journal article Jan 20, 2026

Explainable Machine Learning Based Prediction of Progression-Free Survival in Prostate Cancer: A Retrospective Cohort Study (Preprint)

Topics

No keywords indexed for this article. Browse by subject →

References
51
[1]
Recent Patterns and Trends in Global Prostate Cancer Incidence and Mortality: An Update

Elizabeth J. Schafer, Mathieu Laversanne, Hyuna Sung et al.

European Urology 10.1016/j.eururo.2024.11.013
[4]
Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

Freddie Bray, Mathieu Laversanne, Hyuna Sung et al.

CA: A Cancer Journal for Clinicians 10.3322/caac.21834
[18]
DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

Jared L. Katzman, Uri Shaham, Alexander Cloninger et al.

BMC Medical Research Methodology 10.1186/s12874-018-0482-1
[21]
Practical guide to SHAP analysis: Explaining supervised machine learning model predictions in drug development

Ana Victoria Ponce‐Bobadilla, Vanessa Schmitt, Corinna S. Maier et al.

Clinical and Translational Science 10.1111/cts.70056
[22]
Extremely randomized trees

Pierre Geurts, Damien Ernst, Louis Wehenkel

Machine Learning 10.1007/s10994-006-6226-1
[28]
Proportional hazards tests and diagnostics based on weighted residuals

PATRICIA M. GRAMBSCH, Terry M. Therneau

Biometrika 10.1093/biomet/81.3.515
[31]
DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

Jared L. Katzman, Uri Shaham, Alexander Cloninger et al.

BMC Medical Research Methodology 10.1186/s12874-018-0482-1
[37]
Trust in Artificial Intelligence–Based Clinical Decision Support Systems Among Health Care Workers: Systematic Review

Hein Minn Tun, Hanif Abdul Rahman, Lin Naing et al.

Journal of Medical Internet Research 10.2196/69678
[41]
Opportunities and obstacles for deep learning in biology and medicine

Travers Ching, Daniel S. Himmelstein, Brett K. Beaulieu-Jones et al.

Journal of The Royal Society Interface 10.1098/rsif.2017.0387
[47]
Hallmarks of Cancer: New Dimensions

Douglas Hanahan

Cancer Discovery 10.1158/2159-8290.cd-21-1059

Showing 50 of 51 references

Metrics
0
Citations
51
References
Details
Published
Jan 20, 2026
Cite This Article
Hein Minn Tun, Lin Naing, Owais Ahmed Malik, et al. (2026). Explainable Machine Learning Based Prediction of Progression-Free Survival in Prostate Cancer: A Retrospective Cohort Study (Preprint). JMIR Cancer. https://doi.org/10.2196/91510