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Record W4392651276 · doi:10.1080/17483107.2024.2326593

Exploratory study on the adaptation of online services offered to people with disabilities, in the context of the COVID-19 pandemic

2024· article· en· W4392651276 on OpenAlexafffund
Dylane Labrie, Nolwenn Lapierre, W. Ben Mortenson, Anne-Sophie Allaire, Marie-Ève Schmouth, François Routhier

Bibliographic record

VenueDisability and Rehabilitation Assistive Technology · 2024
Typearticle
Languageen
FieldMedicine
TopicTelemedicine and Telehealth Implementation
Canadian institutionsGF Strong Rehabilitation CentreUniversité LavalInternational Collaboration On Repair DiscoveriesUniversity of British ColumbiaCentre intégré universitaire de santé et de services sociaux de la Capitale-NationaleCentre for Interdisciplinary Research in Rehabilitation
FundersSocial Sciences and Humanities Research Council
KeywordsThematic analysisFocus groupContext (archaeology)Service delivery frameworkExploratory researchPsychological interventionPandemicService (business)Adaptation (eye)Computer-assisted web interviewingPsychologyCoronavirus disease 2019 (COVID-19)BusinessQualitative researchNursingMedicineMarketingSociology

Abstract

fetched live from OpenAlex

AIM: During the COVID-19 pandemic, many community organizations offering services to people with disabilities (PWD) changed their service delivery, switching from in-person to remote services. However, little is known about what it was like for organizations to quickly pivot their service delivery. The study explored barriers and facilitators to access community services for PWD and identified potential improvements to these services. METHODS: The study used a mixed method, multiple case study design, which included a convenience sample of 27 participants recruited from four community organizations delivering services to PWD. Participating staff and members participated in six different focus groups and completed a questionnaire about their level of satisfaction regarding the evolution of the services. Inductive thematic analysis was conducted on the focus group data and the data from the questionnaires were descriptively analyzed. RESULTS: The thematic analyses revealed four themes: "Succeeding in adapting the interventions to continue providing services", "Enjoying a lot of new things about the new online modality", "Key elements that have facilitated the transition" and "Facing some difficulties implementing online services". The median satisfaction score demonstrated that the participants were satisfied with the services. The success of these organizational changes relied on the adoption of new methods and approaches to service delivery. CONCLUSION: Through this study, barriers and facilitators that the organizations and their beneficiaries have experienced during the pandemic were identified as well as suggestions for improvement. The organizations consider maintaining online services beyond the pandemic to offer PWD easier access to community services.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.358
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 integrity0.0000.000
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 head0.058
GPT teacher head0.367
Teacher spread0.308 · 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.

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

Citations3
Published2024
Admission routes2
Has abstractyes

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