Determinants of the Professional Practice for Workers in Education Centers, and Rehabilitation of Juveniles
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 at identifying the determinates of professional practice for workers in education centers and rehabilitation of Juveniles. The researcher used a comprehensive survey method which included all (77) professionals working in education centers and rehabilitation controlled by the ministry of development. To achieve the objectives of the study, the researcher designed a special questionnaire including (26) items, distributed to four parts. The Study reached the following results: -The bachelor level ranks first, followed by diploma and secondary education, respectively. -The Social services major ranks first followed by educational sciences major ranks first followed by educational sciences major. The job title social supervised ranks first. Nearly, quarter of Workers didn't get training courses. Third of Workers wok one place, where as the rest works in more than one place. - Delivering the Needed Consultation To Who Asks For Work Mater, Helping Acquiring workers with needed experiences for their work. - Low salaries, incentives and bonuses, UN clarity of job title, crowdness, job instability more work changes...etc.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it