How long-term emancipatory programming facilitates participatory evaluation: Building a methodology of participation through research with youth in Honduras
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Empowerment and participation are promoted as critical factors in meaningful development processes; however, action-oriented researchers face challenges in fostering genuine empowerment and meaningful participation within traditional funding cycles and research timelines. This case study illustrates a participatory methodology employed by researchers in partnership with one Honduran non-governmental organization (NGO) to conduct 'practical' participatory evaluation with rural Honduran youth. Through collaborative autoethnography, two components of this methodology are identified and described. The first component - 'foundational elements'- includes the NGO's culture of transformative participation and the organization's attention to synergies in the insider/outsider identities of research partners. The second component includes the ability of the research team to leverage this foundation for the participatory evaluation with rural youth. Importantly, this ability was grounded in and shaped by long-term, trust-based relationships between research partners. These relationships were the catalyst for success in this participatory initiative, connecting the 'foundational elements' identified to the collaborative outcomes experienced. Overall, this case study contributes to current and ongoing scholarly discussions on how to facilitate meaningful participation and capability expansion in research and evaluation contexts.
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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 | 0.108 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it