Mentoring Teachers for Critical Global Consciousness: Infusing Solidarity in International Service Learning
Bibliographic record
Abstract
This study examines the little-studied phenomenon of teacher mentoring for global consciousness. It reviews the relationship between secondary school teachers participating in an international service-learning (ISL) project in Nicaragua and an NGO, Canadian Youth Abroad (CYA). CYA facilitates short, but intensive, ISL experiences. The teachers work for a publicly funded Catholic district school board in Ontario, Canada. Teachers who travel to Nicaragua with the students are mentored and accompanied by more experienced peers - "veteran" CYA/ISL teacher-participants. The mentoring process seeks to impart the CYA’s particular transformative values to the new teacher-participants and through them, to their students. These values challenge the dominant charitable "help the poor" model of North-South engagement. The teacher-mentors follow CYA's Freirian pedagogical model that stresses the value of solidarity between Canadian and Nicaraguan participants.
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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 | 0.007 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.030 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.001 | 0.019 |
| Research integrity | 0.002 | 0.004 |
| 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".