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 The rhetorical flourish of 1 QM 13:14 has been interpreted as a reminder that the ultimate resource of the sectarian community is not an angel but the God of Israel. This reading, however, stands in tension with the many sections of the War Scroll that look expectantly to the eschaton for the martial “help” of the angels. This study will develop a lesser-known understanding of 1 QM 13:14: that no angel can compare to the “help” appointed by God, namely, the Prince of Light/Michael. Proposed reconstructions of the lacuna of 1 QM 13:14 and the relevance of a War Scroll-related fragment (4Q491 11 ii 14) will also be evaluated. It will be demonstrated that the עז׳׳ר root was frequently employed to describe angelic assistance in not only the War Scroll but also other Second Temple texts, indicating that the “redemptive help” of 1 QM 13:14 is most cogently read as the celebration of a divinely commissioned principal angel.
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 | 0.001 |
| 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