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Record W4412480593 · doi:10.3390/disabilities5030064

“To Live or Not to Live”: The Silent Voices of Adolescents with Disabilities in Ghana

2025· article· en· W4412480593 on OpenAlexafffund
Florence Naab, Mary Asor Asirifi, Josephine Kyei, William Menkah, Hellen Gateri, Emilene Reisdorfer, Reyna Parikh, Elizabeth Burgess‐Pinto

Bibliographic record

VenueDisabilities · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsMacEwan University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologySociologyDevelopmental psychology

Abstract

fetched live from OpenAlex

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.008
Scholarly communication0.0030.003
Open science0.0010.004
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.071
GPT teacher head0.417
Teacher spread0.346 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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