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Record W4387855416 · doi:10.1080/09638288.2023.2269863

Clinicians’ perspectives on motor learning strategy selection and application in occupational therapy and speech-language pathology interventions for children with acquired brain injury

2023· article· en· W4387855416 on OpenAlexaffabout
Kristen Torchia, Sofia Mirzazada, F. Virginia Wright, Jennifer Ryan

Bibliographic record

VenueDisability and Rehabilitation · 2023
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalToronto Rehabilitation InstituteUniversity of Toronto
Fundersnot available
KeywordsPsychological interventionAcquired brain injuryOccupational therapySpeech-Language PathologyMotor learningPsychologySelection (genetic algorithm)Physical medicine and rehabilitationMedicineRehabilitationPhysical therapyNeuroscienceComputer sciencePsychiatry

Abstract

fetched live from OpenAlex

PURPOSE: Explore occupational therapists' (OTs) and speech language pathologists' (SLPs) process of selecting and applying motor learning strategies (MLS) in their interventions for children with acquired brain injury (ABI), and identify similarities and differences between OTs and SLPs in MLS selection and application. METHODS: This qualitative descriptive study involved individual semi-structured interviews with OTs and SLPs from the ABI program at Holland Bloorview Kids Rehabilitation Hospital (Toronto, Canada). Interviews were analyzed using thematic analysis. A modified constant comparison method permitted comparison within and between professions. RESULTS: Four OTs and three SLPs were interviewed. Four themes were developed: aligning MLS application with the child's cognitive ability, using MLS to promote success within a single session, adjusting MLS across treatment sessions, and promoting generalization and transfer of motor skills beyond the therapy session. MLS application was predominately based on child-specific factors with task-specific considerations. OTs and SLPs used similar clinical reasoning processes for selecting and applying MLS. CONCLUSIONS: This study provides a greater understanding of OTs' and SLPs' clinical reasoning process when applying MLS in pediatric ABI interventions. The similarities in MLS selection and application between disciplines suggest that an interprofessional approach to MLS is suitable for pediatric ABI rehabilitation.

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)0.016
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.086

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.035
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.011
Scholarly communication0.0050.003
Open science0.0020.006
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0020.000

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 head0.089
GPT teacher head0.505
Teacher spread0.415 · 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 designQualitative
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

Citations4
Published2023
Admission routes2
Has abstractyes

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