Picturing oppression: seventh graders’ photo essays on racism, classism, and sexism
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
This study, situated in an inner‐city school in Western Canada, involved 20 seventh graders producing photo essays about living with racism, classism, or sexism. Two questions guided the study: (1) How do students working with a critical pedagogue conceptualize their own experiences with race, class, and gender in ways that either interrupt or reinscribe dominant mainstream curricular narratives?; and (2) To what extent can visual methods serve to open up and expand researchers' understanding of students' conceptions of their lived experiences in the context of a critical pedagogy classroom? This study drew upon critical pedagogy, critical multicultural education, and visual methodology. Issues of societal curriculum and identity were central to this work. Students' photo essays not only revealed some patterns of mainstream discourses related to race, class, and gender, but also revealed some very sophisticated understandings of how social issues play out in institutional systems.
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 | 0.000 |
| 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 it