КЕРАМИКА И ВОПРОСЫ ХРОНОЛОГИИ ЖИЛОГО КВАРТАЛА ПАЙКЕНДА VII-VIII ВВ
Bibliographic record
Abstract
At Paikend (modern Uzbekistan) we have investigated most of the residential quarter of the 7 th-8 th cc. The quarter was divided into two equal parts by a main wall. The northern part of the large corner house, as well as the neighboring house, revealed evidence of a strong fire, whereas the other houses in the quarter showed none. Analysis of the pottery from the burnt layers and from the rest of the house allowed concluding that the location actually comprised two complexes dating to different periods. The complex that shows traces of fire dates to the middle third quarter of the 8 th c., whereas the other one belongs to the middle of the 7 th beginning of the 8 th cc. The dates are confirmed by the distribution of coins in the layers. Contrary to previous assumptions, the fire cannot be interpreted as the one that accompanied the seizure of Paikend by the Arabs in 706, since it was of a local nature.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.004 |
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".