Voluminous Evidence for an Elusive Period: Storage Pits and Surplus from Middle Chalcolithic Anatolia
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<p>Pit clusters have not received systematic attention from archaeologists working in Anatolia and the Near East, in contrast to many other parts of the world. This paper presents a case study of Middle Chalcolithic pits from the prehistoric site of Barcın Höyük in northwestern Anatolia to show how pit clusters, interpreted as underground grain silos, can inform us about ancient food economies, social organization, and inhabited landscapes. It is argued that the silos at Barcın Höyük were used by small family-sized groups to store surplus grain. Dated to the first quarter of the 5th millennium B.C., the silos present evidence for agricultural productivity during a period that has largely eluded archaeological investigation in western Anatolia. <br></p>
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it