Bibliographic record
Abstract
Recent work on the Book of the Twelve has consistently identified various sections of Haggai—Malachi as a corpus that existed prior to its incorporation into the Book of the Twelve. Many see Haggai/Zechariah 1—8 as an initial collection to which Malachi and Zechariah 9—14 were later added (prior to and/or after inclusion in the Book of the Twelve). This study investigates this corpus by interacting with past research and the text of these prophetic sections to argue that although each section in the corpus (Haggai, Zech. 1—8, Zech. 9—14, Malachi) displays an integrity of its own, the corpus as a whole is witness to a developing tradition, the resulting literature of which has been unified through a `messenger' leitmotif. This leitmotif, however, rather than signalling the end of prophecy (as argued by some), identifies the importance of prophetic, priestly and royal streams to the emerging hope for a heavenly visitation.
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.
How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".