Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Bakunowicz-Łazarczyk A, Zaleska-Żmijewska A, Gotz-Więckowska A, et al. Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children. Klinika Oczna / Acta Ophthalmologica Polonica. 2023. doi:10.5114/ko.2023.124065. APA Bakunowicz-Łazarczyk, A., Zaleska-Żmijewska, A., Gotz-Więckowska, A., Jackowska, T., Wrotek, A., & Rakusiewicz, K. et al. (2023). Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2023.124065 Chicago Bakunowicz-Łazarczyk, Alina, Anna Zaleska-Żmijewska, Anna Gotz-Więckowska, Teresa Jackowska, August Wrotek, Klaudia Rakusiewicz, and Wojciech Hautz et al. 2023. "Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children". Klinika Oczna / Acta Ophthalmologica Polonica. doi:10.5114/ko.2023.124065. Harvard Bakunowicz-Łazarczyk, A., Zaleska-Żmijewska, A., Gotz-Więckowska, A., Jackowska, T., Wrotek, A., Rakusiewicz, K., Hautz, W., and Szaflik, J. (2023). Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2023.124065 MLA Bakunowicz-Łazarczyk, Alina et al. "Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children." Klinika Oczna / Acta Ophthalmologica Polonica, 2023. doi:10.5114/ko.2023.124065. Vancouver Bakunowicz-Łazarczyk A, Zaleska-Żmijewska A, Gotz-Więckowska A, Jackowska T, Wrotek A, Rakusiewicz K et al. Polish Ophthalmic and Pediatric Society consensus statement on vision screening of school-age children. Klinika Oczna / Acta Ophthalmologica Polonica. 2023. doi:10.5114/ko.2023.124065.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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".