The influence of balance confidence on social activity after discharge from prosthetic rehabilitation for first lower limb amputation
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Community living individuals with lower limb amputation have low balance confidence but the level of balance confidence in the first six months after discharge from prosthetic rehabilitation is not known. OBJECTIVES: To determine if balance confidence levels differ after discharge from prosthetic rehabilitation and to determine if balance confidence at discharge predicts social activity at three months post-discharge while controlling for important covariates such as walking ability. STUDY DESIGN: Prospective study. METHODS: Subjects (n = 65) experiencing their first unilateral transfemoral or transtibial amputation were recruited and followed-up one and three months post-discharge. Measures of balance confidence (Activities-specific Balance Confidence Scale) and walking ability (L Test) collected at discharge were used to predict social activity (Frenchay Activities Index) at follow-up. RESULTS: Despite a 14-second mean improvement in walking ability the mean balance confidence scores did not change significantly between discharge (71.2/100) and at three-month follow-up (69.4/100). Confidence scores and basic walking ability at discharge were the two strongest predictors of three-month social activity. Multiple regression modelling indicated that balance confidence and walking ability explained 64% of the variance (standardized beta = 0.34 and -0.37 respectively) in social activity (adjusted R(2) = 39%). CONCLUSIONS: Balance confidence after discharge from prosthetic rehabilitation for lower limb amputation is low and scores do not improve over the first three months post-discharge despite improvements in walking ability. Discharge balance scores confidence independently predicts three-month social activity scores.
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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 | 0.000 | 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 it