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Record W4390956907 · doi:10.5334/ijic.icic23108

Examining Individualized Participatory Approaches to Care for Individuals with Intellectual and Developmental Disabilities

2023· article· en· W4390956907 on OpenAlexaffabout
Megann Dong, Gillian Young, Brian Dunne, Donnie Antony, Ruth Armstrong, Bridget Ryan, Maria Mathews, Shannon L. Sibbald

Bibliographic record

VenueInternational Journal of Integrated Care · 2023
Typearticle
Languageen
FieldMedicine
TopicChronic Disease Management Strategies
Canadian institutionsWestern University
Fundersnot available
KeywordsParticipatory action researchKnowledge translationCommunity-based participatory researchQualitative researchHealth careIntegrated careCitizen journalismKnowledge managementNursingParticipatory evaluationPsychologyMedicineMedical educationPublic relationsSociologyPolitical scienceComputer scienceWorld Wide Web

Abstract

fetched live from OpenAlex

Background: Patient-centred care plans (PCPs) have been identified as a favourable upstream intervention for community-care populations to improve client outcomes, client and provider experiences, and reduce costly and preventable health service utilization; however, there is limited evidence on implemented approaches. Aim: Our study aims to address this gap by exploring individualized participatory approaches to care planning as a means to improving health and social care. We intend to understand the key components and impacts of the approach utilized by a community-care organization including the types, features, and factors that support or hinder the use of participatory approaches for developing PCPs. Methods: Our study utilizes an integrated knowledge translation approach (iKT) and as such involves a collaboration between the knowledge users, PHSS, a provincial community-care organization based out of London, Ontario, Canada, and a Western University research team. Members of PHSS and Western University were involved in all aspects of the research design, starting from developing the research question, creating the interview guide, and recruiting participants. Research team members will be actively involved in the analysis of findings and knowledge dissemination. Using a convergent parallel design, we are conducting a mixed-methods study consisting of two parts: 1) qualitative interviews (n=11) with PHSS staff, and 2) a scoping review. The scoping review will be guided by Arksey and O’Malley’s methodological framework for scoping reviews. Results: The study is currently ongoing. For the qualitative interviews, we anticipate that the organization’s culture (including their mission and values) and implemented practices that allow for flexibility and adaptability, alongside large support from upper management are important factors that support the utilization of PCPs. It is expected that the benefits of PCPs for persons-supported and their families are inclusivity and the opportunity to lead a full and meaningful life. Moreover, it is expected that PCPs provide motivation for staff to plan and implement the preferences and activities outlined in a PCP. For the scoping review, based on a preliminary search we ran on the MEDLINE (OVID) database, we anticipate finding a small body of evidence that is relevant to our aim. We expect that the literature will demonstrate diversity in the definition of PCPs, community-care services, and implemented practices that are considered person-centred, and participatory. As such, we anticipate that the findings from our scoping review will provide a wide range of data in identifying types and features of PCPs. Implications: The outcomes of this research project will be utilized to inform PHSS and support the spread of their participatory, person-centred approach to care. The findings will also encourage professionals of an international audience to implement PCP practices for similar vulnerable populations. Next Steps: We believe that this project will demonstrate the link between PCPs and improved standards of care and health equity for community-care clients. As we anticipate a wide variety in many aspects of PCPs in community-care services, future research can focus on developing a framework for PCPs to standardize the patient-centred practices to improve health and social care for community-care clients.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.539
Threshold uncertainty score0.556

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
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 head0.188
GPT teacher head0.345
Teacher spread0.157 · 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 designQualitative
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
Published2023
Admission routes2
Has abstractyes

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