Suggestions for Adapting Yoga to the Needs of Older Adults with Osteoporosis
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Exercise such as yoga may have health benefits for older adults with osteoporosis, but without attention to safe movement yoga can also increase the risk for injury. OBJECTIVE: The current article provides suggestions for how to adapt yoga to the needs of older adults with osteoporosis. SUGGESTIONS: A general guidelines for exercise is that older adults with osteoporosis should participate in a multicomponent exercise program, including resistance and balance training. Contraindicated movements include end-range flexion/extension/rotation of the spine and internal/external rotation of the hip. Yoga postures that should be encouraged include postures emphasizing spinal alignment and extension to mid-range in standing and on the floor. Overarching considerations for participation in yoga are that classes should be designed for higher-risk older adults, led by an instructor who has had proper training with individuals with osteoporosis, should be a noncompetitive environment, and should give attention to which postures are safe and how to transition safely.
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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 | 0.003 | 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 | 0.001 | 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