Improving Primary Healthcare Workflow Using Extreme Summarization of Scientific Literature Based on Generative AI

no code implementations • 24 Jul 2023 • Gregor Stiglic, Leon Kopitar, Lucija Gosak, Primoz Kocbek, Zhe He, Prithwish Chakraborty, Pablo Meyer, Jiang Bian

The time needed to answer questions related to the content of abstracts was significantly lower in groups two and three compared to the first group using full abstracts.

Extreme Summarization

Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes

no code implementations • 11 Feb 2023 • Shruthi Chari, Prasant Acharya, Daniel M. Gruen, Olivia Zhang, Elif K. Eyigoz, Mohamed Ghalwash, Oshani Seneviratne, Fernando Suarez Saiz, Pablo Meyer, Prithwish Chakraborty, Deborah L. McGuinness

All of these steps were performed in engagement with medical experts, including a final evaluation of the dashboard results by an expert medical panel.

Question Answering

Distillation to Enhance the Portability of Risk Models Across Institutions with Large Patient Claims Database

no code implementations • 6 Jul 2022 • Steve Nyemba, Chao Yan, Ziqi Zhang, Amol Rajmane, Pablo Meyer, Prithwish Chakraborty, Bradley Malin

We further show that the transfer learning approach based on the BAN produces models that are better than those trained on just a single institution's data.

Readmission Prediction Transfer Learning

Disease Progression Modeling Workbench 360

no code implementations • 24 Jun 2021 • Parthasarathy Suryanarayanan, Prithwish Chakraborty, Piyush Madan, Kibichii Bore, William Ogallo, Rachita Chandra, Mohamed Ghalwash, Italo Buleje, Sekou Remy, Shilpa Mahatma, Pablo Meyer, Jianying Hu

In this work we introduce Disease Progression Modeling workbench 360 (DPM360) opensource clinical informatics framework for collaborative research and delivery of healthcare AI.

BIG-bench Machine Learning