← brief for 2026-11-04 · People & money

Machine Learning for Early Detection and Progression Prediction of Global Chronic Kidney Disease: A Systematic Review of Externally Validated Models

Article A Peer reviewed Meta-analysis or large trial

Key takeaways

This review looked at 16 studies that used AI to predict kidney disease. Most AI tools are only tested on the data used to build them. This review checked if they work on new patient groups. It found that very few of these tools have been properly tested outside their original data.

Who did this work

Mohigul Isanova

Source

Article · OpenAlex, Kidney disease concept sweep (verified C2778653478) · 2026-11-03
https://doi.org/10.5281/zenodo.23918603