Segundos ocupantes: un reto para la sostenibilidad de la restitución de tierras en colombia
Bibliographic record
Abstract
El proceso de Restitucion de tierras permite garantizar uno de los componentes de la reparacion integral, la restitucion, aunque este pro-ceso ha sido muy importante para las victimas en Colombia, fue concebido en el imaginario de que en cada caso existiria una victima y un victimario; sin embargo, la implementacion de la Ley ha mostrado que existen casos en los cuales los predios reclamados se encuentran habitados por personas que no participaron de los hechos que dieron origen al despojo y/o abandono forzado del reclamante, y que pueden verse afectados con un fallo de restitucion, caso en el cual, el Estado debe garantizar medidas en su favor. El presente articulo presenta un analisis del tratamiento que se les ha venido dado a los segundos ocupantes al interior del proceso de restitucion de tierras.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".