Bibliographic record
Abstract
This article focuses on the role of Yael in Judges 4. It argues that Yael’s central position in the narrative is meant to shed light on Deborah's prophetic image. Yael is thus Deborah’s “hand” – an extension of Deborah who carries out her prophecy: “for the Lord will deliver Sisera into the hand of a woman” (v. 9). Yael overshadows both Sisera and Barak. She controls both men; she decides who will be defeated and who will be victorious. Deborah’s prophecy does not refer merely to the identity of the killer but also to the way in which the woman achieves her victory. Yael confronts a strong warrior, a general; physically she is inferior to him; she uses her femininity to defeat him. "While sexuality is a featured element of the Deborah narrative, it is so exclusively with reference to the actions of Yael. Deborah, the focus of the story, is, to be sure, a womanly figure. But her role in the story is purely that of a woman of God. It is she who reveals the hand of God in "the hand of a woman".
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.018 | 0.016 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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".