Recovery of Function Following a Hip Fracture in Geriatric Ambulatory Persons Living in Nursing Homes: Prospective Cohort Study
Bibliographic record
Abstract
OBJECTIVES: To measure 1-year post-hip fracture functional recovery, health-related quality of life (HRQL), and mortality in nursing home residents. DESIGN: Prospective longitudinal cohort study. SETTING AND PARTICIPANTS: Ambulatory nursing home residents with or without impaired cognition consecutively admitted with hip fracture to three Canadian tertiary-care hospitals from March 2008 through November 2009. MEASUREMENTS: Participants or proxy respondents completed the Functional Independence Measure Motor score (FIM(motor) ) and EuroQol5D index score (EQ-5D(index) ) in the hospital (prefracture status) and 3, 6, and 12 months after fracture. Complications over the first postfracture year were also ascertained; the primary outcome was functional recovery (change in FIM(motor) score). RESULTS: Of 92 eligible participants, 60 (64%) were enrolled. The mean age was 86.9 ± 8.1, 42 (70%) were female, and 45 (75%) had three or more comorbidities. Forty-three (72%) walked independently with or without aids before fracture. By 12 months, 27 (45%) participants had died, and 10 (17%) had withdrawn. Of the remaining 23 participants, functional status according to FIM(motor) score dropped substantially and significantly after the fracture (3 months, 34.0 ± 19.7; 6 months, 33.2 ± 19.7; 12 months, 32.0 ± 20.0; P < .001 from a baseline FIM(motor) score of 50.1 ± 16.1). By 12 months after the fracture, only eight (35%) were walking independently, and 11 (48%) were no longer ambulatory. HRQL according to the EQ-5D(index) also decreased significantly (P = .003), from 0.62 ± 0.20 before fracture to 0.42 ± 0.30 by 12 months after fracture. CONCLUSION: Hip fracture for nursing home residents was associated with substantial loss of functional independence, ambulation, and HRQL. Little recovery was evident after the first 3 months; there was almost 50% mortality within 12 months.
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".