Concepedia

Machine Learning Case Identification

Machine Learning Case Identification is a computational methodology within passive case finding that employs machine learning algorithms to automatically detect and classify potential cases of interest from unstructured or large-scale data sources based on learned patterns and features.

15

Publications

719

Citations

74

Authors

29

Institutions

Publications per year

2017–2026

10

Parents

Publications

15

Machine Learning Identification of Surgical and Operative Factors Associated With Surgical Expertise in Virtual Reality Simulation

Alexander Winkler-Schwartz, Recai Yilmaz, Nykan Mirchi et al. · JAMA Network Open · 2019 · 166 citations · Full text

, , +17

Comparison of Approaches for Heart Failure Case Identification From Electronic Health Record Data

Saul Blecker, Stuart D. Katz, Leora I. Horwitz et al. · JAMA Cardiology · 2016 · 110 citations

, , +16

Machine learning-based identification of patients with a cardiovascular defect

Nabaouia Louridi, Samira Douzi, Bouabid El Ouahidi · Journal Of Big Data · 2021 · 76 citations · Full text

, , +14

Exploiting Machine Learning Models for Chinese Legal Documents Labeling, Case Classification, and Sentencing Prediction

Wan-Chen Lin, Tsung-Ting Kuo, Tung-Jia Chang et al. · 2012 · 70 citations

, , +13

Improving sensitivity of machine learning methods for automated case identification from free-text electronic medical records

Zubair Afzal, Martijn J. Schuemie, Jan C. van Blijderveen et al. · BMC Medical Informatics and Decision Making · 2013 · 54 citations · Full text

, , +13

1–5 of 15

Authors

74

  1. TK
    Tsung-Ting Kuo

    University of California San Diego, United States

    1 publications · 70 citations

    1

    h-index

  2. JW
    Jochen Walker

    Institute for Applied Economic Research, Germany

    1 publications · 27 citations

    1

    h-index

  3. AN
    Arya Nick Shamie

    University of California, Los Angeles, United States

    1 publications · 23 citations

    1

    h-index

  4. RL
    Rebeccah L. Sokol

    University of Michigan, United States

    1 publications · 50 citations

    1

    h-index

  5. MS
    Marie Schild

    Pfizer (Germany), Germany

    1 publications · 27 citations

    1

    h-index

1–5 of 74

Institutions

29

  1. King Mongkut's University of Technology Thonburi

    Bangkok, Thailand

    1 h-index

    3 publications

    45 citations

  2. University of Sulaimani

    Sulaymaniyah, Iraq

    1 h-index

    1 publications

    39 citations

  3. German Centre for Cardiovascular Research

    Berlin, Germany

    1 h-index

    3 publications

    81 citations

  4. Institute for Applied Economic Research

    Tübingen, Germany

    1 h-index

    2 publications

    54 citations

  5. Sakarya University

    Adapazarı, Türkiye

    1 h-index

    1 publications

    35 citations

  6. Wayne State University

    Detroit, United States

    1 h-index

    2 publications

    100 citations

  7. Universidad Complutense de Madrid

    Madrid, Spain

    1 h-index

    1 publications

    10 citations

  8. McGill University

    Montreal, Canada

    1 h-index

    9 publications

    1.5K citations

1–8 of 29

Venues

  1. Journal of the Society for Social Work and Research

    JSSWR · 1 publications · 50 citations

    1

    h-index

  2. Social Science Computer Review

    SSCR · 1 publications · 35 citations

    1

    h-index

  3. Journal Of Big Data

    1 publications · 76 citations

    1

    h-index

  4. JAMA Network Open

    1 publications · 166 citations

    1

    h-index

  5. JAMA Cardiology

    1 publications · 110 citations

    1

    h-index

1–5