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
As some have recognized long ago, Nehemiah 9 is the theological centerpiece of Ezra-Nehemiah. Yet, until recently the long prayer has not received the attention that it deserves. The excellent essays about Nehemiah 9 by Rolf Rentdorff and Hugh Williamson stand out as exceptions to the general neglect of the prayer. Fortunately, the neglect has been remedied with some new and important studies that greatly enrich our ability to appreciate Nehemiah 9. This paper has two goals: first it reviews some central contributions to the discussion about Nehemiah 9 made by new studies of Nehemiah 9. Second, it builds upon these studies in order to shed more light on the function and meaning of the prayer. In particular, the paper shows how the three-part structure of Nehemiah 9 discloses a specific response to the challenge of continuity and new beginnings in the postexilic era. The implications of such response are also addressed.
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) | 0.004 | 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