Health education and its theoretical perspectives: a few reflections
Bibliographic record
Abstract
The purpose of this study was to reflect theoretically on the theme of health education and how it interfaces with health promotion. It consists of a theoretical-reflexive study aimed at comparing these practices to the concepts elaborated in the Letter of Ottawa, the pedagogy of liberation of Paulo Freire, empowerment and culture, here comprehended as key elements guiding the activity of the nurse in health education in actions performed by health services. In order to take this reflexive path, the authors analyzed the interrelationships of these theoretical interfaces and their approaches to health promotion practices. From this presented theoretical framework, it is possible to reflect on the possibilities of extending care, based on the premise that all moments comprising interaction with patients of health services must be considered an opportunity to develop health education actions, considering the knowledge of nurses characterized as social actors who are responsible for the events that take place in the health scenario.
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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 | 0.014 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.011 | 0.036 |
| Scholarly communication | 0.014 | 0.015 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.007 | 0.015 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".