Prospects for technical education contributing towards the development of early childhood education/development in Zimbabwe
Bibliographic record
Abstract
Early Childhood Education/Development (ECE/Dj is an area that has continued to receive special attention since independence in Zimbabwe. Among other things, evidence of this includes a development way back in the early 1990s when the University of Zimbabwe (UZ) established links with Concordia University (CU) of Canada in an effort to promote the development of ECE/D in the country. This resulted in exchange programs where lecturers spent time at Concordia and vice-versa. Since then, several workshops have been held in Zimbabwe with special emphasis being concentrated on the nature of activities taking place in pre-school centres around the country. This has also had implications on curriculum development where there has been a strong drive to improve on the syllabus and other related materials. Methodologically, this paper developed from a document analysis of the handbook; 'Curriculum for the Child- Early Childhood Education and Care Programme - Zimbabwe'published by the Ministry of Community Development and Women's Affairs in 1993 and revised in 1999. This is where, for the purposes of this paper, 'Art and Craft'were identified as areas deserving special attention. A journal article on early childhood development programmes and technical education in Zimbabwe.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".