Bilateral Normal Tension Glaucoma in a Healthy Child Without Myopia
Bibliographic record
Abstract
Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea Funding This work was supported by the Seoul National University Bundang Hospital Research Fund (grant number: 02-2017-0037) and a grant of Patient-Centered Clinical Research Coordinating Center funded by the Ministry of Health & Welfare, Republic of Korea (grant numbers: HI19C0481, HC19C0276). The funders had no role in the design or conduct of this research. Availability of data and material Not applicable. Code availability Not applicable Authors' contributions Dong Kyun Han: manuscript preparation; Eun Ji Lee: concepts, design, manuscript editing, and manuscript review; Tae-Woo Kim: manuscript review. Ethics approval This study was approved by the Institutional Review Board of Seoul National University Bundang Hospital (IRB No. B-2305-830-701) Consent to participate Not applicable. Conflicts of interests None of the authors have proprietary or commercial interest in any of the materials discussed in this article. Reprints: Eun Ji Lee, MD, Department of Ophthalmology, Seoul National University Bundang Hospital 82, Gumi-ro 173 beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea. Tel: 82-31-787-7378, Fax: 82-31-787-4057 (e-mail: [email protected]).
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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".