Munsaka, E., & Kalinde, B. (2017) Laying the foundation for optimal outcomes in Early Childhood, University of Zambia Press, Lusaka, 172 pp. (A5), $12.00 (paperback), ISBN 978-9982-02-099-1
Bibliographic record
Abstract
Although the provision of quality early childhood education has been acknowledged as important both in the local and international development literature, there are few books that have been written on early childhood education in Zambia. The current review of a 161 paged A5 paperback bound book entitled “laying the foundation for optimal outcomes in early childhood education” co-authored by Ecloss Munsaka and Bibian Kalinde is one of the first attempts to scrutinise latest resources on early childhood education challenges and prospects in Zambia. The review is timely as it responds to the recent integration of early childhood education in the mainstream Zambian education system. The review has critically examined chapters’ one up to six. The implications of the book in early childhood education practice in Zambia have been discussed.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".