Adultification, neglect and sexual abuse at home: Selected narratives of orphaned girls in KwaMashu, South Africa
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
Abstract This paper explores two orphaned girls' accounts of victimization and vulnerability to child sexual abuse in their family homes. Interviews with these girls revealed a trend of neglect, adversity and processes of adultification which involved accounts of sexual abuse within their family homes. According to the data, the participants are vulnerable and they experience victimization as they are routinely sexually abused by older male relatives and non‐related men and boys inside their family homes – where they are supposed to feel safe and protected. We argue that these two young girls' experiences need to be understood as consequences of the prevailing cultures of toxic heteropatriarchal masculinities which have produced and normalized the distribution of male power over girls. The kinds of interventions required to address toxic masculinities and to insulate orphan girls from sexual abuse and neglect are also discussed.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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