Experiential Learning and Archaeology: Reconciliation through Excavation
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
The discipline of archaeology is uniquely positioned to allow for inclusion of culturally appropriate curricula to be incorporated into student learning objectives as mentioned in the 94 Calls to Action by the Truth and Reconciliation Commission of Canada (2015). In this paper the authors discuss the creation, implementation, and qualitative feedback of a community-directed and curriculum-based education program developed by graduate students that uses archaeology to mediate student learning and meet curriculum goals in both classroom and land-based environments. This experiential learning initiative involves graduate and undergraduate students, and students from a local Indigenous community and the surrounding area. Feedback from educators and student participants, both Indigenous and non-Indigenous found that the experience fostered a deeper understanding of longstanding histories of the land and increased cultural appreciation. The paper outlines program development, curriculum connections, community engagement, as well as educator and student feedback. This programming can be used as a framework, and the creation of local and place-based education initiatives is encouraged within other disciplines to facilitate pedagogy for reconciliation.
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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