Self-training of Machine Learning Models for Liver Histopathology: Generalization under Clinical Shifts

no code implementations • 14 Nov 2022 • Jin Li, Deepta Rajan, Chintan Shah, Dinkar Juyal, Shreya Chakraborty, Chandan Akiti, Filip Kos, Janani Iyer, Anand Sampat, Ali Behrooz

Histopathology images are gigapixel-sized and include features and information at different resolutions.

Rethinking Machine Learning Model Evaluation in Pathology

no code implementations • 11 Apr 2022 • Syed Ashar Javed, Dinkar Juyal, Zahil Shanis, Shreya Chakraborty, Harsha Pokkalla, Aaditya Prakash

Machine Learning has been applied to pathology images in research and clinical practice with promising outcomes.

BIG-bench Machine Learning

A County-level Dataset for Informing the United States' Response to COVID-19

1 code implementation • 1 Apr 2020 • Benjamin D. Killeen, Jie Ying Wu, Kinjal Shah, Anna Zapaishchykova, Philipp Nikutta, Aniruddha Tamhane, Shreya Chakraborty, Jinchi Wei, Tiger Gao, Mareike Thies, Mathias Unberath

As the coronavirus disease 2019 (COVID-19) becomes a global pandemic, policy makers must enact interventions to stop its spread.

Computers and Society Databases Physics and Society Populations and Evolution