Methods and findings on an ophthalmic mission trip to colombia
Bibliographic record
Abstract
Background: Medical ministry international (MMI) is a Canadian charitable organization that coordinates healthcare missions to underserved people in developing countries.Objective: We report on the baseline clinical findings of a mission trip to Ciénaga de Oro, Colombia, present the methods used in the mission and the efforts to establish a local eye care service with long-term sustainability.Methods: Data were collected on patients seen during a 2-week mission trip from January 13 to 24, 2020. Data included eye health and the services given.Results: Altogether 5529 patients were seen by the team. Nearly 247 surgeries were performed by ophthalmologists. The most common diagnosis performed was a refractive error, for which 4066 patients (74%) received eyeglasses. Another 835 (15%) had a consultation by an ophthalmologist, of which 260 (5%) received surgery, mostly manual small incision cataract surgery and intraocular lens insertion.Conclusions and Importance: MMI is helping to reduce the prevalence of preventable blindness in the Ciénaga de Oro population; however, further training to increase the capacity of local ophthalmic services is required to improve long-term eye care to the community.
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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 | 0.001 | 0.001 |
| 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 | 0.001 |
| 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 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".