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©The Author(s) 2025.
World J Gastrointest Oncol. Dec 15, 2025; 17(12): 113988
Published online Dec 15, 2025. doi: 10.4251/wjgo.v17.i12.113988
Published online Dec 15, 2025. doi: 10.4251/wjgo.v17.i12.113988
Figure 1 Conceptual difference between frequentist and Bayesian probability.
Figure 2 Comparison between frequentist and Bayesian approaches to risk prediction.
Frequentist models estimate risk based solely on observed data, while Bayesian models update prior knowledge with new evidence to refine the final probability.
- Citation: Tustumi F, Maegawa FAB, Serrano Uson Junior PL. Beyond the blank page: Frequentist and Bayesian perspectives on risk prediction algorithms. World J Gastrointest Oncol 2025; 17(12): 113988
- URL: https://www.wjgnet.com/1948-5204/full/v17/i12/113988.htm
- DOI: https://dx.doi.org/10.4251/wjgo.v17.i12.113988
