Saul the Levite and His Concubine: The “Allusive” Quality of Judges 19
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
It is without question that Judges 19 manifests an overt anti-Saul, pro-David bias, with a number of references (e.g., Gibeah; Bethlehem; Jebus; the dismembered concubine) that point clearly to each figure. At the same time, it features a handful of markers that elude easy explanation. These include the Levitical identity of the protagonist, the adulterous concubine, the reference to Ramah, the destination of “the House of Yahweh,” and the Ephraimite host. Rather than view these details as either secondary or unrelated to Saul, I propose that they also represent tools in service of the overarching anti-Saul polemic. More specifically, these markers reflect awareness of a Saul-based version of 1 Samuel 1-2. This proposal in turn sheds light on questions regarding the composition and transmission of a separate Saul complex.
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 | 0.001 |
| 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 it