Toward an African Definition of Resilience
Bibliographic record
Abstract
Resilience, or adaptive behavior in the face of adversity, has recently come to be understood as a phenomenon that should not be uniformly conceptualized across contexts and cultures. This emerging understanding has urged exploration of what resilience might mean in specific cultural contexts. As in other majority nation contexts, there is scant documentation of what resilience might mean in an African context. In this article, the authors report on an exploratory qualitative study, rooted in a constructivist grounded theory approach, in which 11 South African adults from an impoverished rural area were invited to provide a description of resilient Basotho youth. In contrast to Eurocentric perspectives, their descriptions, verbal, written, and hand-drawn, offer an Africentric understanding of resilience. This emerging African conceptualization of resilience advocates for deeper exploration of collectivist philosophies underpinning Black youth resilience and continued research into the process of African resilience.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.016 |
| Scholarly communication | 0.004 | 0.007 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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".