Personal profile
Specialisation
Biostatistics; prediction model development and evaluation; causal inference; survival analysis
Research interests
My goal is to make the best use of available medical data and clinical expertise to address important health care issues for both caregivers and patients. My background in statistics and as a medical doctor helps me to achieve this in collaboration with expert colleagues.
My current research focus is on prediction modeling for prognosis and personalized treatment effects. This is an active area of research at the interface of classical prediction modeling research and causal inference. I am working on both the development and implementation of novel analysis techniques that extend and improve the available tools for personalized prediction.
Fingerprint
- 1 Similar Profiles
Collaborations and top research areas from the last five years
-
Linked shrinkage to improve estimation of interaction effects in regression models
van de Wiel, M. A., Amestoy, M. & Hoogland, J., 1 Jan 2024, In: Epidemiologic Methods. 13, 1, p. 20230039 20230039.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile35 Downloads (Pure) -
Regularized parametric survival modeling to improve risk prediction models
Hoogland, J., Debray, T. P. A., Crowther, M. J., Riley, R. D., IntHout, J., Reitsma, J. B. & Zwinderman, A. H., Jan 2024, In: Biometrical journal. Biometrische Zeitschrift. 66, 1, p. e2200319 2200319.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile25 Downloads (Pure) -
A tutorial on individualized treatment effect prediction from randomized trials with a binary endpoint
Hoogland, J., IntHout, J., Belias, M., Rovers, M. M., Riley, R. D., e. Harrell Jr, F., Moons, K. G. M., Debray, T. P. A. & Reitsma, J. B., 20 Nov 2021, In: Statistics in medicine. 40, 26, p. 5961-5981 21 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile21 Downloads (Pure) -
Measuring the performance of prediction models to personalize treatment choice
Efthimiou, O., Hoogland, J., Debray, T. P. A., Seo, M., Furukawa, T. A., Egger, M. & White, I. R., 15 Apr 2023, In: Statistics in medicine. 42, 8, p. 1188-1206 19 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile18 Downloads (Pure) -
Evaluating individualized treatment effect predictions: A model-based perspective on discrimination and calibration assessment
Hoogland, J., Efthimiou, O., Nguyen, T. L. & Debray, T. P. A., 15 Oct 2024, In: Statistics in medicine. 43, 23, p. 4481-4498 18 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile190 Downloads (Pure)