Monitoreo de Fauna en la Reserva Natural de la Sociedad Civil (RNSC) Ecoparque Sabana a través de Fototrampeo - Año 2021
Bibliographic record
Abstract
Monitoreo de Fauna en la RNSC Ecoparque Sabana a través de Fototrampeo - Año 2021 es un conjunto de registros biológicos derivados del levantamiento de información del componente biótico realizado durante 2021 en la RNSC Ecoparque Sabana de la Fundación Parque Jaime Duque, localizada en Tocancipá, Cundinamarca (Colombia), en un mosaico de humedales y coberturas asociadas a procesos de restauración ecológica. Los 82 registros corresponden a observaciones de presencia obtenidas mediante el uso de cámaras trampa. La identificación taxonómica se realizó con apoyo de guías especializadas y verificación por personal técnico de la Fundación Parque Jaime Duque. Este recurso aporta insumos para la línea base y el seguimiento a la composición faunística en el marco de la conservación y restauración ecológica de la reserva, apoyando la toma de decisiones en el Plan de Manejo Ambiental, incluyendo la priorización de acciones de manejo frente a presiones como fauna doméstica/feral y la evaluación de cambios temporales en la comunidad de mamíferos y aves asociados a la recuperación del hábitat.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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; 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".