ENHANCING ENGINEERING EDUCATION WITH INDIGENOUS CULTURES, PEDAGOGIES, KNOWLEDGES, AND PERSPECTIVES: A SERIES OF FACULTY WORKSHOPS
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
In the Faculty of Engineering at the University of Manitoba, we are committed to creating belonging for Indigenous and non-Indigenous students and faculty by fostering shared values and developing a shared approach to engineering education. In the spirit of this commitment, a team of four from the Faculty of Engineering has been funded to design a series of seven engineering specific faculty workshops to help build good relationships between Indigenous and non-Indigenous engineering students, faculty, and staff. Our goal is to enrich engineering education by learning how engineering is relevant to Indigenous Peoples from Indigenous perspectives, with the ultimate objective to integrate Indigenous values, knowledges, perspectives, and design principles into engineering teaching and learning in relevant, genuine, and good ways. This Engineering Education Practice Paper presents the design of the seven workshops, and briefly introduces the conceptual framework that guides the team’s approach.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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