Bibliographic record
Abstract
Chapters 1–8 and 9–14 of Zechariah are considered by most scholars today to be two separate prophetic books; only chs. 1–8 are attributed to the post-exilic time of the beginning of the 5th century BCE1 Most scholars believe that Zech 7–8 should be regarded as one unit. This conviction is based mainly on the fact that 8:19 is the prophet’s answer to the people’s question in 7:1–3 as to whether fasting for the destruction of the Temple should be continued even after its construction had begun.2 This approach is based on two main arguments, the first of which is formal, and the second of which concerns content. The formal argument is that 7:1 opens with a new formula that includes a date, as do 1:1 and 1:7. The second argument is that the people’s question to the priests in 7:3 is answered in 8:19. However, these arguments are not decisive. First, the formal opening in 7:1 can relate to ch. 7 alone. Second, of all the diverse material of ch. 8, only one verse (v. 19) relates closely to ch. 7.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.014 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".