Research in Progress · 2026

AI that clinicians
can actually trust

ClinAssist is an explainable AI clinical decision support system designed for ICUs, emergency departments, and community health clinics — combining real-time risk stratification with transparent reasoning clinicians can interrogate and act on.

See How It Works Research Foundation
3–5min
Avg. triage window
>80%
AUC in AI triage models
55%
Non-English speakers in SW Sydney EDs
0
Black boxes. Ever.
Medical team reviewing data
Clinical Decision Support
Hospital technology
ICU & Emergency Care
Data analytics
AI-Powered Analytics
Explore ClinAssist

Everything you need to know

Doctor reviewing

⚠️ The Problem

Why powerful ML models remain unused at the point of care — and why explainability changes everything.

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Medical data

🧠 How It Works

From patient data ingestion to SHAP, LIME, and attention visualisation — the full ClinAssist pipeline.

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Research data

📊 Research Foundation

Literature grounding, open datasets (MIMIC-IV, PhysioNet), and Australian TGA regulatory alignment.

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Hospital corridor

🗓️ Team & Roadmap

Meet the researcher and follow the 24-month plan from proposal to open-source prototype and publication.

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Why It Matters

55% of patients in SW Sydney EDs speak English as a second language.

Clinical AI that explains itself in clear, structured reasoning reduces misdiagnosis risk — and builds trust across diverse patient populations and care settings.

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Hospital care