A teenager with ocular signs after tongue injury
Bibliographic record
Abstract
Journal Article A teenager with ocular signs after tongue injury Katina Zheng, BHSc, Katina Zheng, BHSc Faculty of Medicine, University of Ottawa, Ottawa, Ontario, CanadaDepartment of Pediatrics, University of Ottawa, Ottawa, Ontario, Canada https://orcid.org/0000-0003-3004-156X Search for other works by this author on: Oxford Academic Google Scholar Michael O'Connor, MD FRCPC, Michael O'Connor, MD FRCPC Department of Ophthalmology, CHEO, Ottawa, Ontario, CanadaThe University of Ottawa Eye Institute, The Ottawa Hospital, Ottawa, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Jean Philippe Vaccani, MD FRCPC, Jean Philippe Vaccani, MD FRCPC Division of Otolaryngology – Head & Neck Surgery, CHEO, Ottawa, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Erick Sell, MD FRCPC, Erick Sell, MD FRCPC Department of Pediatrics, University of Ottawa, Ottawa, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Elka Miller, MD FRCPC, Elka Miller, MD FRCPC Department of Medical Imaging, CHEO, Ottawa, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Eva Ouyang, MD, Eva Ouyang, MD Faculty of Medicine, University of Ottawa, Ottawa, Ontario, CanadaDepartment of Pediatrics, University of Ottawa, Ottawa, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Michelle Long, MD FRCPC Michelle Long, MD FRCPC Department of Pediatrics, University of Ottawa, Ottawa, Ontario, CanadaEmergency Department, CHEO, Ottawa, Ontario, Canada Correspondence: Michelle Long, Emergency Department, CHEO, 401 Smyth Road, Ottawa, Ontario, K1H 8L1, Canada. Telephone 613-737-7600 ext. 3955, e-mail MLong@cheo.on.ca Search for other works by this author on: Oxford Academic Google Scholar Paediatrics & Child Health, Volume 27, Issue 1, March 2022, Pages 4–6, https://doi.org/10.1093/pch/pxab020 Published: 05 May 2021 Article history Received: 20 October 2020 Accepted: 10 March 2021 Published: 05 May 2021
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) | 0.000 | 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 | 0.001 |
| 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".