The power of the tongue: Inherent labeling of persons with disabilities in proverbs of the Akan people of 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
Proverbs are an important feature of any language worldwide. In Africa, for instance, people in their everyday conversations use proverbs to add special effects and flavour. However, the inclusion of proverbs in speech goes beyond mere decoration. As a repository of African knowledge and culture, proverbs serve as a medium for educating present and future generations about society’s cultural values, beliefs, and ethics. In this powerful role, proverbs may have significant effects on speakers and their listeners. While these effects may be positive, in terms of their references to certain groups of people, proverbs may have telling effects. In this paper, we examined samples of Ghanaian Akan proverbs on mental and physical disabilities and their meanings, using critical discourse analysis and guided by labeling theory. We conclude that Akan proverbs predominantly label people with disabilities negatively, thereby leading to their stigmatization, marginalization, and exclusion. We recommend using proverbs with negative connotations for people with disabilities as a tool to educate society on how not to treat people with disabilities.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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