Issues and Challenges in Education in Africa: : The Need for a 'New' Teacher
Bibliographic record
Abstract
DETA CONFERENCE 2009 PROCEEDINGS Foreword The Distance Education and Teachers’ Training in Africa (DETA) Conference is a biennial conference that was initiated to provide a platform for educationists in Africa to meet and deliberate on educational issues in Africa. Since its inception, it has enabled educationists to exchange knowledge and enhance their capacity to engage with opportunities and challenges in education on the continent. DETA’s major objectives are to contribute to the debate on teacher training in Africa and to build capacity for the delivery of teacher training programmes in Africa. These objectives represent ways in which the conference can support NEPAD, various protocols on education and training in Africa, the Millennium Development Goals, and some of the recommendations of the All-Africa Education Ministers’ Conference on Open Learning and Distance Education. The conferences are co-hosted by the organisers and other educational institutions and organisations. The 3rd conference, co-hosted by the University of Pretoria, the University of Cape Coast, Ghana, and the University of Education, Winneba, Ghana, was held at the University of Cape Coast, Ghana, from 3 to 6 August 2009. The theme was "Issues and challenges in education in Africa – The need for a ‘new’ teacher". Subthemes included the following: - Distance education in teacher education - Teacher education, and curriculum studies and development - Special needs education and education management, law and policies, and technology in education in Africa - Mathematics and science education, language and literacy education, religious and moral education, and HIV and AIDS education More than 200 delegates from 14 African countries (Botswana, the DRC, Ghana, Kenya, Lesotho, Malawi, Mozambique, Nigeria, South Africa, Sudan, Tanzania, Uganda, Zambia and Zimbabwe) and three other countries (Canada, the UK and the USA) attended the conference. Fifty papers were read.
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 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 | 0.012 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.017 | 0.008 |
| Scholarly communication | 0.027 | 0.021 |
| Open science | 0.003 | 0.015 |
| Research integrity | 0.019 | 0.024 |
| Insufficient payload (model declined to judge) | 0.019 | 0.004 |
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".