Delisted routine eye examinations for nonrefractive eye conditions: a comparative analysis
Bibliographic record
Abstract
<h3>Background:</h3> In 2004, Ontario delisted routine eye examinations for people aged 20–64 years, potentially encouraging patients seeking eye care to visit government-insured primary care providers (PCPs) rather than optometrists whose services had been deinsured. We investigated if utilization of PCP services for nonrefractive eye conditions increased after 2004 among Ontarians who were affected by the delisting. <h3>Methods:</h3> We conducted a comparative analysis of the utilization of PCP services for nonrefractive eye conditions in Ontario using administrative data from 2000 to 2014. We included participants without a visit to government-insured optometrists or ophthalmologists in the year before the study year; we excluded participants with existing diabetes. Changes in utilization before and after delisting were statistically assessed using segmented regression analysis in subgroups stratified by age, sex, rurality and neighbourhood income. <h3>Results:</h3> A significant increase in utilization of PCP services for nonrefractive ocular diagnoses after 2004 was documented among people affected by the delisting: 17.8% (95% confidence interval [CI] 17.0% to 18.7%) for people aged 20–39 years and 11.6% (95% CI 10.6% to 12.5%) for people aged 40–64 years. This corresponds to an increase in the number of patients who visited PCPs for nonrefractive ocular diagnoses of 10 690 (95% CI 321 to 21 059) for people aged 20–39 years and 20 682 (95% CI −94 to 41 457) for people aged 40–64 years. Among people aged 65 years and older (an age group not affected by the delisting), utilization of PCP services for nonrefractive ocular diagnoses was stable (<i>p</i> = 0.95) throughout the study period. Changes in utilization of PCP services for nonocular diagnoses were nonsignificant among people aged 0–19, 40–64 and 65 years and older. <h3>Interpretation:</h3> After delisting, utilization of the services of government-funded PCPs for nonrefractive ocular diagnoses significantly increased among Ontarians affected by the delisting. The impact on ocular outcomes and the cost-effectiveness of increased use of PCPs for ocular management warrants further investigation and policy-makers’ consideration.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".