Enhancing Stroke Recovery Across the Life Span With Noninvasive Neurostimulation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Stroke is the leading cause of neurologic disability not only in adults but perinatal and childhood stroke affect millions of children as well worldwide with deficits that last a lifetime. The rapidly increasing evidence base for how noninvasive neuromodulation may enhance stroke recovery in adults may be applicable to the youngest stroke survivors. In return, how the plasticity of the developing brain contributes to stroke recovery and its modulation may provide equally valuable insight toward mechanisms and opportunities for enhancing recovery in all stroke patients. Despite this synergistic relationship, examinations of stroke recovery and neuromodulation across the life span have rarely been considered. Here, we attempt to amalgamate the worlds of adult, childhood, and perinatal stroke to explore the differences and commonalities between the models and approaches that are driving advances in noninvasive neuromodulation toward better outcomes for stroke patients of all ages.
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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 | 0.000 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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