Cumulative Incidence of Functional Decline After Minor Injuries in Previously Independent Older Canadian Individuals in the Emergency Department
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVES: To estimate the cumulative incidence of functional decline in independent older adults 3 and 6 months after a minor injury treated in the emergency department (ED) and to identify predictors of this functional decline. DESIGN: Prospective cohort study. SETTINGS: Three Canadian teaching EDs. PARTICIPANTS: Individuals aged 65 and older who were independent in basic activities of daily living before their injury and were evaluated in the ED for minor injuries (N = 335). MEASUREMENTS: Functional decline was defined as a loss of 2 or more out of 28 points on the self-reported Older Americans Resources Services scale. Sociodemographic, mobility, and clinical risk factors for functional decline in non-ED studies were measured at the ED visit and 3 and 6 months after the injury. Generalized linear mixed models were used to explore differences in functional decline between groups determined according to the different factors. RESULTS: The cumulative incidence of decline was 14.9% (95% confidence interval (CI) = 7.6-29.1%) at 3 months and 17.3% (95% CI = 9.7-30.9%) at 6 months. Predictors of functional decline were occasional use of a walking aid (relative risk (RR)=2.4, 95% CI = 1.4-4.2), needing help in instrumental activities of daily living (IADLs) before the injury (RR = 3.1, 95% CI=1.7-5.5), taking five or more daily medications (RR = 1.8, 95% CI = 1.0-3.2), and the emergency physicians' assessment of functional decline (RR = 2.8, 95% CI = 1.5-5.3). CONCLUSION: Minor injuries in independent older adults treated in EDs are associated with a 15% cumulative incidence of functional decline 3 months after the injury that persisted 6 months later. Simple-to-measure factors such as occasional use of a walking aid, daily medication, need for help with IADLs, and physician assessment of decline may help identify independent older adults at risk of functional decline during their consultation. These results confirm the need to improve risk assessment and management of this population in EDs.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it