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
In recent decades several scholars have argued for the coherence of Judges 13–16 based on its multiple internal thematic and structural parallels. Yet previous generations of scholars considered Judges 13–16 to be a loose cycle of stories. Exploration of the narrative’s closural mechanisms suggests two primary reasons that the episodes strike readers as disconnected: powerful closural devices at the ends of some individual units, particularly evident in 15:17–20, and a relative lack of cohesive ties between units, especially with regard to consistently-portrayed supporting characters and references to Samson’s hair. Samson’s redactors chose to build elaborate webs of thematic and structural connections rather than make a few simple changes that would enhance readers’ perception of a continuous plot. One plausible reason is that the redactors prioritized structural unity—specifically, a large-scale if atypical ring composition—over a coherent plot, with verse 15:20 enhancing, not hindering, the reader’s sense of coherence.
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) | 0.003 | 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