The Bykovski Paradox. Why AI Detectors Misclassify Scientific Writing
Abstract
This paper introduces the NOEM framework, a cognitive–energetic model explaining how individuals, institutions, and civilizations transform information into structured meaning. The study analyzes the growing gap between exponential information production and the declining capacity of societies to organize knowledge, interpreting this phenomenon as rising informational entropy. The article also examines the dual role of artificial intelligence as both a tool for reducing informational complexity and a driver of informational expansion.
Fields of Study & Subjects
Scientific Research and Philosophical Inquiry
Academic Writing and Publishing
scientometrics and bibliometrics research
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 1 January 2026
- Language
- EN
- Document type
- Preprint