Identity ‘issues’ and pedagogical silences: exploring teaching dilemmas in the northern Ontario kindergarten classroom
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
As attention to social, cultural and physical diversities among student populations is steadily increasing in elementary/primary classrooms, the way in which teaching about those diversities is done necessitates a critical discussion. As most of the research on teachers' responses to classroom diversity is conducted in big‐city, multicultural settings, this article departs from the norm by examining perspectives of teachers in a predominantly white community with mostly white students. The authors locate their exploratory research project in a Northern Ontario city and, using qualitative methods, consider the impact of teachers' understandings of their own and students' identities on their approaches to diversity. For these teachers to incorporate a diversity‐related topic into their teaching requires them to label it as an issue, which in turn is usually related to the presence or absence of certain identities in the classroom. The teachers struggle with the same/different conundrum and frequently turn their pedagogical dilemmas into pedagogical silences.
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 | 0.001 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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