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
ABSTRACT The Bolivar Archaeological Project exemplifies the possibilities of archaeology as service, incorporating descendant communities and local stakeholders into the fabric of the research design and planning for a state infrastructure project. This collaborative, multidisciplinary project attends to marginalized histories to offer a model for how publicly funded cultural resources management archaeology can serve multiple goals. The Bolivar Archaeological Project was conceived as a public archaeology project, with dual goals of being community driven and yielding scholarly contributions. In the shifting rural–urban landscape of Denton County, a Texas Department of Transportation road improvement project has supported archaeological investigations of two nineteenth-century sites—a blacksmith shop and hotel—associated with the historic Chisholm Trail. The blacksmith shop belonged to Tom Cook, an African American freedman, whose descendants reside nearby and became active participants in the investigations, including as collaborative authors in this article. The project illustrates the importance of representation and praxis to realize inclusive community engagement, with this article outlining the development of the project and ongoing research. Informed by Black feminist archaeologies, the project works at the intersections of local communities and state infrastructure while navigating landscapes of fraught histories and presents to forge an archaeology for the twenty-first century.
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 | 0.001 | 0.006 |
| 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 | 0.004 |
| 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