Predictors and Sequelae of Fractures in the Elderly: The Canadian Study of Health and Aging (CSHA)
Bibliographic record
Abstract
The objective of this study was to describe the incidence, type, risk factors, and sequelae of fractures experienced by community-dwelling elderly Canadians. Data are from the Canadian Study of Health and Aging (CSHA), a longitudinal cohort study, collected in three waves: baseline (1991), wave 2 (1996), and wave 3 (2001). In CSHA-2 (1996), fractures were reported by 3.7 per cent of men and 7.5 per cent of women; in CSHA-3 (2001), by 2.9 per cent of men and 7.3 per cent of women. The distribution of fracture types was similar for men and women. Risk factors for women were increased age, history of fracture, and regular alcohol use; for men, stroke, arthritis, and lack of independent bathing. Walkers or wheelchairs were needed by over 30 per cent of those with any lower body fracture. One third of subjects with any fracture and over 50 per cent with femur fractures reported moderate or severe pain. It is concluded that elderly Canadians are at high risk for fractures, and older women are at most risk. Pain and mobility problems were common sequelae. The need for primary and secondary prevention of these age-related events is paramount.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".