An Early Islamic-Period Residential Quarter Northwest of Tel Lod (Hebrew, pp. 9*–48*; English summary, pp. 173–175)
Bibliographic record
Abstract
Four areas were excavated northwest of Tel Lod (Areas A–D), exposing remains from three strata: Stratum III, dating from the late Byzantine to the Umayyad periods (sixth–eighth centuries CE; Stratum II, dating to the Abbasid period (eighth–tenth centuries CE)—the primary layer at the site; and Stratum I, dating from the medieval period—from the end of the Crusader to the beginning of the Mamluk period (second half of the thirteenth century CE). The plans of the Stratum II buildings are uniform, probably alluding to a well-planned residential quarter during the Abbasid period. The finds from Stratum II include pottery, glass and coins, as well as some unique specimens, such as a decorated bread stamp, a bird figurine, a potsherd engraved with two animals eating a plant and a zir handle adorned with a monogram. The results of this excavation are evidence that although the city of Lod decreased in importance at the beginning of the Early Islamic period with the rise of Ramla as the district’s capital, life in the city continued uninterruptedly throughout the Abbasid period.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 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; 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".