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Record W3156907070 · doi:10.1080/09638288.2021.1910353

Co-constructing engagement in pediatric rehabilitation: a multiple case study approach

2021· article· en· W3156907070 on OpenAlexafffund
Gillian King, Lisa A. Chiarello, Michelle Phoenix, Rachel D’Arrigo, Madhu Pinto

Bibliographic record

VenueDisability and Rehabilitation · 2021
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalMcMaster UniversityUniversity of Toronto
FundersCanadian Institutes of Health Research
KeywordsService providerPsychologyWork engagementSession (web analytics)Youth engagementRehabilitationStudent engagementService (business)Applied psychologyArticulation (sociology)Variety (cybernetics)Medical educationSocial psychologyWork (physics)Public relationsMedicinePedagogyComputer scienceBusiness

Abstract

fetched live from OpenAlex

Purpose To explore engagement principles and contextual conditions in high-engagement therapy sessions involving youth with disabilities and service providers.Method From a larger project on therapy engagement, a dyadic case analysis was conducted involving three youth ages 8–15 with disabilities and their service providers. Participants were interviewed about their engagement experiences after high-engagement sessions focusing on speech articulation, transition goals, and physical mobility. Data were analyzed thematically, with an emphasis on engagement principles illustrated by the cases.Results There were four service provider engagement principles: (a) clients differ in what engages them and in how they display engagement (Individual Variation Principle), (b) there are multiple ways to engage clients (Personalizing Principle), (c) engagement is cultivated through relationship (Relationship Principle), and (d) it is important to monitor and be attuned to the client’s level of engagement over a session (Monitoring Principle). Service providers’ use of engagement strategies varied due to contextual conditions, including therapy type and youths’ interests and preferences.Conclusions The findings indicate the value of providers’ awareness of the dynamics of engagement, their use of personalized strategies to engage clients, and the fundamental importance of cultivating a good relationship and monitoring client engagement during therapy.IMPLICATIONS FOR REHABILITATIONService providers may benefit from being aware of common principles underlying the co-construction of engagement between service providers and clients.Service providers can use a variety of personalized strategies to heighten client engagement, and can work to cultivate a positive relationship.It is important to monitor clients’ non-verbal and verbal signs of engagement and respond to signs of disengagement during therapy.Contextual conditions affecting service providers’ use of engagement strategies include the nature of the therapy being provided and youths’ interests and preferences.

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)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.363
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.050
GPT teacher head0.375
Teacher spread0.325 · 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

Citations10
Published2021
Admission routes2
Has abstractyes

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