Supplementary Figure 2 - Cunanan et al., AJP Renal
Bibliographic record
Abstract
<b>Manuscript title: Mice with a</b><b> </b><b><i>Pax2</i></b><b> </b><b>missense variant display impaired glomerular repair</b>Authors: Joanna Cunanan<sup>1,2,3</sup>, Sarada Sriya Rajyam<sup>1,2,3</sup>, Bedra Sharif<sup>1,2</sup>, Khalil Udwan<sup>1,2,4</sup>, Akanchaya Rana<sup>1,2,3</sup>, Vanessa De Gregorio<sup>1,2,3</sup>, Samantha Ricardo<sup>1,2,3</sup>, Andrew Elia<sup>5</sup>, Brian Brooks<sup>6</sup>, Astrid Weins<sup>7</sup>, Martin Pollak<sup>8</sup>, Rohan John<sup>4</sup>, Moumita Barua<sup>1,2,3,9</sup><sup>1</sup>Division of Nephrology, University Health Network, Toronto ON, Canada<sup>2</sup>Toronto General Hospital Research Institute, Toronto General Hospital, Toronto ON, Canada<sup>3</sup>Institute of Medical Sciences, University of Toronto, Toronto ON, Canada<sup>4</sup>Department of Pathology, Toronto General Hospital, University of Toronto, Toronto ON, Canada<sup>5</sup>Department of Pathology, Princess Margaret Hospital, Toronto ON, Canada<sup>6</sup>Ophthalmic Genetics and Visual Function Branch, National Eye Institute, National Institutes of Health, Bethesda, MD, USA<sup>7</sup>Department of Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA<sup>8</sup>Division of Nephrology, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, MA, USA<sup>9</sup>Temerty Faculty of Medicine, University of Toronto, Toronto ON, Canada<br>Journal: Americal Journal of Physiology - Renal Physiology (AJP Renal)
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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) | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.866 | 0.013 |
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".