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 autoethnographic study explores our experiences as postsecondary researcher-educators with a particular focus on our team teaching experience in a teacher education course at Western Vancouver University, located in Metro Vancouver, British Columbia (BC), Canada. We have introduced a case study of a Japanese temporary resident family with a toddler to our teacher candidates of BC. This case study was based on an interdisciplinary analytical lens: educational sociolinguistics and clinical psychology, which examined the case of the child having been diagnosed with mild autism in the BC’s medical system. The authors introduced this multicultural pedagogical content in higher education in order to cultivate critically internationalized analytical lenses of the teacher candidates. Our critical analysis of this clinical case suggested more than what the medical diagnosis had claimed. This contribution aims to 1) problematize the lack of societal awareness and the legitimacy of such scholarly inquiries, and 2) explore what impacts such critical multicultural contents may bring to teacher education in our multilingual and multicultural society.
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 | 0.000 | 0.001 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.017 | 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