Factors Affecting Faculty Attitude for Adopting Online Learning at Aljouf University, Saudi Arabia
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
This study aims to take an initial step toward investigating the readiness of faculty members for adopting online learning at Aljouf University, a Saudi newly established university. Participants (n=156) were asked to complete a Web-based questionnaire that starts with eight demographic questions and has four other parts: attitude toward online learning, computer self-efficacy, attitude toward technology, and computer anxiety. The results demonstrate that faculty members show positive attitudes toward online learning (M=3.03, SD=0.45). They also showed a slight high computer self-efficiency (M=2.92, SD=0.40), positive attitudes toward technology (M=3.10, SD=0.33), and a low level of computer anxiety (M=1.05, SD=0.38). Finally, the results reveal that among the demographic variables, only the nationality of the participants and their experience with online learning had a significant effect on their attitude toward online learning. The study concluded with providing a number of recommendations for application and future studies.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it