Pain Is Associated with Recurrent Falls in Community-Dwelling Older Adults: Evidence from a Systematic Review and Meta-Analysis
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
BACKGROUND: Pain and recurrent falls are highly problematic in community-dwelling older adults, yet the association remains elusive. OBJECTIVE: The objective of this study was to investigate the association between pain and recurrent falls in community-dwelling older adults. DESIGN: Two independent reviewers conducted searches of major electronic databases, completed methodological assessment, and extracted the data of all included articles. Articles that were included are those that (1) involved community-dwelling older adults; (2) recorded recurrent falls; and (3) assessed pain. Articles that were excluded are those that included participants with dementia, any neurological conditions, or those with orthopedic trauma/surgery in the past 6 months. RESULTS: Out of a potential of 71 articles, 11 met the inclusion criteria and 7 (N = 9,581) were eligible for the meta-analysis. The annual prevalence of recurrent falls in those reporting pain (12.9%) was higher than the pain-free control group (7.2%, P < 0.001). A global meta-analysis established that pain was associated with recurrent falls (odds ratio [OR]: 2.04, confidence interval [CI]: 1.75-2.39; N = 3,950 with pain and N = 5,631 controls), and this was decreased in a subgroup meta-analysis utilizing prospective studies only (OR: 1.79, CI: 1.44-2.21, P < 0.001, I2 = 0%; N = 3, N = 2,646). A subgroup analysis comparing recurrent fallers vs. non-fallers only (OR: 2.18, CI: 1.82-2.60, N = 6,320, I2 = 0%) established the odds were particularly higher than single fallers vs. non-fallers (OR:1.44, CI: 1.26-1.64, N = 6,903, (I2) = 0%). CONCLUSION: Older adults with pain are at particularly increased risk of recurrent falls. Clinicians working with recurrent fallers should routinely assess pain while pain specialists should inquire about older adults' falls history.
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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 | 0.071 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.014 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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