Increased sensitivity of smart contact lenses for continuous intraocular pressure measurement using ring-shaped design
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Smart contact lenses with continuous intraocular pressure (IOP) sensors are emerging as an alternate system for monitoring the progression and treatment of glaucoma. To date, such sensors have primarily consisted of strain gauges embedded on traditional contact lenses. This work presents a novel smart contact lens design consisting of a ring-shaped contact lens with a piezoresistive strain gauge. We observe an increase in IOP measurement sensitivity of the device with an increase inner diameter of the ring. Ring-shaped sensors with an inner diameter of 2.7 mm show an increase in sensitivity of up to 7.1% and ring-shaped sensors with an inner diameter of 4.7 mm show an increase in sensitivity of up to 17.9%. It is expected that by incorporating a ring-shaped lens, other strain gauge-based smart contact lenses in the literature would experience similar increase in sensitivity.
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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 | 0.000 |
| 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