Retinal Injury Secondary to Laser Pointers in Pediatric Patients
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
This case report describes 4 male children (age, 9-16) who had laser-related retinal injury to the macula of 1 eye or both eyes due to the mishandling of the laser pointer devices at a single vitreoretinal clinical practice. The presenting symptoms associated with laser pointer injury include central vision loss, central scotoma, and metamorphopsia. Clinical findings of laser-related retinal injury include reduced visual acuity, disruption of the photoreceptor ellipsoid zone, retinal pigment epithelium atrophy, and choroidal neovascular membrane formation. Disruption of the foveal ellipsoid zone (photoreceptor inner segment/outer segment layer) is the most common finding on optical coherence tomography imaging. Three patients had potential irreversible vision loss. Laser pointers are readily available and appropriate use of laser pointers in the pediatric population must be emphasized due to the potential irreversible retinal injury. Health professionals, school teachers, and parents should raise public awareness of this emerging public health issue by educating children about the dangers of laser pointers. Laser pointer devices among children should be discouraged and limited due to the possibility of permanent harm to themselves and others. Legislation and laws may be required to better control the sale and use of these devices.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.000 | 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 it