AI in education archivos - Cristo León

Book cover of Analytical Methodologies in Educational Sciences (2026), edited by Amanda da Silva and published by Brazilian Journals Editora, showing students and an instructor working in a science laboratory.

Beyond Online and Face-to-Face: Converged Learning and GenAI

Project Category: 1510 - Digital and Hybrid Learning Environments, 1510 - STEAM EDUCATION, 2. NON-SCIENCE AND ENGINEERING FIELDS, Non S&E A. EDUCATION

Project Tag: AI in education, Cognitive Integrity, Collaborative Orchestration, Converged Learning, Educational Technology, Epistemic Agency, Generative AI, higher education, Strategic Planning

Infographic summarizing a study on auditing AI-assisted literature search workflows. The visual contrasts natural-language retrieval with Boolean retrieval in Scopus, highlights quality concerns such as missing or wrong DOIs, instability across runs, and traceability deficits, and shows an audit protocol using DOI verification and librarian comparison. Key findings indicate that natural-language retrieval can be helpful but is not always accountable, Boolean translation improves auditability but reproducibility remains uneven, and verification strengthens governance. The infographic also identifies practical uses for researchers, educators, and institutions.

Peer-review article «Auditing GenAI Literature Search Workflows»

Project Category: Non S&E A. EDUCATION

Project Tag: accountable retrieval, AI in education, AI-assisted retrieval, citation traceability, DOI verification, GenAI literature search, information literacy, literature review workflows, research integrity, student-facing inquiry