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Record W4412437946 · doi:10.1016/j.arrct.2025.100491

Remotely Delivered Task-Oriented Training and Evaluation (reTOTE) for Stroke Rehabilitation

2025· article· en· W4412437946 on OpenAlexaboutno aff
Veronica Rowe, Charlotte Chatto, Ryan M. Carrick

Bibliographic record

VenueArchives of Rehabilitation Research and Clinical Translation · 2025
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsnot available
FundersAugusta UniversityGeorgia State University
KeywordsRehabilitationTask (project management)Physical medicine and rehabilitationTraining (meteorology)Stroke (engine)PsychologyMedicineComputer sciencePhysical therapyEngineeringGeography

Abstract

fetched live from OpenAlex

Objective: To determine the effect of a multifaceted task-oriented training intervention delivered through telerehabilitation (Remote Task-Oriented Training and Evaluation [reTOTE]) on stroke survivors' activity, performance, quality of life, and confidence. Design: Cohort study with repeated measures at pre- and post-reTOTE intervention and 1-month follow-up. Setting: Virtual through telerehabilitation. Participants: Twelve (N=12) stroke survivors. Interventions: The reTOTE intervention was individualized for each participant during 8 sessions designed with evidence-based components of constraint-induced movement therapy, principles of experience-dependent plasticity, and use of the Cognitive Orientation to daily Occupational Performance approach. Main Outcome Measures: Motor Activity Log, Canadian Occupational Performance Measure, Stroke Impact Scale, and the Activities-specific Balance Confidence Scale. Results: The results demonstrated an increase in performance of functional abilities in stroke survivors' lives immediately and at 1-month follow-up after completing reTOTE compared with preintervention. Conclusions: This study indicates the importance of using an evidence-based, individualized, task-oriented therapeutic intervention for stroke survivors and the feasibility of remote delivery through telerehabilitation. Implementation of reTOTE may allow for access to rehabilitation that could improve meaningful therapeutic outcomes for stroke survivors.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.015
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.872
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.113
GPT teacher head0.469
Teacher spread0.356 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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