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Record W7162973664

A Survey Study Exploring the Perceived Communication Barriers and Facilitators Between Primary Care Providers and Patients with Intellectual Developmental Disabilities

2025· article· en· W7162973664 on OpenAlexaboutno aff
Sarah Zhu

Bibliographic record

VenueMspace (University of Manitoba) · 2025
Typearticle
Languageen
FieldPsychology
TopicHealthcare Decision-Making and Restraints
Canadian institutionsnot available
Fundersnot available
KeywordsMultidisciplinary approachHealth carePerceptionQualitative researchMental healthConsistency (knowledge bases)Informed consentPrimary care
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Patients with Intellectual and Developmental Disorder (IDD) have been found to have greater risks of developing physical illnesses and mental health conditions requiring access to tailored healthcare services. Effective communication is important in ensuring patient safety and optimal health outcomes. Hence, it is important to understand what features are lacking, and noted strengths in communications to provide further insights and next steps in improving patient-centered care. Methods: This survey study adopts a mixed methods design. Participants are recruited through convenience sampling from sites in Winnipeg, Manitoba, Canada. Survey questionnaires aim to evaluate primary care providers’ perceptions of barriers and facilitators encountered in health communications, and suggestions for next steps. Result: N=27 participants completed the survey. There are no statistically significant differences among the various variables. For barriers, cognitive impairment, insufficient stakeholders' involvement in health decision-making processes, and inadequate space and time for communication and collaboration are comparatively more significant. For facilitators, supporters' roles in advocating for the healthcare needs of individuals with IDDs, additional consultation time for patient education, and interprofessional collaboration were some of the more prominent factors positively influencing communications. Themes generated from the qualitative data provided further insights into the impacts support workers, teamwork, and the consent process have on health communications. Conclusion: This study suggested that more consistency in the roles of support workers, increased staff training, prolonged consultation duration, enhanced collaboration during the health consent process, and multidisciplinary collaboration are some of the strategies to further enhance health communications among patients with IDDs.

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)0.007
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.013
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.015
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.044
GPT teacher head0.267
Teacher spread0.224 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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