ISL Programs and Neo-Colonialism: The Response of One Nicaraguan Village
Bibliographic record
Abstract
Over the past five years, through interviews and focus groups, the authors have been exploring the impact of international service learning (ISL) programs on host villages and villagers in the south. While most communities express ongoing interest, this paper focuses on one rural Nicaraguan village that decided to end their long-standing involvement in ISL, citing the North’s persistent lack of sensitivity to the interests and needs of their community. Drawing on Basso (1996) and Gruenwald (2003), we explore the concept of place-making - drawing the individual into a collective story and focusing on discovering social meaning in and though the places they inhabit. We argue that the ISL has the potential to challenge and transform both the visitors and the host community members, but for that to happen the host community must exercise agency with respect to defining the behavioural and learning expectations of their visitors.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".