Contribución del sector privado a las áreas protegidas : estudios en Colombia y Perú
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
Esta publicacion se enmarca en el proyecto “Implementacion del Acuerdo sobre Medio Ambiente entre Canada y Peru y del Acuerdo sobre Medio Ambiente entre Canada y Colombia”, ejecutado por la Oficina de la Union Internacional para la Conservacion de la Naturaleza para America del Sur, con el apoyo financiero de Environment Canada (Ministerio de Medio Ambiente de Canada). Se trata de una investigacion acerca de los instrumentos previstos en los marcos legales y reglamentarios en ambos paises que facilitan la vinculacion del sector privado con aportes directos dirigidos a financiar actividades para una adecuada gestion de las areas protegidas publicas y privadas. Se presenta asimismo un caso de aplicacion practica de estas. herramientas.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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