The development of Saudi Arabian Entrepreneurship and Knowledge society
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The current knowledge society has become a major factor in the distinction between countries, as many of them have sought to focus on knowledge and information; considering it the main resource. This study aims to identify the subject of the entrepreneurship's development in Saudi Arabia and contributes to the attainment of the knowledge society. We used the analytical descriptive approach and the questionnaire tool. The study population was represented by the Ministry of Economy and Planning officials in Saudi Arabia. Furthermore, the study’s sample consisted of 80 subjects, among which 60 were valid for analysis. We found that the impact on Saudi Arabia entrepreneurship, project participation and execution are reliant on support and encouragement of the concept itself while the level of education significantly influences the likelihood of project success.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it