Bibliographic record
Abstract
Tall-i Bakun A is a small Chalcolithic site (ca. the late fifth to early fourth millennium cal. B. C.) situated in the Kur river basin of the southern Zagros. The excavated northern building complex (hereafter Building Unit A) has been recognized as an administrative quarter because of the presence of many impressed clay sealings, while central and southern areas as a pottery workshop.The uncovered material from Building Unit A, however, included not only administration-related objects, but also pottery production tools and various domestic artifacts. Thus it would not make sense to propose a single funcfion for this unit.This article attempts to reconstruct various activities at Building Unit A, using the published in situ objects, and to propose a new interpretation on the nature of the Chalcolithic society at this mound. It suggests that Building Unit A consists of at least six to seven households and this household cluster is stratified by some craft and administrative activities. Although we have little information about central and southern excavated areas, three to five household clusters of the same scale may also have existed within the site. The overall evidence seems to indicate that the differentiation of labor occurred within the household cluster rather than between them.
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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 | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".