Cuando la comunidad guía la acción: hacia una evaluación comunitaria alternativa
Bibliographic record
Abstract
Cuando los modelos habituales de evaluación de programas son utilizados irreflexivamente en la evaluación de la acción comunitaria, ellos pueden privilegiar una visión de control social que olvida y oculta la realidad vivida por los grupos evaluados. 1. Los instrumentos de esta desposesión de derechos pueden ser ideologías exportadas como productos universales. 2. El peso del acto concreto es crucial para afirmar la realidad que se pretende modificar. 3. Las retóricas científicas ocultan la realidad vivida por los sectores sociales con menos poder. 4. Las responsabilidades éticas y políticas de la evaluación comunitaria exigen que los planes de intervención sean conocidos, comprendidos y asumidos por todos los que deberán vivir con las consecuencias del cambio intentado.
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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 | 0.024 | 0.045 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.009 |
| Scholarly communication | 0.012 | 0.014 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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".