Is Impairment in Physical Function Associated with Increased Risk of Elder MistreatMent? Findings from a Community-Dwelling Chinese Population
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 article by Dong and Simon provides us with unique insight into mistreatment of the elderly as both a human rights issue and a public health issue.Chinese culture and customs are not well-known to many people; however, in less than four decades, one-quarter of the world's elderly population will be Chinese.There is a strong bond within Chinese families that spans generations.This bond is being tested and, in many cases, disrupted with the rapid economic changes in China, the new mobility of rural populations, and the influence of Western culture on Chinese culture.Dong and Simon have completed the first study of the aging Chinese population to examine the association of elder mistreatment and physical function.The metrics and measures used in this study can also translate into other cultures around the global with the same challenges.Despite its limitations, this study provides a starting point for examining this important global public health issue.
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 | 0.002 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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