International patterns of the public awareness of aphasia
Bibliographic record
Abstract
BACKGROUND: It has been suggested that public awareness of aphasia is vital for extending services, research support, social inclusion and targeted raising of awareness. Earlier studies show that knowledge of aphasia varies across a range of variables, but is very low compared with other conditions. AIMS: To report a series of surveys of public awareness of aphasia from six countries, the largest study conducted this far. METHODS & PROCEDURES: Surveys were conducted in Argentina (N = 800), Canada (N = 831), Croatia (N = 400), Greece (N = 800), Norway (N = 251) and Slovenia (N = 400) using the same methodology requesting information on age, sex and occupation, asking whether respondents had heard of aphasia and where they had heard of it. Respondents were tested on their levels of knowledge of aphasia. OUTCOMES & RESULTS: Results revealed low levels of awareness of aphasia in countries surveyed with marked variability that appeared to interact with occupation, country, age and sex. We surveyed 3483 respondents (mean age = 43.16; SD = 17.68). Between 60% (Croatia) and 16% (Slovenia) said they had heard of aphasia (37.1% overall), but those with actual knowledge ranged from 13.9% (Norway) to 1.0% (Argentina). The combined mean of those with basic knowledge was 9.2%. Those who had heard of aphasia were younger; and females had higher levels of awareness. We also found associations between socio-economic status and awareness. Those working in health, social and educational spheres had the highest levels. Respondents mainly heard about aphasia through the media and work or personal contact with aphasia. CONCLUSIONS & IMPLICATIONS: Levels of awareness are low everywhere in absolute terms, and relative to the awareness of other conditions, with significant variability between countries, sex and socio-economic status. We examine how surveys can be utilized to plan ways to increase understanding and discuss the comparison of awareness of aphasia with other conditions.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".