Concepedia

Clinical Embedding Learning

Clinical Embedding Learning is a computational methodology in unsupervised phenotype discovery that maps clinical data into low-dimensional vector representations to preserve semantic relationships and facilitate the identification of latent patient subgroups.

42

Publications

3.3K

Citations

189

Authors

90

Institutions

Publications per year

2017–2026

39

Parents

Publications

42

Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction

Laila Rasmy, Yang Xiang, Ziqian Xie et al. · npj Digital Medicine · 2021 · 828 citations · Full text

, , +13

Publicly Available Clinical BERT Embeddings

Emily Alsentzer, John R. Murphy, Willie Boag et al. · arXiv (Cornell University) · 2019 · 726 citations · Full text

, , +16

ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context

Liantao Ma, Chaohe Zhang, Yasha Wang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 145 citations · Full text

, , +17

Measuring Patient Similarities via a Deep Architecture with Medical Concept Embedding

Zihao Zhu, Changchang Yin, Buyue Qian et al. · 2016 · 125 citations

, , +12

Hurtful words

Haoran Zhang, Amy X. Lu, Mohamed Abdalla et al. · 2020 · 122 citations

, , +15

1–5 of 42

Authors

189

  1. XJ
    Xiaoqian Jiang

    University of California San Diego, United States

    3 publications · 112 citations

    3

    h-index

  2. MG
    Marzyeh Ghassemi

    Massachusetts Institute of Technology, United States

    2 publications · 143 citations

    2

    h-index

  3. IS
    Isaac S. Kohane

    Harvard University, United States

    2 publications · 81 citations

    2

    h-index

  4. CM
    Chengsheng Mao

    Northwestern University, United States

    2 publications · 78 citations

    2

    h-index

  5. MB
    Matthew B. A. McDermott

    University of Toronto, Canada

    2 publications · 848 citations

    2

    h-index

1–5 of 189

Institutions

90

  1. The University of Texas Health Science Center at Houston

    Houston, United States

    4 h-index

    20 publications

    3.9K citations

  2. Vector Institute

    Toronto, Canada

    2 h-index

    6 publications

    526 citations

  3. Beijing University of Technology

    Beijing, China

    2 h-index

    4 publications

    188 citations

  4. Northwestern University

    Evanston, United States

    2 h-index

    10 publications

    390 citations

  5. University of Toronto

    Toronto, Canada

    2 h-index

    6 publications

    526 citations

  6. The University of Sydney

    Sydney, Australia

    2 h-index

    7 publications

    190 citations

  7. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    5 publications

    269 citations

  8. University of California, San Francisco

    San Francisco, United States

    2 h-index

    9 publications

    360 citations

1–8 of 90

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 788 citations

    4

    h-index

  2. Computers in Biology and Medicine

    3 publications · 65 citations

    3

    h-index

  3. Journal of Biomedical Informatics

    3 publications · 198 citations

    3

    h-index

  4. Neurocomputing

    2 publications · 91 citations

    2

    h-index

  5. Expert Systems with Applications

    1 publications · 16 citations

    1

    h-index

1–5