Prevalence and factors associated with suicidal behaviors among domestic workers
Bibliographic record
Abstract
Due to urbanization and changes in family structure, the need for domestic workers has surged in many developing countries, including Rwanda. While being employed as a domestic worker presents financial benefits to many of them and their dependents, it also comes with risks and difficulties that might harm the domestic worker's mental health. This study aimed to determine the prevalence and factors associated with suicidal behaviors (i.e., suicidal ideations, plans, and attempt(s)) among domestic workers in Rwanda. In this cross-sectional study, data was captured from 884 domestic workers in Kigali, Rwanda. Suicidal ideation was measured using questions from the General Health Questionnaire (GHQ-28), while suicide attempts and plans were measured using questions adopted from previous studies in the region. The methods used/plan to attempt suicide were also captured from individuals with a recent history of suicide plan/attempt(s). Three separate regression models were employed to ascertain the factors associated with suicidal behaviors. The prevalence of past-year suicidal behaviors was 32.5% for suicidal ideations, 9.5% for suicide plans, and 7.8% for suicidal attempts. Being female and having a chronic medical illness were linked to a higher risk of participating in any form of suicidal behavior. Suicidal ideations were less likely to occur among those who attained secondary education. However, more years of working as a domestic worker were associated with an increased likelihood of suicidal ideations. Having more than five dependents at work increased the likelihood of experiencing suicidal plans or attempts among domestic workers. For those who attempted suicide, overdosing with medications/drugs was the most common method of attempting. Domestic workers have prevalent suicide behaviors, especially among females and those with a chronic medical illness, more years of work experience, and those with many household members at work. Based on the present study, for domestic workers at risk, there is a critical need for focused mental health interventions and support networks in various sectors of the domestic labor force.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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 itClassification
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".