Neither this nor that: the challenge of social justice for non-indigenous English teachers in First Nations Australian education contexts
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
This article examines and critiques gap-based education policies that are based on statistical and reductive conceptualisations of success for First Nations students in Australia. The policy desire to achieve social justice underpinned by parity of outcomes across a range of life indicators (including standardised English literacy) between First Nations Australians and non-Indigenous Australians is embedded in programmatic approaches to pedagogy such as Accelerated Literacy (AL). We examine the experiences of Bruce, a teacher teaching English in the middle years of school in a school that mandated AL as a whole-of-school approach to English and literacy instruction. We show how intersecting notions of social justice can collide in the English classroom and how teachers in these contexts are in danger of re-colonising through English teaching practices that neither produce statistical improvement nor advance culturally responsive teaching based on giving primacy to Indigenous-authored texts in subject English.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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