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Record W7115808219

REIMAGINING POLICY AND MODELS OF SERVICE DELIVERY TO ENHANCE ACCESS AND ENGAGEMENT IN PUBLICLY FUNDED PEDIATRIC REHABILTATION SERVICES

2025· dissertation· en· W7115808219 on OpenAlexfundaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2025
Typedissertation
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
FundersCanadian Institutes of Health ResearchMitacs
KeywordsTelerehabilitationService delivery frameworkRehabilitationService (business)Consistency (knowledge bases)TelehealthService providerPulmonary rehabilitation
DOInot available

Abstract

fetched live from OpenAlex

Family-centred pediatric rehabilitation services have widely accepted benefits related to a child’s functioning and participation. However, some families experience barriers to accessing and engaging with these services. Families have identified that organizational policies and models of service delivery can impact their experiences with pediatric rehabilitation services. There is a paucity of research focusing on how policies and service delivery models impact access and engagement in Ontario’s publicly-funded pediatric rehabilitation services. Furthermore, there is a gap in the evidence related to recommendations for potential modifications to these structures to enhance access and engagement in these services. The first objective of this thesis is to critically examine policy in publicly-funded pediatric rehabilitation services to understand its impact on access to services. The second objective is to use co-design methodology to improve models of service delivery, with a focus on telerehabilitation, to improve access and engagement in pediatric rehabilitation services. These objectives are achieved through the research outputs of this thesis including recommendations supporting the development of inclusive discharge policies (Chapter 2) and co-created solutions aimed at enhancing experiences with pediatric telerehabilitation (Chapters 3 and 4). Findings from the critical discourse analysis of discharge policies in Chapter 2 emphasized the importance of taking an ethical and family-centred approach to policy development that authentically includes and amplifies family voices. Chapters 3 and 4 used co-design methodology engaging caregivers, clinicians and pediatric rehabilitation service managers to develop solutions focused on improving the 3C’s of communication, consistency and connection to enhance access and engagement with pediatric telerehabilitation services. The findings of this thesis call policy-makers and pediatric rehabilitation service organizations to extend the provision of family-centred service beyond the point of care to include authentic engagement of families in the development of policies and service delivery models.

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)0.105
metaresearch head score (Gemma)0.099
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.108
Threshold uncertainty score0.782

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1050.099
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0100.013
Scholarly communication0.0200.011
Open science0.0040.012
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0030.001

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 head0.039
GPT teacher head0.334
Teacher spread0.296 · 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 designNot applicable
Domainnot available
GenreOther

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 routes2
Has abstractyes

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