El análisis comparativo de la aplicación del sistema dual de aprendizaje en Universidades en Canadá con respecto al Instituto Tecnológico Superior de Puerto Vallarta para el desarrollo de habilidades de competitividad
Bibliographic record
Abstract
espanolEl mundo actual requiere a profesionistas competitivos, para lo cual las Universidades disenan programas academicos pertinentes con practicas en empresas del area geografica donde se desarrollan. Con la finalidad de que los alumnos adquieran las competencias requeridas en el ambito laboral. En el presente trabajo se realiza un analisis comparativo de la forma de aplicacion del sistema dual de aprendizaje, sistema que tiene sus origenes en Alemania en el cual los alumnos realizan practicas en empresas de la region de su perfil profesional disenadas, previstas y reguladas por la institucion academica; dicho analisis se realiza con las caracteristicas de aplicacion del sistema en cuatro universidades de Canada con respecto al Instituto Tecnologico Superior de Puerto Vallarta aplicado en prueba piloto, destacando las fortalezas y debilidades para determinar las areas de oportunidad en el Instituto para orientar propuestas de aplicacion tomando en consideracion a Canada como modelo debido que ocupa los primeros lugares de competitividad a nivel mundial . EnglishIn order for students to acquire the skills required in the workplace. The present work is a further investigation in which a comparative analysis of the application form dual apprenticeship system, a system that has its origins in Germany in which students complete internships at companies in the region designed professional profile, planned and regulated by the academic institution. This analysis is performed with the application characteristics of the system in five Canadian universities vs. Higher Technological Institute of Puerto Vallarta, highlighting the strengths and weaknesses to determine areas of opportunity in the Institute to guide implementation proposals considering Canada as a model because it occupies the top of global competitiveness.
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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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 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".