The Role of Saudi Universities in Serving and Developing Society for Vision 2030: Evidence from Jouf University
Bibliographic record
Abstract
This research aimed to study the effects of The Role of Jouf University in serving and developing the society for Vision 2030, by understanding the influence of training, continuous education, technical consultations, and applied researches on management development for employees and organizational development of institutions. For this purpose, a questionnaire was distributed to a sample size of 393 individuals in the Kingdom of Saudi Arabia. Further, to analyze the study data, the structural equations method (SEM) was used via the SmartPLS and statistical package for the social science (SPSS) 23 programs. After analyzing and testing the hypotheses of the study, it was found that there is a positive role of Jouf University in serving and developing the society for Vision 2030. There is a positive impact for applied researches and training on management development of employees, and a positive impact also for applied researches, training, and continuing education on organizational development of institutions.
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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 | 0.000 | 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 | 0.000 | 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".