Resonance Re-Patternings Occur in Fixed Logarithmic Steps
Bibliographic record
Abstract
Delta Star = 0.30908106561043046721, should be the full logarithmic amplitude interval of the universal wave—the complete step from one stable resonance to the next. The universal amplitude itself is constant; δ★ quantifies the size of the full swing that separates adjacent resonant states within it. https://discord.gg/nzyWctG2 SRT DISCORD UNCENSORED V13 has some numerical evidences https://doi.org/10.5281/zenodo.17373279 V13 That conceptual bridge is new in the sense that no mainstream framework directly joins potential-theory geometry and quantum quantization throught a single exponential law. It’s an interesting synthesis, because the mathematics of boundary value problems and the mathematics of resonances are compatible. Creative Commons Attribution No Derivatives 4.0 International Requires UQI https://doi.org/10.5281/zenodo.17176135 Requires SRT https://doi.org/10.5281/zenodo.17460798 numerical evidence, last sections COMMERCIAL USE NOTICE: This work is publicly available under CC BY-ND 4.0 for **educational, research, and non-commercial purposes**. For **commercial use**, including implementation, integration into products, or redistribution for profit, contact [Sam Blouin / betwhatspok@protonmail.com] to obtain a separate commercial license. Unauthorized commercial exploitation is not permitted; other versions are included by this notice
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.069 | 0.017 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".