Body, Gender, and Sexualities Approaches in the Political-Pedagogical Project in a High School in Brazil
Bibliographic record
Abstract
The aim of this text is to analyse how the themes of body, gender and sexuality have been positioned in the Political-Pedagogical Project, a document that provides guidelines for all educational actions in a school, in a public state school located in the city of Aracaju (SE). We have adopted a post-critical and post-structuralist perspective, problematizing the processes of signification and how they influence the knowledge production and social relations, from the authors’ readings: Carvalho (2010), Foucault (1988), Louro (2010), Scott (1995), Butler (2010). Methodologically, we have developed a quantitative approach, from the documental analysis in a cultural and social perspective. We have verified that body, gender and sexuality themes are introduced superficially, causing to be linked to lack of familiarity, as well as to the absence of initial and continued education formation of the school agents.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".