ANALYSING THE IMPACT OF THE AFRICAN FORUM FOR RESEARCH AND EDUCATION IN HEALTH (AFREHEALTH) IN GHANA: A QUALITATIVE EVALUATION STUDY
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
To evaluate the impact of the African Forum for Research and Education in Health (AFREhealth) in Ghana in its first five years, after its launch in 2016. AFREhealth is an African initiative created and implemented by Africans in their continent with the support of international partners, to find solutions to health challenges that have plagued the continent. To explore how the health professions communities of participating institutions have been impacted by AFREhealth and how the wider society consisting of key health professions education and research stakeholders and service consumers has benefitted from AFREhealth’s presence on the continent. The evaluation will identify lessons learned and how to apply them to improve AFREhealth as a continental organization. This qualitative study utilized focus group discussions and key informant interviews. Interviews were recorded and transcribed verbatim, and data analyzed thematically. A total of 57 registered members of AFREhealth participated in both key informant interviews (KIIs) and focused group discussions (FGDs). The respondents included health professionals, students in health profession’s education institutions, and others that have ever received support and services from AFREhealth
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 | 0.048 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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