Bibliographic record
Abstract
This study examines the trajectories of two multilingual, racialized academic writing faculty, presenting how we brought our Southern onto-epistemologies (e.g., Santos, 2016) to curriculum, teaching, and assessment. Although plurilingualism has become a significant dimension of Canadian higher education (Marshall, 2020), monolingual norms that emphasize native-like competence continue to be a mainstream discourse in many academic writing courses. Building on the recent raciolinguistic critique (Rosa & Flores, 2017) of the lack of discussion of racism in academic literacies discourse, we acknowledge that academic literacies continues to force plurilingual, international students into a white subject position. Acknowledging the tension between the monolingual ideal and multilingual realities, we explore how two plurilingual, non-white faculty challenge an academic writing tradition that is constructed by the white listening subject. By co-creating duoethnographic narratives that provide insight into our complex biographical journeys as cycles of becoming (Thibault, 2020), our story shows how teaching academic writing is not simply teaching a skillset but involves constant negotiation between students’ and teachers’ lived experiences. Through this process, we conceive of teaching academic literacies as both an ideological construct and a multisemiotic process that involves multiple histories and meaning-making resources across diverse time and place scales.
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.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".