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 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 | 0.001 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".