Journal of Predictive Health Analytics and Clinical Informatics

Published on 10 October 2026 as the second issue of the Journal of Predictive Health Analytics and Clinical Informatics (JPHACI). Two double-blind peer-reviewed articles define the journal's complementary directions. The first is a scoping review of clinically actionable artificial intelligence for early disease detection, mapping how multimodal laboratory biomarkers and point-of-care diagnostics perform in resource-limited settings and asking what separates analytical accuracy from clinical actionability. The second presents an intelligent computer-vision framework for eye-state detection and adaptive screen control, combining MediaPipe Face Mesh and eye-aspect-ratio analysis with automatic brightness adjustment and sleep management in a real-time Streamlit dashboard. The speciality of the issue is that it holds evidence synthesis and deployable systems together: one paper interrogates whether predictive models change clinical decisions, the other shows a predictive model running in real time on ordinary hardware.