Organization Spotlight: Learning Story: Nhaka Foundation “Leaving a Lasting Legacy”: Bridging the Gaps for Effective Implementation of Government ECD Policy
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
The history of early childhood education, care and development (ECD) in sub Saharan Africa (SSA) is an under-documented area of study.Seeking to understand and document this important history has led to this study, focusing on a key period of ECD development: 1990ECD development: -2009.Within that period two key ECD networks were launched and a series of four African International ECD Conferences took place.This study examined closely both the two networks and the four conferences with a particular interest in the degree to which those initiatives influenced the development of ECD policies in sub Saharan Africa.This research focused on sub Saharan Africa in the regions that two early childhood networks implemented their activities -the Early Childhood Development Network for Africa (ECDNA) and the Working Group of Early Childhood Development (WGECD).These included the East, West and Southern African regions.The research was carried out utilising a qualitative research paradigm with document analysis and semi-structured interviews being data collection methods.The study was informed by the social network analysis and Foucauldian theoretical frameworks which assisted in analysing relationships and power between various groups.The research looked at the period between the years 1990 and 2009, which saw a number of key global and African events take place that shaped the lives of children and influenced ECD policy development.In 1999, the first in a series of four African international ECD conferences was held in Kampala, Uganda followed by conferences in Asmara, Eritrea (2002), Accra, Ghana (2005), and Dakar, Senegal (2009).The research established that by 2009, two early childhood development networks had been established on the continent and the four early childhood development conferences had been held with promises to strengthen early childhood development.Through this research, historical information on the early childhood development network and conferences has been outlined and recorded.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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