Concepedia

Patient-level Predictive Models

Patient-Level Predictive Models is a computational framework that enables individualized outcome forecasting by modeling heterogeneity in treatment responses through the integration of patient-specific covariates within subgroup effect analysis.

95

Publications

5.6K

Citations

436

Authors

221

Institutions

Publications per year

2017–2026

51

Parents

Publications

95

The Personalized Advantage Index: Translating Research on Prediction into Individualized Treatment Recommendations. A Demonstration

Robert J. DeRubeis, Zachary D. Cohen, Nicholas R. Forand et al. · PLoS ONE · 2014 · 513 citations · Full text

, , +15

Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data

Jenna Reps, Martijn J. Schuemie, Marc A. Suchard et al. · Journal of the American Medical Informatics Association · 2018 · 233 citations · Full text

, , +17

Illusory generalizability of clinical prediction models

Adam M. Chekroud, Matt Hawrilenko, Hieronimus Loho et al. · Science · 2024 · 232 citations

, , +16

Tree-based methods for individualized treatment regimes

Eric B. Laber, Ying‐Qi Zhao · Biometrika · 2015 · 202 citations · Full text

, , +16

Comparing the Contributions of Groups of Predictors: Which Outcomes Vary with Hospital Rather than Patient Characteristics?

Jeffrey H. Silber, Paul R. Rosenbaum, Richard N. Ross · Journal of the American Statistical Association · 1995 · 187 citations

, , +10

1–5 of 95

Authors

436

  1. TP
    Thomas P. A. Debray

    University Medical Center Utrecht, Netherlands

    3 publications · 173 citations

    3

    h-index

  2. PM
    Peter M. Lewinsohn

    Oregon Research Institute, United States

    3 publications · 202 citations

    3

    h-index

  3. SP
    Stephen Pilling

    University College London, United Kingdom

    2 publications · 108 citations

    2

    h-index

  4. PR
    Patrick Ryan

    Janssen (United States), United States

    2 publications · 257 citations

    2

    h-index

  5. RS
    Rob Saunders

    University College London, United Kingdom

    2 publications · 108 citations

    2

    h-index

1–5 of 436

Institutions

221

  1. University Medical Center Utrecht

    Utrecht, The Netherlands

    5 h-index

    12 publications

    530 citations

  2. Utrecht University

    Utrecht, The Netherlands

    5 h-index

    6 publications

    291 citations

  3. Harvard University

    Cambridge, United States

    4 h-index

    12 publications

    583 citations

  4. Erasmus MC

    Rotterdam, The Netherlands

    4 h-index

    6 publications

    517 citations

  5. University College London

    London, United Kingdom

    4 h-index

    10 publications

    595 citations

  6. Johns Hopkins University

    Baltimore, United States

    3 h-index

    4 publications

    85 citations

  7. University of Manchester

    Manchester, United Kingdom

    3 h-index

    13 publications

    455 citations

  8. Erasmus University Rotterdam

    Rotterdam, The Netherlands

    3 h-index

    5 publications

    284 citations

1–8 of 221

Venues

  1. PLoS ONE

    5 publications · 593 citations

    5

    h-index

  2. Statistics in Medicine

    5 publications · 227 citations

    5

    h-index

  3. Journal of Consulting and Clinical Psychology

    4 publications · 218 citations

    4

    h-index

  4. Scientific Reports

    3 publications · 66 citations

    4

    h-index

  5. PubMed

    Repository · 2 publications · 103 citations

    2

    h-index

1–5