Review of Eye Injuries Associated With Dermatologic Laser Treatment
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
BACKGROUND: The eye is susceptible to damage during dermatologic laser treatments. OBJECTIVE: Discuss the anatomy of the eye related to these procedures, the principles of laser-eye interactions, and ocular injuries reported with dermatologic laser treatments. METHODS: PubMed and Embase searches were conducted to identify cases of eye injuries associated with dermatologic laser treatments. RESULTS: One hundred nineteen cases of eye injury associated with dermatologic laser treatments were identified. Fifty-nine cases targeted the eyelid during resurfacing and caused ectropion, while 60 cases resulted from direct injury of ocular structures. In most of the cases of the latter, improper eye protection was used (44 of 60, 73%). In nearly all these cases, it was the patient who sustained a potentially avoidable ocular injury (52 of 60, 87%). Thirty-one patients had persistent ocular symptoms at follow-up (52%). The most common procedure in this context was laser hair removal of the face (35 of 60, 58%). Most of the cases developed injuries specific for the particular laser based on its wavelength and affinity to target certain ocular chromophores (59 of 60, 98%). CONCLUSION: Most of the dermatologic laser-associated eye injury cases have occurred in the context of laser resurfacing or laser hair removal and are potentially preventable.
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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 | 0.001 | 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 | 0.000 |
| 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 it