Concepedia

Machine Learning-based Planning

Machine Learning-Based Planning is a computational framework within cancer treatment planning that employs machine learning algorithms to model and optimize therapeutic interventions by learning patterns from clinical and biological data, thereby distinguishing it from conventional rule-based or manual planning approaches.

78

Publications

3.7K

Citations

456

Authors

173

Institutions

Publications per year

2017–2026

62

Parents

Publications

78

A planning quality evaluation tool for prostate adaptive IMRT based on machine learning

Xiaofeng Zhu, Yaorong Ge, Taoran Li et al. · Medical Physics · 2011 · 323 citations · Full text

, , +17

Evaluation of a Knowledge-Based Planning Solution for Head and Neck Cancer

Jim P. Tol, A. Delaney, Max Dahele et al. · International Journal of Radiation Oncology*Biology*Physics · 2015 · 279 citations

, , +11

Clinical integration of machine learning for curative-intent radiation treatment of patients with prostate cancer

Chris McIntosh, Leigh Conroy, Michael C. Tjong et al. · Nature Medicine · 2021 · 172 citations

, , +16

ML-Plan: Automated machine learning via hierarchical planning

Felix Mohr, Marcel Wever, Eyke Hüllermeier · Machine Learning · 2018 · 169 citations · Full text

, , +11

Clinical decision support of radiotherapy treatment planning: A data-driven machine learning strategy for patient-specific dosimetric decision making

Gilmer Valdés, Charles B. Simone, Josephine Chen et al. · Radiotherapy and Oncology · 2017 · 112 citations · Full text

, , +17

1–5 of 78

Authors

456

  1. FY
    F Yin

    Duke Medical Center, United States

    3 publications · 384 citations

    4

    h-index

  2. QW
    Qiuwen Wu

    Duke Medical Center, United States

    3 publications · 463 citations

    4

    h-index

  3. CM
    Colin M. Carpenter

    Stanford University, United States

    4 publications · 155 citations

    4

    h-index

  4. GV
    Gilmer Valdés

    University of California, San Francisco, United States

    4 publications · 337 citations

    4

    h-index

  5. TD
    Timothy D. Solberg

    University of California, Los Angeles, United States

    3 publications · 235 citations

    3

    h-index

1–5 of 456

Institutions

173

  1. Massachusetts General Hospital

    Boston, United States

    5 h-index

    10 publications

    558 citations

  2. Duke Medical Center

    Durham, United States

    5 h-index

    14 publications

    1.7K citations

  3. University of California, San Francisco

    San Francisco, United States

    4 h-index

    16 publications

    1.1K citations

  4. University of Pennsylvania

    Philadelphia, United States

    4 h-index

    13 publications

    392 citations

  5. Toronto Metropolitan University

    Toronto, Canada

    3 h-index

    6 publications

    236 citations

  6. Princess Margaret Cancer Centre

    Toronto, Canada

    3 h-index

    28 publications

    3K citations

  7. Harvard University

    Cambridge, United States

    3 h-index

    8 publications

    524 citations

  8. Southern University of Science and Technology

    Shenzhen, China

    2 h-index

    3 publications

    168 citations

1–8 of 173

Venues

  1. 5

    h-index

  2. Physica Medica

    4 publications · 164 citations

    4

    h-index

  3. Physics and Imaging in Radiation Oncology

    PIRO · 3 publications · 147 citations

    3

    h-index

  4. Radiation Oncology

    3 publications · 67 citations

    3

    h-index

  5. Advances in Radiation Oncology

    2 publications · 38 citations

    3

    h-index

1–5