THE EXPERIENCE OF STIGMA IN CARE PARTNERS OF PEOPLE WITH DEMENTIA - RESULTS FROM AN EXPLORATORY STUDY
Bibliographic record
Abstract
Stigma has been identified as being central to the experience of having a dementia, both for the person with dementia (PwD) and for their care partners. Despite this growing recognition, we still know very little about the area. Our objectives were to identify the types and degree of stigma experienced by care partners of PwD, identify PwD and care partner variables that may influence the effect of care partner stigma, and determine if there are styles of coping that are associated with dementia stigma. Results indicate that care partners (N=20) report experiencing three types of stigma (stigma by association, lay person’s stigma, and structural stigma). Trends in the data indicate that several types of coping styles are associated with these types of stigma. Only care partner’s education was positively associated with structural stigma. Helping care partners to develop better coping styles may reduce the powerful effect of stigma.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".