Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results
Bibliographic record
Abstract
AMA Mickevicius T, Rumelaitiene U, Vaiciuliene R, Kubiliute A, Zaliuniene D. Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results. Klinika Oczna / Acta Ophthalmologica Polonica. 2023;125(3):151-157. doi:10.5114/ko.2023.131906. APA Mickevicius, T., Rumelaitiene, U., Vaiciuliene, R., Kubiliute, A., & Zaliuniene, D. (2023). Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results. Klinika Oczna / Acta Ophthalmologica Polonica, 125(3), 151-157. https://doi.org/10.5114/ko.2023.131906 Chicago Mickevicius, Tomas, Ugne Rumelaitiene, Renata Vaiciuliene, Aleksandra Kubiliute, and Dalia Zaliuniene. 2023. "Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results". Klinika Oczna / Acta Ophthalmologica Polonica 125 (3): 151-157. doi:10.5114/ko.2023.131906. Harvard Mickevicius, T., Rumelaitiene, U., Vaiciuliene, R., Kubiliute, A., and Zaliuniene, D. (2023). Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results. Klinika Oczna / Acta Ophthalmologica Polonica, 125(3), pp.151-157. https://doi.org/10.5114/ko.2023.131906 MLA Mickevicius, Tomas et al. "Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results." Klinika Oczna / Acta Ophthalmologica Polonica, vol. 125, no. 3, 2023, pp. 151-157. doi:10.5114/ko.2023.131906. Vancouver Mickevicius T, Rumelaitiene U, Vaiciuliene R, Kubiliute A, Zaliuniene D. Corneal changes in adult patients with progressive keratoconus after accelerated corneal cross-linking: prospective 6-month interim study results. Klinika Oczna / Acta Ophthalmologica Polonica. 2023;125(3):151-157. doi:10.5114/ko.2023.131906.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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".