Ubuntu and constructivist grounded theory: an African methodology package
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
Conducting qualitative research in Southern Africa can present challenges for researchers seeking to explore local perspectives on health phenomena. We must address sensitive issues such as language, translation and cultural differences as well as local history, power and, possibly, colonial legacies. Our purpose in this paper is to explore the use of a Southern African philosophy, Ubuntu, as an appropriate ontology to guide qualitative nursing research, specifically constructivist grounded theory. To do so, we briefly discuss the historical problematic of Western research and its relationship to Africa and Africans. We introduce the principles of Ubuntu and its role in African society and use constructivist grounded theory as an example of a methodology that is congruent with Ubuntu. We highlight the areas of correspondence between them. The values of Ubuntu, of mutuality, interdependence, humility, solidarity and so forth could serve as a way to strengthen any research, by reminding researchers to enter the field with humility, awe and wonder at the complexity of human life.
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 | 0.013 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| 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