Cuando la comunidad guía la acción: hacia una evaluación comunitaria alternativa
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
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.
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it