The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Nowak M, Nowak K, Nieć M, Pojda-Wilczek D. The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia. Klinika Oczna / Acta Ophthalmologica Polonica. 2023. doi:10.5114/ko.2023.124701. APA Nowak, M., Nowak, K., Nieć, M., & Pojda-Wilczek, D. (2023). The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2023.124701 Chicago Nowak, Magdalena, Karolina Nowak, Maria Nieć, and Dorota Pojda-Wilczek. 2023. "The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia". Klinika Oczna / Acta Ophthalmologica Polonica. doi:10.5114/ko.2023.124701. Harvard Nowak, M., Nowak, K., Nieć, M., and Pojda-Wilczek, D. (2023). The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2023.124701 MLA Nowak, Magdalena et al. "The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia." Klinika Oczna / Acta Ophthalmologica Polonica, 2023. doi:10.5114/ko.2023.124701. Vancouver Nowak M, Nowak K, Nieć M, Pojda-Wilczek D. The role of visual evoked potentials in ophthalmological evaluation of a patient with optic nerve hypoplasia in septo-optic dysplasia. Klinika Oczna / Acta Ophthalmologica Polonica. 2023. doi:10.5114/ko.2023.124701.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".