Bibliographic record
Abstract
Africa’s economies need dynamism to respond to global competition. Strategies are needed that will enhance transformation and socio-economic achievement within the context of the Post-2015 development framework. These strategies will include a wide range of development solutions around issues such food and energy security, and enhance service delivery and social inclusion. Africa must secure social and political stability and build effective economic governance and enhance national and regional capacity for successful and sustainable development – creating a society that can deal with questions of agency and political economy for quality service delivery, social inclusion and democratic accountability. Policies must be pro-poor and properly sequenced. New alliances must be crafted at the local and regional levels yet anchored on greater civic participation and voice, corporate social responsibility and accountability of those in public office. Challenges remain for the continent in terms of key reforms; policies and legislations that need to be designed and implemented required for the achieving the basic key goals and targets set out in the Post-2015 Development Agenda. The continent needs to accept its proper share of responsibility in accordance with its human, financial and natural resources as well as capabilities as driven by the five fundamental shifts of the Post-2015 Development Agenda.
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 | 0.000 | 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.075 |
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; both teacher heads agree on what is shown here.
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".