Pathways to dementia diagnosis among South Asian Canadians
Bibliographic record
Abstract
Urban centers are increasingly ethnically diverse. However, some visible minorities are less likely than their majority counterparts to seek and receive services and treatment for dementia. This study explored experiences of South Asian Canadians, Canada's largest visible minority group, prior to dementia diagnosis. Six persons with dementia and eight of their family carers described their early perceptions of dementia-related changes, actions taken, including help seeking and diagnosis, and affective responses. Early signs were attributed to aging or personality. Even after cognitive enhancers were prescribed, some respondents continued to believe that the dementia symptoms were 'normal'. Family carers' affective responses may be related to their attributions. Before seeking medical attention, family carers modified physical or social environments because of symptoms. Help seeking was delayed up to four years, even with significant dementia symptoms. Recognition of a health problem was influenced by safety concerns, emergence of new symptoms following trauma, and treatment for other health problems. For some, relatives living outside the home or outside Canada were instrumental in recognizing a problem and convincing family carers and persons with dementia to seek medical attention. The pathway to diagnosis might be easier with outreach to help South Asian immigrants differentiate between normal aging and dementia. Symptom recognition by physicians treating other acute conditions was a portal to dementia services for others. Screening and referral in acute care could result in earlier diagnosis and treatment.
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How this classification was reachedexpand
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 | 0.001 |
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; both teacher heads agree on what is shown here.
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".