3 papers
cs.CL2026
Cognitive networks reconstruct mindsets about STEM subjects and educational contexts in almost 1000 high-schoolers, University students and LLM-based digital twins
Francesco Gariboldi, Emma Franchino, Edith Haim +3
Attitudes toward STEM develop from the interaction of conceptual knowledge, educational experiences, and affect. Here we use cognitive network science to reconstruct group mindsets…
physics.ed-ph2026
Complex networks map test anxiety and wellbeing levels in students and ChatGPT
Emma Franchino, Francesco Gariboldi, Alessandro Grecucci +2
Academic STEM evaluation can elicit anxiety, yet routine grading rarely captures how students semantically frame exams and wellbeing. We reconstruct these framings using behavioura…
cs.CY2025
Textual forma mentis networks bridge language structure, emotional content and psychopathology levels in adolescents
Alexis Carrillo, Simon Friedrich Roske, Rebeca Ianov-Vitanov +3
We introduce a network-based AI framework for predicting dimensions of psychopathology in adolescents using natural language. We focused on data capturing psychometric scores of so…