Machine Learning

AUG 12, 2026 · JOURNAL ARTICLE

Artificial intelligence and extracellular vesicles in oncology: towards tumor diagnosis, prediction, and therapy.

Drug Delivery

This is a narrative review synthesizing emerging applications of AI in extracellular vesicle research; it raises mechanistic and translational questions rather than reporting original empirical results or clinical outcomes.

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.

JUL 6, 2026 · JOURNAL ARTICLE

Label-free surface-enhanced Raman spectroscopy and machine learning for rapid classification and quantification of bovine respiratory disease complex viruses.

Talanta

This is a proof-of-concept study of a novel diagnostic technology in controlled laboratory conditions with no clinical validation, animal subjects, or comparison to existing diagnostic standards.

FEB 10, 2026 · JOURNAL ARTICLE

Machine learning for missing data imputation in Alzheimer's research: predicting medial temporal lobe dynamic flexibility.

Cognitive Neurodynamics

Computational study comparing imputation methods for predicting an imaging biomarker without external validation or demonstration of clinical utility.