School in Community, Challenges and Transformation: A Beginning Teacher Reflects on Experiences and Collective Histories in a Rural, Southern Ontario School
Bibliographic record
Abstract
This research account centers on the life history-inspired narratives of engaged teachers, parents, and community members associated with King Albert Public School (KAPS). Since early 2000 to 2008 staff at KAPS collaborated with students, community parents, businesses, and organizations to meet the needs of students and to make positive connections within surrounding neighbourhoods. In the process KAPS witnessed substantial transformation. Paramount in connecting with the community was the construction of a new school gymnasium. KAPS became a hub for students, parents, and community. In the process of construction and subsequent use of the gym, the school itself developed a new sense of meaning in the community. As I navigate the process of becoming a teacher I use a reflexive inquiry approach to parallel my process of development to the transformation that occurred at KAPS. Also, this project contributes to the rural and small-town Ontario research literature on poverty and schooling.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.056 | 0.025 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".