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 This article provides an introduction to the theme issue “Archaeology of Service.” We explore how performing service in archaeology articulates with the concepts and practices of community-based archaeology, collaborative archaeology, and the Archaeologies of the Heart projects and their larger purposes of approaching work through a lens of social and environmental justice. We introduce seven articles that describe working in communities around the world, including the Bininj of the Gundjeihmi Aboriginal Corporation in the Northwest Territory of Australia; the Bunun of the Lakulaku River Basin in Taiwan; the Passamaquoddy Nation in Maine (USA); people from 21 First Nations in the province of Ontario, Canada; the diverse communities of Oklahoma (USA); the African American community in Bolivar, Texas (USA); and the people of San Cristóbal Island in the Galápagos Islands, Ecuador. The articles are tied together by the common theme of collaborative work that is built through relationships of trust and is conducted in ways that strive to change the institutional and educational structures in which archaeology is practiced.
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 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
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