“To Live or Not to Live”: The Silent Voices of Adolescents with Disabilities in Ghana
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
About 8% of Ghanaians, including adolescents, have various types of disabilities. Although many legal and constitutional protections for people with disabilities, including adolescents, exist in Ghana, it is widely known that these persons face a variety of psychosocial issues. Several factors have been identified as contributing to the unremitting marginalisation of people with disabilities in general, but the extent to which these can be generalised to adolescents with disabilities is unknown. This study, therefore, sought to document the determinants, manifestations, and consequences of disability-related stigma among differently abled adolescents in three special schools in northern, middle, and southern Ghana. An exploratory descriptive qualitative design was used. Overall, 54 participants were purposively selected for a semi-structured interview and focus group discussions. Braun and Clarke’s procedure for thematic analysis was followed. The findings showed a variety of stigmatising experiences by adolescents with disabilities in their sociocultural context. More broadly, the cause of disability was linked to the ramifications of parental sins against the gods, being a descendant of river gods, and the consequences of bewitchment/curses by family members. Others included the perceived transmissibility of the disability and disability as a visible condition. Stigma manifested in the form of pejorative labelling, ableism, and social exclusion. The consequences of this stigma included negative psychological and emotional effects (i.e., depression, low self-esteem, and a lack of confidence) and suicidal ideation. There is an urgent need for stigma reduction interventions for adolescents with disabilities in Ghana as part of an effort to improve their wellbeing.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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 it