LIVING IN THE CITY: SETTLEMENT PATTERNS AND THE URBAN EXPERIENCE AT CLASSIC PERIOD CHUNCHUCMIL, YUCATAN, MEXICO
Why this work is in the frame
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Bibliographic record
Abstract
Abstract In this paper we illustrate the distinctive settlement patterns of the city of Chunchucmil during its largest occupation in the middle of the Classic period ( a.d. 400–650). The unusually dense urban settlement showcased a network of boundary walls and chichbes surrounding residential groups and narrow streets winding between the tightly bounded houselots. Using a sample of 392 completely and unambiguously bounded houselots, we review the basic characteristics, the structural composition, and variability of late Early Classic and early Late Classic residential groups. Then, we explore how these city dwellers may have experienced their urban environment. Our focus is on understanding how the material aspects of the socially constructed space affected people's practices and how this materiality helped create and define specific household identities as well as extra-household social bonds.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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