La realidad del borde
Bibliographic record
Abstract
Las grandes extensiones de tierra que contiene la Sabana de Bogotá están enmarcadas por el oriente con la cordillera Oriental con la Serranía de los Dientes, llamada Monserrate; estas zonas fueron habitadas por tribus indígenas de la familia Chibcha, quienes ubicaron en el territorio algunos lugares que servían como sitios de peregrinación. Dentro de estos lugares se ubica la actual localidad de Usme, caracterizada por contener grandes y diversas extensiones de agua que eran consideradas como espacios sagrados por los primeros habitantes, Sutagaos1. Una comunidad de la familia Chibcha que estaba fuera de la confederación Muisca2. La localidad de Usme, considerada como la segunda localidad más extensa de Bogotá, está dividida por siete Unidades de Planeamiento Zonal (UPZ) que contienen más de 120 barrios y siete veredas. En esta localidad se mezclan restos culturales de indígenas, actividades campesinas, actividades informales y culturas emergentes de ciudad, que se enfrentan al crecimiento de la ciudad capital (Ojeda & Franco, 2019).
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.006 |
| Scholarly communication | 0.016 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.047 | 0.007 |
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".