Evidence / original sources

A claim should lead somewhere.

Follow the references behind Preventative Health Bench. Each entry explains its role, links to the original publication, and identifies the guides that use it.

Content updated September 28, 2026. Inclusion does not imply endorsement.

01

Oexner et al. / King’s College London and UCL

Comprehensive benchmarking of machine learning methods for risk prediction modelling from large-scale survival data: a UK Biobank study ↗

Accepted peer-reviewed article; results differ in some uncertainty estimates from the 2025 preprint.

Version: 2026-08-17; article in press

Evidence locator: Abstract; publication information

link.springer.com
02

Oexner et al. / Journal of Big Data

UK Biobank survival benchmark: accepted manuscript ↗

Complete methods, endpoints, nested cross-validation and limitations.

Version: 2026-08-17 accepted manuscript

Evidence locator: §2.2–2.9; §3.1; Discussion

link.springer.com
03

Oexner et al. / Journal of Big Data

UK Biobank survival benchmark: Supplementary Table 3 ↗

Published workbook containing condition-specific model results and confidence intervals.

Version: 2026 journal supplement

Evidence locator: Cardiovascular Disease sheet; Clinical Risk rows

media.springernature.com