Cell Phone Use and Happiness Among Chinese Older Adults: Does Rural/Urban Residence Status Matter?
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
This study explores the relationship between cell phone use and self-reported happiness among older adults in Mainland China and whether rural/urban residence status moderates this relationship. The analysis is based on a sample of 6,952 respondents over the age of 60, from the 2010 wave of China Family Panel Studies. Findings show that using own cell phone is positively associated with self-reported happiness among Chinese older adults (odds ratio [ OR] = 1.283, p < .001). This relationship remains for respondents residing in rural areas ( OR = 1.616, p < .01) but not for their urban counterparts. Findings reflect on how the happiness of Chinese older adults has been affected by a growing shift in the traditional family values due to the unprecedented economic growth. Results also highlight the disparities between state support for older adults in rural and urban areas as well as the necessity to develop relevant policies to improve the subjective well-being of China's rapidly growing population of older adults.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 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