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Record W4417245506 · doi:10.29173/jafn927

Behind the Stigma: A Narrative Inquiry into the Perception and Experiences of Mental Health, Addictions, and Forensic Nurses

2025· article· en· W4417245506 on OpenAlexaffabout
Miranda Bevilacqua, Rylan Copeman

Bibliographic record

VenueJournal of the Academy of Forensic Nursing · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicWorkplace Violence and Bullying
Canadian institutionsConfederation College
Fundersnot available
KeywordsMental healthNarrativeNarrative inquiryQualitative researchGrounded theoryMentorshipIdentity (music)Construct (python library)Stigma (botany)

Abstract

fetched live from OpenAlex

Mental health and forensic nurses work at the intersection of healthcare, law, and social justice, yet their roles remain undervalued within the nursing profession. This study explored how these nurses construct professional identity and resilience while navigating stigma and systemic inequity. A qualitative narrative inquiry design was used to gather written reflections from 14 nurses in Ontario and British Columbia, including registered nurses, registered practical nurses, and nurse practitioners. Participants responded to open-ended prompts through a secure online platform, describing experiences of stigma, workplace hostility, advocacy, and meaning in their work. Data were analyzed thematically and through a composite narrative approach to capture both individual and collective perspectives. Six major themes emerged: stigma and systemic misrepresentation, stigma toward patients, advocacy and emotional labor, workplace hostility, purpose and resilience, and systemic barriers. Findings demonstrate that nurses experience both external and internalized stigma that diminishes professional legitimacy, yet they construct identities grounded in empathy, advocacy, and relational expertise. The study applies Goffman’s concept of courtesy stigma and social identity theory to interpret how hierarchies shape belonging within healthcare. These results stress the need for stigma-reduction education, mentorship programs, and policy investment in community mental health services. Centering nurses’ voices through narrative inquiry reframes mental health and forensic nursing as advanced, relational, and justice-oriented practice.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.121
Threshold uncertainty score1.000

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 studies0.0020.003
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 head0.022
GPT teacher head0.366
Teacher spread0.344 · 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; both teacher heads agree on what is shown here.

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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

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