AI4Health
Tools & Products

Research software that makes complex evidence explorable.

Our published visual analytics systems span medication safety, high-dimensional EHRs, multimorbidity, predictive modeling and pharmacovigilance. Each tool is presented as research software with a focused analytical purpose; published system figures are shown where available.

IRVINE interface from the published paper
Featured system
2026 · Pharmacovigilance & data quality

IRVINE

IRVINE is an interactive visual analytics system for characterizing missingness and reporting completeness in spontaneous-reporting databases. It supports temporal exploration and cross-database comparison so data-quality limitations can be examined before downstream signal analysis.

Why it matters: pharmacovigilance results are only as trustworthy as the underlying reports. IRVINE makes data quality visible as part of the analytical workflow.

Read paper ↗Find in publications
SUNRISE interface from the published paper
2022 · Predictive visual analytics

SUNRISE

SUNRISE combines frequent itemset mining, machine learning and coordinated visualizations to help users examine how laboratory-test patterns relate to predicted disease outcomes.

Read paper ↗Find in publications
VERONICA interface from the published paper
2021 · Feature-group discovery

VERONICA

VERONICA supports interactive identification and comparison of feature groups that contribute to disease classification, helping users examine model-relevant structure in electronic health records.

Read paper ↗Find in publications
Two VALENCIA interface screenshots from the published system
2020 · High-dimensional EHR exploration

VALENCIA

VALENCIA combines dimension reduction, clustering and coordinated visual views to explore high-dimensional electronic health records and compare patient clusters across clinical variables.

Read paper ↗Find in publications
VISA_M3R3 interface from the published paper
2020 · Medication safety & AKI

VISA_M3R3

VISA_M3R3 integrates multiple regression, frequent itemset mining and coordinated visualizations to investigate medication-associated acute kidney injury and relationships among medications, covariates and outcomes.

Read paper ↗Find in publications
VISEMURE interface from the published paper
2021 · Multimorbidity analytics

VISEMURE

VISEMURE provides coordinated interactive views for exploring multimorbidity patterns and relationships among co-occurring conditions in electronic medical record data.

Read paper ↗Find in publications
Visual analytics lineage

A sustained research program.

The systems form a sustained visual-analytics program that evolved from EHR exploration and medication safety toward prediction, feature-group discovery, multimorbidity analysis and post-market data quality.

2020VISA_M3R3 · VALENCIA
2021VERONICA · VISEMURE
2022SUNRISE
2026IRVINE
Growing platform

New tools can live under AI4Health.

The website will host future research applications in this area. Please contact us to get notified.

Reserved route

Personal Health Tracker

Reserved route for a future health-tracking research application.

ai4health.ca/personal_health_tracker/