The ilobolo Debacle in the Postcolonial Era: A South African Township Context
Bibliographic record
Abstract
This article uses historical evidence to track the invention of traditions in particular spheres of South African society since the late 1600s. Presently the ilobolo wedding ritual practice aligns with a colonially defined social transaction based on a monetary value system. This challenges the promise to “heal the divisions” brought about the colonial injustices of the past. The data were collected employing a case study, which enabled the researcher to collect qualitative and quantitative data. Theoretical thematic analysis was used to interpret the findings. The participants’ narrative revealed that prevailing socioeconomic conditions limit prospects for the development of an authentic family structure in the post-apartheid era in South Africa. In particular, it focuses on challenges such as the status of vulnerable men, a lack of access to natural capital (land) and a shift from the traditional establishment of receptive social relationships. It recommends that relevant stakeholders, such as traditional leaders, community members, and government agencies, should formulate strategies and policies to facilitate the restoration of the indigenous cultural values behind the principle of ilobolo and to remove the limits imposed by the consumerist tendencies that hover over the black African family structure.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.012 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".