Reflective practice: Building a culturally responsive pedagogical framework to facilitate safe bicultural learning
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
Two Indigenous educators, from Aotearoa New Zealand and Canada, endeavoured to enhance the pedagogy of a second-year social work course at the University of Auckland. This article outlines the reflective practice approach and the literature that was used to develop “Porotaka Korero: A culturally responsive pedagogical framework”. Throughout its implementation, the educators reflect on the resultant reciprocal learning environment in the classroom, and the space cultivated for deeper reflection on cultural competence material. These experiences are presented in this article, highlighting that Porotaka Korero holds promise as a method to facilitate safe bicultural learning, noting that further evaluative research is needed in this area. They further emphasise the importance of taking a reflective practice approach in the development and application of culturally responsive pedagogy.
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 | 0.002 | 0.036 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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