Dual Vocational Education Model for Diploma Program in Aviation of Khon Kaen Industrial and Community Education College
Bibliographic record
Abstract
The research attempted to study the readiness and need for the Dual Vocational Education Model for the Diploma Program in Aviation of Khon Kaen Industrial and Community Education College and to create, experiment, and assess the program. The research was conducted from 2014 to 2018 with 60 teachers teaching in the college and 16 in the workplaces and 16 students. The model comprised curriculum, teaching and learning management, teaching personnel development for holding a license, and cooperation with domestic and foreign enterprises. It was found that the appropriateness and feasibility of the model are at the highest level. The opinion of teachers and workplace participants is at a high level. Of all 16 graduates of the program, 14 are employed and 4 take further study. The program is of success and rewarding.
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How this classification was reachedexpand
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".