Online Course Quality: Require at Least 25% Human Review Before Scaling AI Lessons

Require at least 25% human review before scaling AI lessons, with weighted checks for assessments, examples, and judgment-heavy course segments. Independent technical note mirroring the canonical version: https://mentaport.xyz/blog/online-course-quality-require-at-least-25-human-review-before-scaling-ai-lessons.php Sources consulted: https://www.bluusun.com/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-30
DOI
https://doi.org/10.5281/zenodo.23805651
Primary Topic
Artificial Intelligence in Education
Type
preprint
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preprint

Online Course Quality: Require at Least 25% Human Review Before Scaling AI Lessons

Elena Vargas
1 links
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Education
preprint

Online Course Quality: Require at Least 25% Human Review Before Scaling AI Lessons

Elena Vargas
preprint en

Abstract

Require at least 25% human review before scaling AI lessons, with weighted checks for assessments, examples, and judgment-heavy course segments. Independent technical note mirroring the canonical version: https://mentaport.xyz/blog/online-course-quality-require-at-least-25-human-review-before-scaling-ai-lessons.php Sources consulted: https://www.bluusun.com/

Zenodo (CERN European Organization for Nuclear Research)
Quality education
Artificial Intelligence in Education
DOIOpen Access PDFOpenAlex
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Online Course Quality: Require at Least 25% Human Review Before Scaling AI Lessons — Elena Vargas · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS