An adolescent with suspected sepsis and disseminated intravascular coagulation
Bibliographic record
Abstract
Journal Article An adolescent with suspected sepsis and disseminated intravascular coagulation Get access Mohamed M Ali, BSc, Mohamed M Ali, BSc Western University, London, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Janice Tijssen, MD MSc FRCPC, Janice Tijssen, MD MSc FRCPC Western University, London, Ontario, CanadaDepartment of Paediatrics, London, Ontario, CanadaDepartment of Epidemiology and Biostatistics, London, Ontario, CanadaSchulich School of Medicine and Dentistry, London, Ontario, CanadaLondon Health Sciences Centre, London, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Marta Wilejto, MD FRCPC, Marta Wilejto, MD FRCPC Western University, London, Ontario, CanadaDepartment of Paediatrics, London, Ontario, CanadaSchulich School of Medicine and Dentistry, London, Ontario, CanadaLondon Health Sciences Centre, London, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Ajay P Sharma, MD FRCPC FASN Ajay P Sharma, MD FRCPC FASN Western University, London, Ontario, CanadaDepartment of Paediatrics, London, Ontario, CanadaSchulich School of Medicine and Dentistry, London, Ontario, CanadaLondon Health Sciences Centre, London, Ontario, Canada Correspondence: Ajay P. Sharma, Division of Nephrology, Department of Paediatrics, 800 Commissioners Road east, London, Ontario N6A5W9, Canada. Telephone 519 685 8354, Fax 519 685 8047, e-mail ajay.sharma@lhsc.on.ca https://orcid.org/0000-0002-2854-7425 Search for other works by this author on: Oxford Academic Google Scholar Paediatrics & Child Health, Volume 27, Issue 1, March 2022, Pages 7–9, https://doi.org/10.1093/pch/pxab040 Published: 09 July 2021 Article history Received: 28 January 2021 Accepted: 21 May 2021 Published: 09 July 2021
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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".