harm to criminal-judicial decision-making. Using classification, topology building, cross-impact analysis, judicial content analysis, regression, scenario modeling, and UML formalization, the study shows that automation, diffusion, and institutional targeting drive the most severe outcomes.