Communication Bridge: A pilot feasibility study of Internet‐based speech–language therapy for individuals with progressive aphasia
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
INTRODUCTION: Individuals with aphasia symptoms due to neurodegenerative dementia are under-referred for speech-language therapy (SLT) services. We sought to determine the feasibility of utilizing telepractice, via Internet video conferencing, to connect an individual with progressive aphasia due to dementia to a speech-language pathologist for treatment. METHODS: Participants received an Initial Evaluation, 8 person-centered Internet-based SLT sessions and two Post-Therapy Evaluations. The feasibility of providing web-based SLT, strategies used and their compliance, functional gains and the duration of benefit were assessed. RESULTS: Thirty-four participants from 21 states and Canada were enrolled. Thirty-one participants completed the 6-month Evaluation. Speech-language pathologist-assessed and self-reported functional gains, as well as increased confidence in communication were documented at 2-months and maintained at 6-months post-enrollment. DISCUSSION: Internet-based SLT using person-centered interventions provides a feasible model for delivering care to individuals with dementia and mild/moderate aphasia symptoms who have an engaged care-partner and prior familiarity with a computer.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 it