The Yarumos Eco-Park: Evaluation of its Current Situation with Emphasis on Territorial Accessibility
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
The conservation and preservation of sustainable environmental spaces, fosters the integral development of the population, therefore, in this investigation the current situation analysis of Los Yarumos eco-park in Manizales, Colombia, is addressed, taking in account the current challenges, from the interior of the eco-park, aerial tramway, as well as from the territorial accessibility perspective; through the usage of computing tools (ArcMap, Microsoft Excel), facilitating mechanisms for the recovering and repowering of the ecological center. The applied methodology considers the restructuration of the city’s traffic network, along with the location and construction of the accessibility turns to the eco-park, complemented with socioeconomic variables for the coverage evaluation.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it