For a Social Archaeology at the Droulers/Tsiionhiakwatha and Mailhot-Curran Sites
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
St. Lawrence Iroquoian social archaeology is at the center of our investigation and households will be discussed in this paper using domestic pottery and spatial analysis of cultural remains from two village sites of the Saint-Anicet area. The villages of Droulers and Mailhot-Curran will be used for this study. Droulers is a late 15th century village, which is actually the biggest known Iroquoian village in Québec with an estimated size of 1.3 ha. This settlement was probably occupied by at least 500 souls distributed over a dozen multifamily dwellings. Mailhot-Curran is a smaller 16th century village with six longhouses distributed over 0.6 ha with an estimated population of 200 persons. Selected households allow us to study social relations between its members and their clan affiliation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.006 |
| 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