Body and Illness: Considering Visayan Filipino Children's Perspectives within Local and Global Relationships of Inequality
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
Despite a plethora of studies counting, examining, assessing, and diagnosing Filipino children living in poverty, children's own perceptions and concerns about their health and security are rarely elicited. This article draws from fieldwork in an urban neighbourhood in the Visayan Philippines among children who, every day, face a complex and precarious landscape dominated by multigenerational poverty, social marginalization, recurring hunger, and the hazards of living and playing amidst mounting garbage and effluent. I discuss children's perspectives on body and illness in this challenging environment and examine their ideas within the larger context of adult-child, hierarchical relationships, and colonial and contemporary government discourses on children, health, and citizenship. I also examine children's sense of place, agency, and vulnerability, and I discuss the view held by many adults in this community: their children's ideas hold little value.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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