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Record W6977131998 · doi:10.6084/m9.figshare.25114847

Supplementary Figure 2 - Cunanan et al., AJP Renal

2024· other· en· W6977131998 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2024
Typeother
Languageen
FieldEngineering
TopicIPv6, Mobility, Handover, Networks, Security
Canadian institutionsnot available
Fundersnot available
KeywordsMedical schoolGeneral hospitalSubject (documents)University hospitalBiography

Abstract

fetched live from OpenAlex

<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)

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.853
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.8660.013

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.

Opus teacher head0.015
GPT teacher head0.247
Teacher spread0.232 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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