Bibliographic record
Abstract
Paulo Freire included this term in Pedagogy of the Oppressed (FREIRE, 2006) to speak to the need for consciousness awareness as a means toward self-realization.The process through which this may occur is interwoven intricately such that the outcome is one in which individuals may move toward a social awareness but also that new procedures and policies may be created.A key aspect of this approach is critical reflexivity -to self-analyze toward self-realization.Critical reflexivity should be linked to a culture, an identity, or a nation.Brazil is a nation with a strong cultural identity which may engage in and benefit from this dynamic discussion.Paulo Freire poses that it is possible to perceive social, political and economic contradictions, and to take action against the oppressive elements of one's reality.This may occur through a process of discussion and transformation.Thus, it may be inferred that education, more specifically in this discussion occupational therapy education, must come from a common pedagogy rather than consideration of a tabula rasa to achieve competence.
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.
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 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.010 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.019 | 0.005 |
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".