On the Characteristic of Temple Complexes in the Near East in the 4th – 3rd Millennia BC
Bibliographic record
Abstract
Investigation of metal is important for understanding relationship between production and ideology in ancient Near East. Metal production in the Eneolithic and Early Bronze Age stimulated transformation of egalitarian society into stratified one. The author traces relation of objects of social and religious significance (interior decorations, anthropo- and zoomorphic sculpture, symbolic weapons and implements) with certain types of sites. From the Neolithic onward metal was used in mortuary practice. In the Early Bronze Age metal production shows relationship with the process of urbanization and formation of early polities. The Middle Bronze Age sees dramatic rise of metal production; valuable and symbolically important finds originate from royal tombs, temples, and treasures. When considering metal finds’ context, the author concludes that in the Near East in the late prehistory, urban civilization, and early states metal actively functioned in sacral sphere. Moreover, ideology to a great extent determined development of metal production.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".