Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This article investigates why Lucretius does not dedicate any section of his poem to atomic size or provide a technical term to describe the concept. This absence is particularly significant because Epicurus’ Letter to Herodotus both uses the term μέγεθος to indicate atomic size and contains a passage reporting specifically on this property. First, the article argues that atomic size and shape are causally redundant in Epicurus’ ontology. Second, it demonstrates that the origin of both shape and size is found in the smallest magnitudes in Epicurean physics, the minima . Drawing on these findings, it concludes that, since atomic size violates the law of parsimony, it is a superfluous entity in the Epicurean system. After analysing passages from the De rerum natura , it suggests that the absence of atomic size in Lucretius may be deliberate. Lucretius’ microphysics works perfectly without introducing a philosophical notion of atomic size, and is more economical and efficient than that of Epicurus.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.014 |
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 it