Effect of resistance training on risk of coronary artery disease in women with multiple sclerosis
Bibliographic record
Abstract
The effects of a lower-extremity progressive resistance-training program (PRT) on risk factors for coronary artery disease (CAD) were determined in patients with multiple sclerosis (MS). Twelve ambulatory women with MS (47.3+/-4.7 years; Expanded Disability Status Score (EDSS), 4.00+/-1.37) completed twice weekly lower-body PRT for 8 weeks. Knee extensor and ankle flexor strength improved significantly (p<0.05) after training, and self-reported fatigue decreased (p<0.05). Serum triglyceride concentrations decreased (p<0.05) but body-weight and fatness, blood pressure, and serum glucose, total cholesterol and high-density lipoprotein cholesterol were unchanged. However, the number of CAD risk factors that reached the clinical threshold for each subject declined after PRT, suggesting that resistance training can promote CAD risk reduction in ambulatory female MS subjects.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".