Refractive error, risk of amblyopia and eye care services utilisation among Nunavik Inuit in Northern Canada
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
CLINICAL RELEVANCE: Nunavik Inuit patients, in Northern Canada, have a significant burden of refractive error. The frequency at which they access eye care is insufficient. This exposes children of this population to a substantial risk of refractive amblyopia. BACKGROUND: No data are available on eye health and services among Nunavik Inuit in Quebec, Canada. This study aims to describe the prevalence of ametropias, risk of refractive amblyopia, and eye health services uptake amongst a sample of Nunavik Inuit. METHODS: Retrospective cohort using data from electronic records of the sole government-contracted eye team travelling to all 14 Nunavik villages, from 2006 to 2018. RESULTS: Some 26,541 examinations were analysed, with data from 6,341 patients (median age 27 years (IQR 30); 32% aged under 19 years; 60.3% female) representing 48% of the census population. Population weighted prevalence of ametropias was myopia 46.5% (95% CI 45.3 - 47.6), hyperopia 17.1% (95% CI 16.2 - 18.1), astigmatism 39.6% (95% CI 38.4 - 40.8) and presbyopia 30.0% (95% CI 28.9 - 31.0). Some 5.9% of patients aged 0-9 years present a risk of refractive amblyopia. Mean frequency of examinations for all ages was once per 4 years (95% CI 4.0 - 4.0) and for children aged 5 - 19 years, frequency was once per 4.8 years (95% CI 4.8 - 5.0). In 2018, 74% of patients who were prescribed spectacles purchased them, with a median time of procurement of 21 days (IQR 247, skewness 2.7). CONCLUSION: There is a high prevalence of ametropias amongst the clinical population of Nunavik Inuit. Most patients needing spectacles obtain them within a few weeks. Frequency of eye health services is insufficient to meet recommended guidelines, especially in children, for whom the risk of refractive amblyopia is pervasive.
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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) | 0.000 | 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