Sensory re-education pilot program following chemotherapy-induced peripheral neuropathy in cancer patients
Bibliographic record
Abstract
A pilot program for sensory re-education following chemotherapy-induced peripheral neuropathy (CIPN) has been developed by an occupational therapist working in a cancer treatment centre in Quebec. Inspired by the somatosensory pain rehabilitation (SPR) method developed by Spicher (2003) for nerve injuries, this is an innovative program in oncology for patients with neuropathy-related pain or discomfort in their hands or feet. The program includes a sensory re-education component and a physical exercise component. It aims to reduce the symptoms of neuropathy and improve functional capacity and quality of life. The results are promising in patients who enrol in the program shortly after the onset of symptoms of CIPN, who actively commit to the program and who are diligent in adhering to the recommendations. Additional studies will be necessary, however, to demonstrate further and validate the benefits of a program of this nature for CIPN patients.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".