Concepedia

Utilization Risk Forecasting

Utilization Risk Forecasting is a predictive modeling framework within healthcare financial risk management that estimates the likelihood and magnitude of deviations in healthcare service usage from expected patterns, thereby enabling proactive financial planning and risk mitigation.

2

Publications

90

Citations

19

Authors

5

Institutions

Publications per year

2017–2026

0

Parents

Publications

2

Using prior utilization to determine payments for Medicare enrollees in health maintenance organizations.

James C. Beebe, James Lubitz, Paul W. Eggers · PubMed · 1985 · 63 citations

, , +17

Online Prediction of Health Care Utilization in the Next Six Months Based on Electronic Health Record Information: A Cohort and Validation Study

Zhongkai Hu, Shiying Hao, Bo Jin et al. · Journal of Medical Internet Research · 2015 · 27 citations · Full text

, , +17

Predicting Avoidable Health Care Utilization: Practical Considerations for Artificial Intelligence/Machine Learning Models in Population Health

Steven Lin, Shreya Shah, Amelia Sattler et al. · Mayo Clinic Proceedings · 2022 · 12 citations

, , +16

1–3 of 2

Authors

19

  1. SH
    Shiying Hao

    Stanford University, United States

    1 publications · 27 citations

    1

    h-index

  2. DS
    Devore S Culver

    Stanford University, United States

    1 publications · 27 citations

    1

    h-index

  3. PW
    Paul W. Eggers

    National Institute of Diabetes and Digestive and Kidney Diseases, United States

    1 publications · 63 citations

    1

    h-index

  4. JC
    James C. Beebe

    Centers for Medicare and Medicaid Services, United States

    1 publications · 63 citations

    1

    h-index

  5. XB
    Xuefeng B. Ling

    Stanford University, United States

    1 publications · 27 citations

    1

    h-index

1–5 of 19

Institutions

5

  1. Lifenet Health

    Virginia Beach, United States

    1 h-index

    3 publications

    81 citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    1 h-index

    1 publications

    27 citations

  3. Zhejiang University of Science and Technology

    Hangzhou, China

    1 h-index

    1 publications

    27 citations

  4. Shanghai Children's Hospital

    Shanghai, China

    1 h-index

    1 publications

    27 citations

  5. Stanford University

    Stanford, United States

    1 h-index

    6 publications

    162 citations

  6. Stanford Health Care

    Stanford, United States

    1 publications

    12 citations

  7. Stanford Medicine

    Stanford, United States

    1 publications

    12 citations

1–7 of 5

Venues

  1. PubMed

    Repository · 1 publications · 63 citations

    1

    h-index

  2. Journal of Medical Internet Research

    1 publications · 27 citations

    1

    h-index

  3. Mayo Clinic Proceedings

    1 publications · 12 citations

1–3