Fire Installations in Household Activities. Archaeological and ethnoarchaeological study from Tell Arbid (North-East Syria)
Bibliographic record
Abstract
The article discusses different types of fi re installations from Tell Arbid (a site in NE Syria) in the context of household activities. Ovens, hearths, heating pits and andirons are the basic types of fi re installations attested throughout several periods of settlement at the site. Most of them come from a Late Ninevite 5 dwelling quarter (Area D). Construction methods, materials and location of the various installations are discussed. An attempt has been made on tracing the functions of installations in different stages of food preparation (cooking, roasting and baking) and in the processing of cereals. The interpretations of the fi re installations function take into account artifacts found in the installations contexts (e. g. cooking pots), as well as archaeobotanical and archaeozoological remains accompanying them. Ethnoarchaeological observations from modern Tell Arbid village and other places in the Near East have also been considered.
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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 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".