A Wealth of Beads: Evidence for Material Wealth-Based Inequality in the Salish Sea Region, 4000–3500 Cal B.P.
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Archaeologists working in the Salish Sea (Strait of Georgia and Puget Sound) region of the Pacific Northwest have unearthed human burials and non-mortuary features dated to 4000–3500 cal B.P. containing tens and even hundreds of thousands of stone and shell disc beads. Several sites are reported here, including burials recently excavated from site DjRw–14 located in the territory of the shíshálh Nation. We argue that the disc beads constituted an important form of material wealth at this time, based on the amount of labor that would have been required to produce them and the capacity for beads to accrue in value after their production. A model of material wealth-based inequality is developed for a period much older than many archaeologists working in the region have previously thought.
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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 | 0.003 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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