Caracterización del avance teórico, investigativo y/o de intervención en resiliencia desde el ámbito de las universidades en Colombia
Bibliographic record
Abstract
Este artículo presenta los resultados de la investigación realizada con el fin de caracterizar los avances teóricos, investigativos y/o de intervención en resiliencia desde el ámbito de las universidades en Colombia. Para conseguir este objetivo se analizaron 74 documentos procedentes de 14 universidades colombianas. El abordaje realizado permitió describir las investigaciones, reflexiones e intervenciones realizadas en las universidades colombianas, considerando dos categorías: a) identificación de documentos y b) análisis de contenido. Se realizó un análisis descriptivo y posteriormente interpretativo, a partir de los cuales se llegó a conclusiones y propuestas particulares para cada categoría y generales en torno a la resiliencia. Una novedad de las investigaciones estudiadas reside en las problemáticas abordadas.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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; both teacher heads agree on what is shown here.
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".