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Record W4409337311 · doi:10.5334/ijic.icic24278

Addressing stigma, mistrust, and power within integrated care work: Example of an underserved vulnerable population in a Canadian city 

2025· article· en· W4409337311 on OpenAlexaboutno aff
Chi‐Ling Joanna Sinn, Anthea Innes, Meghan Gilfoyle, Wendy Renault, Solene Abdulla, Lindsay Klea, Zain Pasat, Andrew P. Costa

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHealthcare innovation and challenges
Canadian institutionsnot available
Fundersnot available
KeywordsStigma (botany)Work (physics)Integrated carePopulationPower (physics)MedicineNursingPsychologySociologyPolitical scienceHealth careEnvironmental healthPsychiatryEngineering

Abstract

fetched live from OpenAlex

Background: Integrated care is about removing barriers to effective, coordinated, and person-centred care. Often, the language used to describe barriers revolves around fragmentation, for example, siloed care delivery or communication gaps. However, even the joining-up of services will not achieve the ideal of “the right care at the right time in the right place” without addressing other barriers to accessing care. These barriers include stigma, discrimination, mistrust, and power imbalances that operate at all levels (micro to macro), and directly and indirectly (via health inequity) contribute to poor health. In our project, we focus on an underserved vulnerable population living and working in a community-based congregate setting (residential care facilities; RCFs) in a Canadian city. RCF residents often have complex and multi-layered needs, which may include mental health and/or addictions, history of homelessness or precarious living, or both. As well, the majority of staff are personal support workers who are mostly women and among the lowest paid care workers in the health care system. Issues such as stigma affect the everyday lives of residents and staff. Despite the needs of this population, historically, RCFs have not been included in health system planning. Objectives: We are working on a three-year project in collaboration with the Greater Hamilton Health Network and a ~40-member group including health, social, and housing partners. The first phase is about comprehensively gathering information on the population health needs, system gaps, and opportunities. Ultimately, we seek to co-design, implement, and evaluate a model of integrated primary care across several RCFs. In this workshop, we will share our project journey from proposal development to present-day, including findings from two sub-studies: (1) Semi-structured interviews were conducted with 20 RCF operators and 20 organizations/individuals providing support to RCF residents, (2) Ethnographic fieldwork was used to understand resident and staff perspectives from several RCFs. We will utilize our project to highlight issues related to stigma, mistrust, and power as well as facilitators such as relationship building and joint working. Audience: Through this workshop, we hope to engage with health and social care organizations/providers, policymakers, administrators, people with lived experiences (i.e., living or working in congregate care settings), caregivers, researchers, and anyone who is passionate about health equity. The 90-minute workshop will be structured as follows: 5 minutes: Introduction 15 minutes: Project overview 10 minutes: Small group discussion - What does person-centred integrated care look like from your perspective? 15 minutes: Interviews (methods & findings) 10 minutes: Small group discussion - How do the issues we share from our findings resonate with your experiences? What is similar/different? 15 minutes: Fieldwork (methods & findings) 10 minutes: Small group discussion - How do the issues we share from our findings resonate with your experiences? What is similar/different? 10 minutes: Group reflection & closing Outcome: Using this Canadian example, workshop participants will consider and understand practical tips/approaches from different perspectives on how to identify and address barriers (e.g., stigma, power imbalances) and facilitators (e.g., trust, joint working) of equitable access to integrated care.

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)0.001
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 score0.690
Threshold uncertainty score0.675

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
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 head0.105
GPT teacher head0.392
Teacher spread0.287 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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