Accumulated social vulnerability and experiences of psycho-trauma among women living with albinism in Tanzania
Classification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".
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
People with albinism are prone to experiencing negative attitudes from society, including stigma and discrimination, which place them at risk of mental health-related challenges. This exploratory study expanded and deepened our understanding of people with albinism by examining in-depth the experiences of women with albinism residing in Dar es Salaam, Tanzania. The study utilized community-based descriptive cross-sectional and mixed data collection methods to identify the unique experiences of women with albinism. Findings indicate that women with Albinism experience stress and adversity at some point throughout their lives. This study showed that threats to their safety, discrimination, and abuse affect this population physically and bring profound psychological/emotional impacts. Myths and misconceptions about albinism have laid the foundation for the present prejudices and social stigma, thus requiring increased efforts at public education regarding albinism in Tanzania. Points of interestThis article explores the unique experiences of women with albinism in Tanzania; albinism might be an additional factor to others which might contribute to the development of mental health challenges.This study also contributes to research on people with albinism in Tanzania by examining the unique experiences of women from their own voices.The present study focuses on psychological problems and provides awareness on risks the population faces regarding their general mental health.Understanding the experiences and psychological impacts of such experiences to people with albinism, particularly women, may impart knowledge to service providers and society at large.The study found that personal threats to the life of women with albinism or other people with albinism are significant sources of trauma which causes major distress at the time of the experience and in the months following experiences.
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 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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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