The Early Bronze Age Remains at Tell eṣ-Ṣāfi/Gath: An Interim Report
Bibliographic record
Abstract
Several Early Bronze Age levels have been exposed at Tell eṣ-Ṣāfi/Gath since 2004. This report describes the results of the excavation of the EB III domestic neighbourhood on the eastern part of the site, in Area E. Its layout was common to other Early Bronze urban centres, including small, multiroom houses with a courtyard, and in a few cases also a small storage room. Occupants had access to local and long distance trade and exotic goods, used various administrative recording methods, and sacrificed valuable animals. These results are discussed in conjunction with other Early Bronze finds from the site, both from the surface survey and from excavations in other areas. Based on these data, we discuss the role of Early Bronze Age Tell eṣ-Ṣāafi/Gath from a regional perspective. The results of the excavation suggest that the site was an important EB III political and economic centre in the district.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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".