Emprendimientos y modelos matemáticos de transporte y logística en la ciudad de Riobamba
Bibliographic record
Abstract
El transporte es considerado de gran importancia a nivel internacional ha permitido grandes impactos positivos que permite la evolución económica a gran escala, más aún en países considerados en vías de desarrollo en pequeñas ciudades el emprendimiento del transporte en los últimos años se ve representado en la afluencia de operadoras de transporte pesado, livianos ejecutivos, urbano que de una forma u otra impacta en la economía local. En el presente estudio determinas la cantidad de operadoras registradas en nuestra ciudad, pues es considerada una ciudad pequeña, pero existe gran cantidad de vehículos destinados a generar ingresos locales, e interprovinciales los que dinamizan la actividad económica en el país, la infraestructura logística que cuenta nuestra ciudad aún tiene algunos pendientes en cuanto a planificación sumado a esto el ingreso vehicular de otras provincias.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".