Barriers to Reproductive Health Access and Parenthood for Persons With Intellectual Disabilities in Southern Africa
Bibliographic record
Abstract
BACKGROUND: This brief report examines the challenges faced by adults with intellectual disabilities in Southern Africa regarding intimate relationships, parenthood and access to reproductive health services. Despite cultural values like Ubuntu emphasising interconnectedness, stigma, remnants of colonialism and underdeveloped service systems continue to marginalise individuals with intellectual disabilities. METHOD: This report synthesises existing literature to explore how cultural, historical and systemic factors shape the experiences of adults with intellectual disabilities. RESULTS: Findings reveal that cultural and religious beliefs stigmatise persons with intellectual disabilities and that this impacts opportunities for intimate relationships and parenthood. Inadequate reproductive health services and untrained healthcare providers perpetuate misconceptions and neglect, impacting the realisation of social roles for persons with intellectual disabilities. CONCLUSIONS: Culturally responsive, disability-inclusive policies must address systemic exclusions. Future research should document lived experiences and develop targeted interventions, fostering a more inclusive environment where individuals and parents with intellectual disabilities can thrive.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".