Citizenship Education in a Fragile State: NGO Programs for Democratic Development and Youth Participation in Haiti
Bibliographic record
Abstract
This research centres on NGO citizenship education programs in Haiti to better understand youth experiences, outcomes, and perceptions of democracy. The findings from this study illustrate how programs from Western-based NGOs with liberal democratic traditions typically construct citizenship education in relation to the individual agency of the learners, whereas youth living in the context of fragility note the prerequisite for stable social structures as a foundation for citizenship. Through multi-dimensional analyses, this article highlights the importance of historical perspectives, the value of comparing disparate societies, and the necessity to explicate social locations in cross-cultural research. The concluding proposition states that not only does context matter in international research, but illustrates specifically how context affects youth participants subject to curriculum emanating from competing ideological environments. The issues explored here are among the key concerns for the future of comparative and international research in a globalizing and diverse world.
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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".