Machine Learning in Healthcare

TopicLeading institutions, researchers & key papers

This cluster of papers focuses on the application of deep learning techniques in healthcare, particularly in the analysis of electronic health records (EHR). The papers cover a wide range of topics including predictive modeling, patient similarity, disease risk prediction, medical concept embedding, and temporal data analysis. The goal is to leverage deep learning to improve healthcare decision-making and enable precision medicine.

275

Works

IDs:OpenAlex

How has Machine Learning in Healthcare's publication output changed over time?

ScholarIQpublication output · 2009–2022

Output grew0% over the shown period — from 1 works in 2009 to 1 in 2022.

20092012201620172018201920202022

What are the most-cited papers on Machine Learning in Healthcare?

ScholarIQmost cited works

Deep Learning for Health Informatics

Daniele Ravì, Charence Wong, Fani Deligianni, Melissa Berthelot, Javier Andreu-Pérez, Benny Lo, Guang‐Zhong Yang

IEEE Journal of Biomedical and Health Informatics. 20162,002 CitationsOPEN ACCESS

Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records

Riccardo Miotto, Li Li, Brian Kidd, Joel T. Dudley

Scientific Reports. 20161,761 CitationsOPEN ACCESS

Potential Biases in Machine Learning Algorithms Using Electronic Health Record Data

Milena Gianfrancesco, Suzanne Tamang, Jinoos Yazdany, Gabriela Schmajuk

JAMA Internal Medicine. 20181,368 CitationsOPEN ACCESS

Artificial Intelligence in Precision Cardiovascular Medicine

Chayakrit Krittanawong, HongJu Zhang, Zhen Wang, Mehmet Aydar, Takeshi Kitai

Journal of the American College of Cardiology. 20171,105 CitationsOPEN ACCESS

Evaluation and accurate diagnoses of pediatric diseases using artificial intelligence

Huiying Liang, Brian Tsui, Hao Ni, Carolina C. S. Valentim, Sally L. Baxter, Guangjian Liu, Wenjia Cai, Daniel Kermany, Xin Sun, Jiancong Chen, Liya He, Jie Zhu, Tian Pin, Hua Shao, Lianghong Zheng, Rui Hou, Sierra Hewett, Gen Li, Ping Liang, Xuan Zang, Zhiqi Zhang, Liyan Pan, Huimin Cai, Rujuan Ling, Shuhua Li, Yongwang Cui, Shusheng Tang, Hong Ye, Xiaoyan Huang, Waner He, Wenqing Liang, Qing Zhang, Jianmin Jiang, Wei Yu, Jianqun Gao, Wanxing Ou, Yingmin Deng, Qiaozhen Hou, Bei Wang, Cuichan Yao, Yan Liang, Shu Zhang, Yaou Duan, Runze Zhang, Sarah Gibson, Charlotte L Zhang, Oulan Li, Edward D. Zhang, Gabriel Karin, Nathan Nguyen, Xiaokang Wu, Cindy Wen, Jie Xu, W. Xu, Bochu Wang, Winston Wang, Jing Li, Bianca Ribeiro Pizzato, Caroline Bao, Daoman Xiang, Wan‐Ting He, Suiqin He, Yugui Zhou, Weldon W. Haw, Michael H. Goldbaum, Adriana H. Tremoulet, Chun‐Nan Hsu, Hannah Carter, Long Zhu, Kang Zhang, Huimin Xia

Nature Medicine. 2019714 Citations