A classical electrodynamic theory of the nucleus
Bibliographic record
Abstract
A new phenomenological model of the nucleus has been constructed by separately modeling a proton and a neutron using a classical electromagnetic approach first suggested by Arthur Compton and later elaborated from plasma physics experiments conducted by his student, Winston Bostick. Using these two nucleon representations, different nuclei are arranged by placing neutrons and protons in static geometric positions, where the force balance has minimum energy. These positions have been verified numerically using a variational minimization technique. This suggests that mechanical vibration is a valid physical mechanism for decay. For the first time, the pattern of all the magic number closed nucleon-shells is accurately predicted, and new magic numbers have been found. These numbers have been verified against experimental data. The masses of all individual isotopes that were calculated are in agreement with the measured values within less than a tenth of a percent, thus mimicking the experimentally measured binding energy per nucleon curve. An extension of this idea to model electrons in atoms also predicts the pattern of the Periodic Table of the Elements.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".