New Approaches to Enhance Motor Function of the Upper Limb in Patients with Hemiparesis
Bibliographic record
Abstract
A common finding in patients with hemiparesis due to stroke is that they may use altered movement strategies to perform functional arm and hand movements. Altered movement strategies may be considered compensatory if they substitute the movements that are impaired at the behavioural level and yet lead to the accomplishment of the task at the functional level. Motor compensation may be maladaptive in that it may limit recovery of pre-morbid movement patterns. Studies in patients with stroke suggest that, given optimal training strategies and environments, behavioural recovery (re-appearance of pre-morbid movement patterns) may occur even in patients with chronic hemiparesis. On the other hand, it has also been shown that non-guided therapy may lead to the reinforcement of compensatory movements. The challenge facing rehabilitation professionals is to create optimal training environments based on current notions of plasticity and re-organisation in the central nervous system to maximise behavioural and functional recovery.
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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 | 0.000 | 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 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".