A 5-month-old boy with bloody stools
Bibliographic record
Abstract
Journal Article A 5-month-old boy with bloody stools Get access Tiffanie T Tse, BSc, Tiffanie T Tse, BSc Faculty of Medicine, University of Toronto, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Amy S Chan, BSc, Amy S Chan, BSc Faculty of Medicine, University of Toronto, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Rosemary G Moodie, MD MBA FRCPC, Rosemary G Moodie, MD MBA FRCPC Department of Paediatrics, Hospital for Sick Children, Faculty of Medicine, University of Toronto, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Yousef Etoom, MD MHSc, Yousef Etoom, MD MHSc Department of Paediatrics, Hospital for Sick Children, Faculty of Medicine, University of Toronto, Toronto, OntarioDepartment of Paediatrics, St. Joseph’s Health Centre, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Carol A Durno, MD MSc FRCPC, Carol A Durno, MD MSc FRCPC Department of Paediatrics, Hospital for Sick Children, Faculty of Medicine, University of Toronto, Toronto, OntarioSickKids Research Institute, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Aleixo M Muise, MD PhD, Aleixo M Muise, MD PhD SickKids Research Institute, Toronto, Ontario Search for other works by this author on: Oxford Academic Google Scholar Peter D Wong, MD PhD FRCPC Peter D Wong, MD PhD FRCPC Department of Paediatrics, Hospital for Sick Children, Faculty of Medicine, University of Toronto, Toronto, OntarioSickKids Research Institute, Toronto, Ontario Correspondence: Peter D. Wong, 722-115 Humber College Blvd., Toronto, Ontario M9V 0A9. Telephone 416-743-6063, fax 416-743-0101, e-mail peter.wong@sickkids.ca https://orcid.org/0000-0001-8085-4601 Search for other works by this author on: Oxford Academic Google Scholar Paediatrics & Child Health, Volume 25, Issue 1, February 2020, Pages 4–6, https://doi.org/10.1093/pch/pxz028 Published: 14 March 2019 Article history Received: 31 August 2018 Accepted: 16 February 2019 Published: 14 March 2019
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".