Engaging Existing and Emergent Experiences: Narratives among Young Filipinas on Guam
Bibliographic record
Abstract
While Filipino people comprise the second-highest percentage of the population on Guam, unfortunately there is not a comparable amount of scholarly publication about the Guam Filipino population, much less on Filipinas specifically. Although there is scholarly interest in this area, there is also concern over the availability of primary texts. Profound questions arise because of this dearth: In what ways are Filipinas on Guam writing about their experiences about life on the island? How can existing narratives be brought into conversation with emergent narratives? This paper responds to the perceived silence by advocating revolution through language, as educators on Guam can guide students to recognize their postcolonial background and foster the production and representation of narratives for students’ identity negotiation and political empowerment.\nKeywords: Filipina, Guam, narrative, English, rhetoric
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.017 | 0.014 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".