Supporting Muslim Students Through Culturally Relevant, Responsive, and Sustaining Pedagogies
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 this article, I discuss a conceptual framework for supporting Muslim students using Culturally Relevant, Responsive, and Sustaining Pedagogies informed by a Collaborative Inquiry approach. The impact of 9/11 and its consequences on Muslim students’ temporal and social contexts calls for a critical stance that questions teachers’ assumptions regarding Muslim students. I examine Critical Pedagogy as the theoretical underpinnings for employing Culturally Relevant, Responsive, and Sustaining Pedagogies with the intent of underscoring the significance of incorporating these pedagogies to build upon teachers’ capacities in honouring the voices of their Muslim students and fostering spaces for these voices to speak up. I explore how teachers can engage in Culturally Relevant, Responsive, and Sustaining Pedagogies through Collaborative Inquiry to meet the needs of Muslim students in ways that acknowledges their narratives and support them in navigating their social and academic environments.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| 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