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
It is a universally adopted principle, although it may seem commonplace and virtually self-evident, that in the construction of statutes words are to be read in their "grammatical and ordinary" sense. This is essentially a fundamental rule of language based on general principles underlying human communication, which is equally fundamental to the construction of statutes. Frequently cited over the years as the golden rule of construction, the rule has undergone similar developments in common law and civil law doctrines. Today's doctrine is one of literal construction, but literal in total context. The literal meaning discloses the intention. Except in the rare cases of a mistake or omission by the legislator, the legislative intention is to be found in the entire context of the words of a statute. Incidentally, the question whether a word should be given its ordinary meaning as opposed to its special or technical meaning or its full unrestricted meaning as opposed to its restricted meaning does not constitute a departure from the literal meaning of the statute. The author discusses the notion of "grammatical and ordinary"sense and surveys how the courts have construed it over the past decades.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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