Number of Chronic Conditions and Death Anxiety Among Older Adults in Rural China: A Longitudinal Study in Anhui Province
Bibliographic record
Abstract
Objectives: Death anxiety is feelings of worry and fear regarding death. This study explored the effect of number of chronic conditions on death anxiety in older adults and the moderating effect of age. Methods: This study used the fifth, sixth, seventh, and eighth waves of longitudinal data (2012–2021) collected in Anhui, China (5014 person-year observations). A mixed linear model was used to examine the effect of number of chronic conditions on death anxiety and the moderating effect of age. Results: The number of chronic conditions showed an inverted U-shaped relationship with death anxiety, with death anxiety being lower in older adults with older age. As age increased, the U-shaped curve became flatter, and the extremes shifted to the right. Discussion: Particular attention should be given to younger older adults with chronic conditions to help them recover earlier from the negative impact by providing information and counseling about their chronic conditions.
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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 | 0.001 | 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 | 0.000 | 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 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".