Evaluación de impacto de un programa de inclusión social y prevención de violencia estudiantil
Bibliographic record
Abstract
En este trabajo evaluamos el impacto del programa Juntos para Una Comunidad sin Violencia llevado a cabo en establecimientos educativos localizados en distritos en situación de riesgo en la República de Panamá. El programa tiene el objetivo de contribuir a la prevención de la violencia estudiantil y aumentar los niveles de inclusión social de los jóvenes mediante la promoción y fortalecimiento de actitudes y valores para el crecimiento personal y la convivencia pacífica en el medio estudiantil y en la comunidad. El principal resultado es que el programa ha contribuido a disminuir la tasa de embarazos en la población de estudiantes, principalmente en alumnas cursando el 8vo, el 11vo y el 12vo año. No se han encontrado impactos significativos del programa en la tasa de violencia y en la tasa de alumnos repitentes.
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 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 | 0.014 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".