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Research & Working Papers

Covid-19 Severe Outcome Risk Prediction

Changrong Ji, Dr. Mahesh Shukla, Dr. David Patton, Dr. Xue Yang, Dr. Xingguo Zhang, Antonio Linari, Premdutt Gaur, Vance Degen

2020-09

Machine learning models predicting hospitalization risk from COVID-19 using claims, EHR, and social data.

A3.AI Covid-19 Project Overview

A3.AI Team

2021-02

An overview of A3.AI's COVID-19 research initiatives including risk prediction, embeddings, and drug repurposing.

Building Clinical Concept Embeddings with computing resource constraints

Xue Yang, Antonio Linari, Changrong Ji

2020-12

A methodology for generating low-dimensional medical embeddings from high-dimensional claims data.

Social Determinants of Health for COVID-19 Diagnosed Patients

Dr. David C. Patton, Dr. Xue Yang, Changrong Ji

2020-08

Examines the impact of income, housing, and ethnicity on COVID-19 outcomes using linked social and health data.

Stepwise Regression COVID Risks and SDoH

Dr. Mahesh Shukla

2021-05

A statistical analysis of COVID-19 infection and death risk based on education, race, gender, and comorbidities.

Health Care Expenditure in Washington State

Xingguo Zhang, PhD

2020-11

Analyzes healthcare expenditure growth and its determinants including income, age, and unemployment.

Transfer Learning in NLP

Vance Degen

2019-10

Explores the impact of transfer learning on natural language processing performance using IMDb sentiment data.

Race Ethnicity Gender and Age in Covid

Mahesh Shukla

2021-04

Descriptive and regression analysis of COVID-19 infection and death risk by race, gender, and age.

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Data Stories













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