Systematic Review of Health Challenges Experienced by Indian Women Engaged in Informal Labor
Why this work is in the frame
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Bibliographic record
Abstract
Background: Informal economy encompasses all economic activities carried out by workers or economic units that are, not adequately covered by formal legal or regulatory frameworks. National data from India hints 53.7% of the 308 million unorganized workers are women. In view of the multifaceted occupational risk, informal women workers are at risk of multiple health challenges. Present study aims to synthesize existing evidence on the health challenges experienced by Indian women in informal labor.Methods: Studies reporting health challenges experienced by Indian women engaged in informal labor were systematically searched from digital databases available until September 09, 2024. Preferred Reporting Items of Systematic reviews and Meta-Analysis guidelines were adhered during the execution. In view of heterogeneous reporting of results and non-availability of data dispersion, pooled effect size could not be estimated. Risk of biases among the included studies were assessed using Newcastle Ottawa Scale.Results: Thirty-three studies involving informal women were included. Musculoskeletal discomfort was most prevalent among all forms of informal women workers. Prevalence of upper limb and trunk discomfort (89 – 95%) was higher than the lower trunk / limbs (61-81%). Prevalence of cardio-respiratory (~73%), dermatological (32 – 78%) and ophthalmic (45 – 90%) related symptoms were notably high. Few studies highlighted the odds of some of these health challenges were higher among women as compared to men. Majority of the included studies carried high risk of bias in all assessed domains.Conclusion: Current observations highlight the significant health challenges faced by Indian informal women laborers. Despite the results being derived by sub-quality primary studies, given the growing female participation in India’s informal economy, this evidence calls for urgent and inclusive action. There is a pressing need to integrate informal women workers into primary health and social protection programs.
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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 | 0.008 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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