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Record W4405089899 · doi:10.3390/disabilities4040067

Enabling Formal and Natural Supports for Adults with Developmental Disabilities in British Columbia, Canada: Experiences of Three Organizations

2024· article· en· W4405089899 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueDisabilities · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicHealthcare innovation and challenges
Canadian institutionsMcMaster UniversityQueen's University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsContext (archaeology)Flexibility (engineering)Natural (archaeology)Public relationsKnowledge managementFocus groupPsychologyPolitical scienceBusinessManagementGeographyMarketingComputer science

Abstract

fetched live from OpenAlex

Despite the recognition of the importance of both formal and natural supports for adults with developmental disabilities, there is limited research on how organizations integrate these supports in the Canadian context. Using a collective case study design, this study explored how three organizations in British Columbia, Canada, facilitate the integration of formal and natural supports to improve the lives of adults with developmental disabilities. Data were collected through a comprehensive document review, interviews, and focus groups. The analysis was conducted in multiple phases, focusing initially on individual cases and then on cross-case themes. This research revealed both similarities and differences across three organizational approaches to integrating formal and natural supports for adults with developmental disabilities and their families. Key themes were identified, including the importance of relationships in this work, the creation of natural supports through formal supports and brokered community connections, systemic changes and innovative approaches, and the impact of funding models on organizational support. The findings highlight the critical need for organizations to build trust-based relationships between staff and the people they serve and to provide flexible support that adapts to changing needs and circumstances, facilitated by funders allowing for such flexibility. This study also underlines the value of formal supports in establishing natural networks and the necessity for cross-organizational partnerships to foster innovation and implement effective changes in the provision of services for people with developmental disabilities and their families.

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.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.273
Threshold uncertainty score0.311

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.017
GPT teacher head0.271
Teacher spread0.254 · 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