Bibliographic record
Abstract
An analysis of applying the property of speed instantaneity to electronic transitions (i.e., transitions of the atomic electron that are not instantaneous), instead of quantum jumps (i.e., instantaneous transitions), during a complete oscillation for the process of Bohr’s model of the atom absorbing and emitting electromagnetic radiation (i.e., photon) reveals a discontinuity that is conserved as an emitted electromagnetic radiation (i.e., photon) discontinuity. The frequency of the oscillations of the atomic electron (i.e., electric charge) and induced magnetic field for the transitions of the atomic electron (i.e., electric charge) during the complete oscillation for the absorption and emission process (of Bohr’s atomic model) is conserved as the frequency of the oscillating electric and magnetic fields of the emitted electromagnetic radiation (i.e., photon). The conserved frequency and discontinuity (based on speed instantaneity and electronic transitions that are not instantaneous) of the atomic absorption and emission process (of Bohr’s atomic model) lead to predicting the need for Planck’s constant (i.e., quantum of action) without the use of probability. Planck claimed the interpretation of reality must change if his method of deriving the radiation law stood on a physical concept. Einstein, whom Planck credited as the first to make an advancement in the quantum field, unknowingly introduced a quantized two-dimensional discontinuum geometry that is one of the foundations on which a table of five realities used in physics was developed for making predictions. Using the table of realities, locality is redefined, and entanglement is demystified.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.012 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| 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".