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
The Dead Sea Scrolls was the name given the documents first discovered by Bedouins in 1946 in several caves in the Qumran area, southeast of Jerusalem [SL:29-30]. They were believed to have been written by Jews called the Essenes from about 250BCE to 70CE. They were held mostly by Jordanians in east Jerusalem until the Six-Day War in 1967 and then by lsraelis. However, the same group of scholars were examining them closely and it was not until the 1990s that they were open to all scholars. Nevertheless, a number of articles and books on the Dead Sea Scrolls were produced in the last fifty years-especially in the last decade. In these publications, there are a number of descriptions of what the Essenes used as calendars-especially the intercalated [52x7] 364-day solar one and the lunar [6x (29, 30)] 354-day one. We try to explain the details of these.
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 | 0.001 | 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) | 0.005 | 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