Archaeology, Participatory Democracy and Social Justice in Newfoundland and Labrador, Canada
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 Memorial University, located in St. John’s, Newfoundland and Labrador, was created in 1925 to help build a better future for the people of Canada’s easternmost province, whose largely rural fishing communities were rapidly transforming through industrialization and urbanization. Mandated by a “special obligation to the people of the province,” university archaeologists embraced applied, community-based projects which encouraged local solutions to the social and economic issues arising from the transformation to modernity. Today, community archaeology remains integral to our research program and the majority of our research is undertaken in partnership with rural and Indigenous populations who continue to be marginalized both geographically and economically. Two case studies describe how archaeological resources are being used to promote economic and social justice, as well as reconciliation, and how archaeology has the potential to make valuable local contributions that change lives in the present.
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 | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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