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
The relationship between the calamities of Joel 1:2-2:11 remains an unsettled problem. This article contributes to discussion of the problem by attending to what the speakers in the text envision as the outcome of those calamities. Joel 2:17 is proposed as an interpretive aid, and suggestions that the wording there is ambiguous or polysemous are examined; a close analysis of syntax there and of the valence of transformative נת״נ affirms the reading of the ancient versions over against claims of inclarity or wordplay. Although the locust plague is juxtaposed and metaphorically intermingled with the invading army, the text’s speakers at this point envision the outcome of the calamities not only as agricultural disaster but also as foreign domination. While in the text the agricultural disaster is a fait accompli, the second calamity may still be averted. The possibilities of agricultural restoration and foreign domination become literary goads; the addressees are spurred to act in their own self-interest, which is entangled with the deity’s.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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