Bibliographic record
Abstract
Kwandhula or Kwanjula is an elaborate introduction ceremony of a husband to the wife's family, among the Basoga and Baganda, respectively, of Uganda. It is also considered to be a cultural or traditional marriage. Marriage plays many roles in these societies and it is considered to be a cardinal institution of social organization. It unites not just individuals but also families and even clans. The paper shows who the main actors are during the kwandhula ceremony. It looks at how, over time, exogenous factors have altered this age-old institution. It compares how kwandhula was in yesteryears and how it is today, bearing in mind the changing times.The methodology is unstructured, qualitative and is an ethnographic insider's insight of what occurs during an introduction or marriage ceremony among the said societies. It is a narrative and interpretative discussion of this institution which has a lot of bearing on the family life of the said societies. In conclusion, it states that although many external factors have changed kwandhula, it is still an important and respected ceremony which is still very much around.
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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 | 0.002 | 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 | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".