A School Advisor Association: Seeking Ways to Change Substantively the Role Played by Classroom Teachers in Preservice Teacher Education
Bibliographic record
Abstract
In recent years we have written and spoken about the role of school advisors (sometimes known as school associates, cooperating teachers, or sponsor teachers) in practicum settings. We concluded these pieces by arguing that teachers should play a more substantive role in ensuring that school advisors are professionally ready, carefully selected, and continually supported in their work as teacher educators. We take this opportunity to extend those arguments and to imagine a scenario in which this might occur. Moving beyond what is to what might be, we suggest establishing at a regional level a formal body—a School Advisor Association for want of a better term—that comprises classroom teachers who in concert with faculties of education play a central role in the development, selection, and support of school advisors.
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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 | 0.052 | 0.068 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.018 | 0.026 |
| Scholarly communication | 0.015 | 0.021 |
| Open science | 0.003 | 0.012 |
| Research integrity | 0.012 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".