Coherence Mode Classification in High-Energy Astrophysical Time Series: Multi-Period Validation of an Agnostic Framework

Version 1.1 — Author Withdrawal NoticeRegarding: Coherence Mode Classification in High-Energy Astrophysical Time Series: Multi-Period Validation of an Agnostic Framework (v1.0), Cody A. Kristenson.I withdraw version 1.0 from reliance as a research contribution. Review identified numerical inconsistencies, methodological problems, and conclusions that exceed the supporting analysis.The paper does not establish framework validation, physical invariance, statistical independence, predictive capability, or the proposed coherence-mode classifications. These conclusions are withdrawn. Five references attributed to Wolfrom, C.J., could not be verified and should not be relied upon as support for the paper.This notice does not assert that every reported descriptive value is incorrect. It states that the paper’s analysis and conclusions, taken as a whole, are not sufficiently reliable to support its published claims.Version 1.0 is retained for transparency and historical reference and should be read together with this withdrawal notice. Version 1.1 provides no replacement analysis or new scientific claims.