Identity and memory as resilience: Applications of liberation psychology in a rural Maya Achi community
Bibliographic record
Abstract
This study sought to understand interpretations of interconnections between historical trauma, contemporary violence, and resilience in a Maya Achi community currently engaged in promoting peace and social change through popular education. In particular, the ways in which participants drew upon identity and memory in articulating characteristics of community distress and resilience are discussed. The research is informed by liberation psychology and critical perspectives of mental health, particularly considering the challenges inherent in the promotion of collective memory of trauma and resistance in contexts of violence and humanitarian settings. Participant reflections on historical and contemporary violence highlight elements of collective distress, connecting identity and memory with acts of both oppression and resistance. Education and development are signaled as possible sites of resilience but also experienced as sites of power upholding the status quo. Diverse experiences and applications of identity and memory provide insight into the ways in which community organizations working in contexts of political violence might navigate polarizing and paradoxical discourses in order to subvert, co-opt, or adapt to hegemonic cultural, political, and economic power relations in the process of transformation for collective resilience.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 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".