AnaÌ lisis comparativo de diferentes esquemas de suficiencia en generacioÌ n eleÌ ctrica: Algunas reflexiones para el mercado eleÌ ctrico en Colombia
Bibliographic record
Abstract
El Mercado eleÌ ctrico colombiano ha venido enfrentando dificultades con la ocurrencia del FenoÌ meno de El Niño 2015-2016 que evidenciaron fallas en el diseño del mercado. El presente trabajo de grado hace un referenciamiento internacional de diferentes tipos de diseño de mercados eleÌ ctricos enfocado principalmente a los mecanismos utilizados para garantizar la suficiencia en capacidad de generacioÌ n, describe la problemaÌ tica actual y hace algunas recomendaciones para el mercado colombiano con base en las ventajas, desventajas y adaptabilidad evidenciadas en los mercados analizados de Nord Pool, Alberta, PJM, Chile, Brasil y PanamaÌ .
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".