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Record W4387038033 · doi:10.3138/ptc-2023-0015

Evaluating Transcranial Direct Current Stimulation as an Adjunct to In-Patient Physiotherapy in Paediatric Acquired Brain Injury: A Randomized Feasibility Trial

2023· article· en· W4387038033 on OpenAlexaffvenue
Jennifer Ryan, Deryk S. Beal, Darcy Fehlings, Danielle Levac, Anna Tendera, F. Virginia Wright

Bibliographic record

VenuePhysiotherapy Canada · 2023
Typearticle
Languageen
FieldNeuroscience
TopicTranscranial Magnetic Stimulation Studies
Canadian institutionsUniversité de MontréalCentre for Interdisciplinary Research in RehabilitationHolland Bloorview Kids Rehabilitation HospitalToronto Rehabilitation InstituteUniversity of Toronto
Fundersnot available
KeywordsMedicineTranscranial direct-current stimulationRandomized controlled trialPhysical therapyProtocol (science)Clinical trialObservational studyPhysical medicine and rehabilitationStimulationSurgery

Abstract

fetched live from OpenAlex

Purpose: Evaluate the feasibility of transcranial direct current stimulation (tDCS) as an adjunct to in-patient physiotherapy for children and youth with acquired brain injury (ABI). Method: This randomized feasibility trial allocated children (5-18 years of age with moderate to severe ABI) to receive either active or sham anodal tDCS immediately prior to 16 of their existing in-patient physiotherapy sessions. Participants, physiotherapists, assessors, and primary investigators were blinded to treatment allocation. Eligibility, recruitment, retention, tolerance, and preliminary treatment outcomes were evaluated against a priori feasibility targets. Results: Of 232 children admitted over 21 months, 6 were eligible (2.6%) and 4 were recruited (66.7%). One participant completed the entire study protocol, two were withdrawn for unrelated changes in medical stability, and one could not commence the study due to COVID-19 restrictions. Participants completed all tDCS sessions that were started with the primary transient side effect being sub-electrode itchiness. Conclusions: While the study was infeasible from eligibility and retention perspectives, study procedures (e.g., assessment, treatment, side effect tracking, physiotherapy documentation) were viable and should be applied to future paediatric tDCS studies.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.066
GPT teacher head0.412
Teacher spread0.346 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designRandomized trial
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

Citations3
Published2023
Admission routes2
Has abstractyes

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