Career Roles among the Teaching Staff in Palestine Technical University - Kadoorie and Al-Huson University College According to Their Points of View
Bibliographic record
Abstract
This study aimed to find out the degree of practicing career roles among faculty members at Palestine Technical University - Khudouri and Al-Huson University College from their point of view, and knowing the effect of study variables (university, college, years of experience, academic rank) on the degree of practicing career roles. The study was conducted in the first semester of the academic year (2021/2020), when a stratified random sample was chosen from (149) faculty members, i.e., 30% of the study population, which is teaching staff at Palestine Technical University and Al-Huson University College who numbered (497) individuals, and to achieve this goal, a descriptive approach appropriate to the nature of this study was used. A questionnaire consisting of (30) items was designed and distributed in three areas: teaching, scientific research, and community service. The validity and reliability of the study tool were verified. The stability factor was (0.91). The study reached the following results: The field of teaching got the first place in practice, then the field of scientific research, and finally the field of community service, as the study showed that there were no statistically significant differences between the averages of the sample members' estimates attributable to the variables (university, college, years of experience, and rank The academy, and the study recommended the necessity of holding training workshops, and meetings for faculty members at Palestine Technical University and Al-Huson University College, to transfer skills, exchange experiences and knowledge, in addition to developing creativity and solving problems in order to serve the local community, in addition to strengthening the relationship between the university and the local community. By providing the necessary scientific research and educational and cultural activities that help in developing the local community.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".