‘It’s something that I manage but it is not who I am’: reflections on internalized stigma in individuals with bipolar disorder
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.
Bibliographic record
Abstract
Bipolar disorder (BD) is a complex chronic condition associated with substantial costs, both at a personal and societal level. Growing research indicates that experiences with stigma may play a significant role in contributing to the distress, disability, and poor quality of life (QoL) often experienced in people with BD. Here, we present a sub-set of findings from a qualitative study of self-management strategies utilized by high functioning Canadian individuals with BD. Specifically, we describe a theme relating to participants' experiences and understandings of internalized stigma. Descriptive qualitative methods were used including purposeful sampling and thematic analysis. High functioning individuals with BD type I or II (N = 32) completed quantitative scales to assess symptoms, functioning and QoL, and participated in an individual interview or focus group to discuss the self-management strategies that they use to maintain or regain wellness. Thematic analysis identified several themes, including one relating to internalized stigma. Within this, four additional themes were identified: stigma expectations and experiences, sense of self/identity, judicious disclosure, and moving beyond internalised stigma. One of the more unique aspects of the study is that it involves a participant sample that is managing well with their illness, which differs from the norm in biomedical research that typically focuses on pathology, problems and dysfunction.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it