Unconventional T cells in chronic disease and as targets of therapy
Bibliographic record
Abstract
Journal Article Accepted manuscript Unconventional T cells in Chronic Disease and as Targets of Therapy Get access Samuel B Shin, Samuel B Shin School of Biomedical Engineering, University of British Columbia, Vancouver, BC, Canada Search for other works by this author on: Oxford Academic Google Scholar Kelly M McNagny Kelly M McNagny School of Biomedical Engineering, University of British Columbia, Vancouver, BC, CanadaDepartment of Medical Genetics, University of British Columbia, Vancouver, BC, CanadaCentre for Heart and Lung Innovation (HLI), St Paul’s Hospital, Vancouver, BC, Canada Correspondence: Prof. Kelly M. McNagny, The University of British Columbia, The Biomedical Research Centre & School of Biomedical Engineering, 2222 Health Sciences Mall, Vancouver, BC V6T 1Z3, CANADA, kelly@brc.ubc.ca Search for other works by this author on: Oxford Academic Google Scholar Clinical and Experimental Immunology, uxad067, https://doi.org/10.1093/cei/uxad067 Published: 16 June 2023 Article history Received: 14 June 2023 Published: 16 June 2023
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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; both teacher heads agree on what is shown here.
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".