Aging of Indian Women in India: The Experience of Older Women in Formal Care Homes
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
The feminization of aging is a process that has begun in India but is not occurring uniformly throughout India. Older women are more likely to be widowed, poor, and suffer vulnerability to adverse outcomes like poor health. With the changing social landscape of India, middle-income older women are increasingly opting for 'pay and stay homes', an emerging type of old age home in India. Majority of the 97 women residents of 'pay and stay' homes reported being widowed (68%), and 25% were childless. Childlessness and widowhood were important considerations in the decision to relocate to an old age home. Older women reported higher degrees of psychological closeness and contact with daughters than sons, and the overall social network size was small. High prevalence of diabetes rates among older women carries implications for potential functional disability. Strong advocacy measures for empowering older women in India should be a priority policy directive.
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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 | 0.003 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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