The Effectiveness of Prophylactic Compression Sleeves in Reducing the Risk of Lymphedema in Patients Who Receive Breast Cancer Surgery: A Systematic Review
Bibliographic record
Abstract
Lymphedema is a common complication after breast cancer surgery, often causing functional limitations and reduced quality of life. Prophylactic compression sleeves have been suggested as a preventive strategy, but their effectiveness remains unclear. We conducted a systematic review of randomized controlled trials to evaluate whether early use of compression sleeves lowers the risk of lymphedema in this population. Comprehensive searches of major medical databases were performed, and eligible studies were analyzed. The findings showed that prophylactic compression sleeves did not significantly reduce the incidence of lymphedema compared with standard care. Some studies reported smaller increases in arm volume among sleeve users, but these results were inconsistent. Overall, compression sleeves appear to have limited value for lymphedema prevention, though they may provide modest benefit in reducing early swelling. Further high-quality research is needed to establish clear recommendations for clinical practice.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".