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Record W2950937862 · doi:10.1108/sej-12-2018-0075

How work integration social enterprises impact the stigma of mental illness

2019· article· en· W2950937862 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.

Bibliographic record

VenueSocial enterprise journal · 2019
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsMcGill UniversityQueen's University
Fundersnot available
KeywordsMental illnessStigma (botany)Mental healthPsychologyQualitative researchUnemploymentPerceptionPopulationSocial psychologyAssertive community treatmentPsychiatryMedicineEconomic growthSociologyEnvironmental health

Abstract

fetched live from OpenAlex

Purpose The purpose of the present study was to advance a theoretical understanding of the mechanisms by which WISEs can influence the stigma associated with mental illness. Many people with serious mental illnesses want to work, but despite much attention to work entry strategies, unemployment rates remain exceptionally high among this population. Stigma has been identified as a particularly pernicious barrier to the full community participation of people with mental illnesses. If work integration social enterprises (WISE) are to positively impact the full community participation of people with mental illnesses, then addressing stigma will be integral to their operation. Design/methodology/approach A comparative case study approach was used to address the following research questions: “How is the stigma of mental illness experienced in the everyday operations of WISE?” and “What influence do WISEs have on the stigma of mental illness within the workplace and beyond?” Five established WISEs that pay workers at minimum wage or better were selected for inclusion. The maximum variation sample included WISEs that varied in terms of geographical location, form of commerce, business size, revenues and degree of connection with mental health systems and local communities. Data analysis was conducted in four stages using qualitative methods. Findings The study findings suggest processes by which WISEs can positively impact the stigma of mental illness. Three social processes are associated with the potential of WISE to contribute to stigma reduction: perception of legitimacy, perception of value and perception of competence. Each of these social processes is fueled by underlying tensions in practice that arise in the context of negotiating the dual goals of the business. Research limitations/implications This study advances theoretical understanding of the ways in which stigma may be perpetuated or reduced in WISE by revealing the social processes and practice tensions that may be associated with operation choices made by WISEs and their partners. Further research would be required to determine if the processes described actually lead to reduced stigma. Although efforts were made to select WISEs that demonstrate a variety of features, it is likely that some important features were absent. Additional research could further explore the findings identified here with WISEs from other sectors, including youth and workers with transient or less severe forms of illness. This work should be replicated internationally to explore how contextual factors may influence individual and public perceptions. Practical implications The findings provide guidance for WISE developers in the mental health sector concerning strategies that may help mitigate the development of stigmatizing features within a social enterprise and by extension improve the work experience and workforce integration of employees. The identification of these processes and tensions can be used to advance the development of consensus principles and standards in the WISE field and contribute to ongoing evaluation and research. Social implications WISEs have the potential to reduce stigma, an important goal to support their efforts to improve employment and integration outcomes for people with mental illnesses. Through their business structures and operations they may be able to impact stigma by positively influencing perceptions of legitimacy, value and competence – all issues that have been associated with public assumptions about mental illness that sustain stigma. Originality/value To the best of the authors’ knowledge, this study is one of the first to specifically focus on stigma in the WISE sector, particularly as it relates to the work integration of persons with mental illnesses. The findings provide a range of theoretical and practical implications for future development in the field and highlight factors that merit consideration more broadly in the sector.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.121
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.031
GPT teacher head0.389
Teacher spread0.358 · 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