Generative artificial intelligence has unsettled a familiar educational inference: that the quality of an academic product is adequate evidence of the intellectual work performed by the student who submits it. This conceptual article develops the Situated Correspondence Framework, an analytical architecture that connec...
Mario Guadalupe López Ayala, Israel Osuna Flores· Revista Científica Arbitrada...· 0 citations
This conceptual article develops an AI-specific elaboration of the previously disseminated Spectra Human-Centered Learning Framework, which distinguishes the functions of the pedagogical cycle and examines how AI assistance, intellectual responsibility, institutional safeguards and contextual constraints may intersect...
Mario Guadalupe López Ayala· Revista Científica Arbitrada...· 1 citation
Artificial intelligence is most defensible as a task-specific, clinically delimited support within stepped or blended care, with transparent role definition, version-specific validation, continuous safety monitoring, and accountable human oversight.
Mario Guadalupe López Ayala· Revista LINCE Ciencias Socia...· 0 citations
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