Sotabase

Career

· PhD Student, Cornell University2019–
· Software Engineer, Google2014–2019
· Bachelor of Science in Physics, New York University Abu Dhabi2010–2014
· Research Volunteer, University of California, San Francisco (Douglas Lab)

Publications (15)

Predicting Cardiovascular Risk Factors from Retinal Fundus Photographs using Deep Learning
arXiv.org · 2017
1,407
cited
Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy.
Ophthalmology (Rochester, Minn.) · 2019
350
cited
Deep learning for predicting refractive error from retinal fundus images
Investigative Ophthalmology and Visual Science · 2017
180
cited
The Algorithmic Automation Problem: Prediction, Triage, and Human Effort
arXiv.org · 2019
156
cited
Direct Uncertainty Prediction for Medical Second Opinions
International Conference on Machine Learning · 2018
144
cited
Synthesis of silver nanoparticles for the dual delivery of doxorubicin and alendronate to cancer cells.
Journal of materials chemistry. B · 2015
138
cited
Precise quantification of cellular uptake of cell-penetrating peptides using fluorescence-activated cell sorting and fluorescence correlation spectroscopy.
Biochimica et Biophysica Acta · 2016
52
cited
Folding complex DNA nanostructures from limited sets of reusable sequences
Nucleic Acids Research · 2016
22
cited
Predicting Progression of Age-related Macular Degeneration from Fundus Images using Deep Learning
arXiv.org · 2019
12
cited
Direct Uncertainty Prediction with Applications to Healthcare
arXiv.org · 2018
9
cited
Assisted reads for diabetic retinopathy using a deep learning algorithm and integrated gradient explanation
2018
2
cited
Predicting refractive error from retinal fundus images using deep learning
2018
1
cited
Eyes as a portal to cardiovascular risk factors
2020
Retina Deep Learning for Predicting Refractive Error From Retinal Fundus Images
2018
Using a Cross-Task Grid of Linear Probes to Interpret CNN Model Predictions On Retinal Images
arXiv.org · 2021
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Katy Blumer | Researcher Profile | Sotabase | Sotabase