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Record W4411985678 · doi:10.15353/cjds.v12i2.1012

Using Technology to Enhance Services and Supports for Children and Youth with Disabilities and Medical Complexity and their Families in Canada: A Scoping Review

2023· review· en· W4411985678 on OpenAlexafffundvenueabout
Alison Gerlach, Amarens Matthiesen, Kim Bulkeley, Katie Gibbs

Bibliographic record

VenueCanadian Journal of Disability Studies · 2023
Typereview
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsUniversity of Victoria
FundersVancouver Foundation
KeywordsPsychology

Abstract

fetched live from OpenAlex

In Canada and internationally, the use of technology to enhance community-based health and developmental services and supports with children and youth has increased dramatically as a result of the COVID-19 pandemic. In the Canadian context, how technology-enabled supports and services have developed and can be integrated as a long-term option in addition to in-person services requires further examination. This scoping review maps out existing and emerging themes in Canadian research published on how different technology modalities are being used in home and community settings with children and youth with disabilities and medical complexity and their families. A literature search conducted across seven databases between 2011 and 2023 resulted in potentially relevant publications, of which 12 met the inclusion criteria. The findings provide insights into how various technologies are being used and combined in order to provide parenting training and coaching and timely access to assessments in a continuum of care without the burden of travel time and costs. Also, the potential of technology to create peer support networks both for parents and older youth with disabilities. These findings can inform funding bodies and community organizations serving this population in undertaking in depth and critical analyses of how technology can be further integrated into hybrid models of service delivery. Further research and actions are also needed to address issues of digital equity.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.422
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0000.000
Science and technology studies0.0000.003
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 head0.173
GPT teacher head0.458
Teacher spread0.285 · 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 designSystematic review
Domainnot available
GenreReview

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 routes4
Has abstractyes

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