Understanding the stigma of mental illness in employment
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
BACKGROUND: Stigma has been identified as an important barrier to the full community participation of people with mental illness. This study focuses on how stigma operates specifically within the domain of employment. OBJECTIVES: The purpose was to advance the development of theory related to the stigma of mental illness in employment to serve as a guiding framework for intervention approaches. METHOD: The study used a constructivist grounded theory methodology to analyze over 500 Canadian documents from a diverse range of sources and stakeholders, and interviews with 19 key informants. FINDINGS: The paper develops several key components central to the processes of stigma in the work context. These include the consequences of stigma, the assumptions underlying the expressions of stigma, and the salience of these assumptions, both to the people holding them and to the specific employment situation. Assumptions are represented as varying in intensity. Finally specific influences that perpetuate these assumptions are presented. IMPLICATIONS: The model suggests specific areas of focus to be considered in developing intervention strategies to reduce the negative effects of stigma at work.
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 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) | 0.001 | 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