Boosting Machine Learning Algorithms

AUG 5, 2026 · JOURNAL ARTICLE

An explainable machine learning model for predicting in-hospital infection in patients with systemic lupus erythematosus.

Renal Failure

A machine learning model development study using retrospective electronic health records with internal validation but no external prospective validation, no clinical outcome trial, and no demonstration of impact on clinical decision-making or patient outcomes.

JUL 28, 2026 · JOURNAL ARTICLE

Kernel density-encoded MALDI-TOF spectra with LightGBM machine learning for multiplex resistance prediction in Klebsiella pneumoniae.

Diagnostic Microbiology and Infectious Disease

Single-center proof-of-concept validation of a machine-learning classifier for antimicrobial resistance prediction using MALDI-TOF spectra, with internal hold-out testing only and no external validation, before clinical application.