Bibliographic record
Abstract
During June 2003, new excavations began at the Roman fort of Yotvata ('Ein el Ghadyan; License No. G-17/03; map ref. NIG 2043/4217; OIG 1543/9217), some 40 km north of Elat. The excavations were sponsored by the Jewish community of Toronto, the Elot Regional Council, the 'Arava Institute for Environmental Studies at Qibbuz Qetura, and the Foundation for Biblical Archaeology (North Carolina, USA), and directed by U. Avner of the 'Arava Institute for Environmental Studies, G. Davies of Florida International University, and J. Magness of the University of North Carolina at Chapel Hill. Assisting staff members were N. Bierling (drafting and photography) and T. Levine (registration and pottery restoration). The volunteers were mostly local qibbuzim members, as well as staff from the Elat Field School and high-school students. This was the first in a series of five projected seasons of excavations at the fort.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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; both teacher heads agree on what is shown here.
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".