Participatory Research in a School Setting: A Process of Acculturation
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 describes a collaborative research study of university researchers and Grades one and two teachers from an Ontario, Canada French-language School Board. The School Board offered phonological awareness and reading-teaching training to grades one and two teachers with a long-term goal of improving the reading outcomes of the students in these classes. Researchers from University of Ottawa were asked to lead a collaborative research project on the impact of this training on the teacher's pedagogical approaches to teaching reading and ultimately the impact it had on their students. The objective of this article is to report the results of this collaborative research and more specifically to show the originality of SAS2 (social analysis systems) methodological tools, which mobilized a collective analysis and interpretation of perceptions on the training's impact. We also discuss the difficulties of doing collaborative research in a school setting, where traditional research is better known and expected.
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 | 0.006 | 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 | 0.000 | 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) | 0.001 | 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