Practical Tips for Paediatricians: When is an eye turn more than just an eye turn
Bibliographic record
Abstract
Journal Article Practical Tips for Paediatricians: When is an eye turn more than just an eye turn Get access Caberry W Yu, MD, Caberry W Yu, MD Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, Canada https://orcid.org/0000-0003-4287-2328 Search for other works by this author on: Oxford Academic Google Scholar Mohamed R Gemae, BSc, Mohamed R Gemae, BSc School of Medicine, Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Jenna Cranmer, OC(c), COMT, Jenna Cranmer, OC(c), COMT McMaster Children's Hospital, Hamilton Health Sciences, Hamilton, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Santa Heede, MD, Santa Heede, MD Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, CanadaMcMaster Children's Hospital, Hamilton Health Sciences, Hamilton, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Kourosh Sabri, MB, ChB, FRCOphth, FRCSC Kourosh Sabri, MB, ChB, FRCOphth, FRCSC Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, CanadaMcMaster Children's Hospital, Hamilton Health Sciences, Hamilton, Ontario, Canada Correspondence: Kourosh Sabri, McMaster Children's Hospital, 3V2 Eye Clinic, 1200 Main St West, Hamilton, Ontario L8N 3Z5, Canada. Telephone (905) 521-2100 Ext. 73509, E-mail: sabrik@mcmaster.ca https://orcid.org/0000-0001-7565-287X Search for other works by this author on: Oxford Academic Google Scholar Paediatrics & Child Health, pxae034, https://doi.org/10.1093/pch/pxae034 Published: 19 June 2024 Article history Received: 18 March 2024 Accepted: 30 May 2024 Published: 19 June 2024
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".