Resources & Insights

Research and perspectives for healthcare AI.

Guides, research and practical thinking from the team building governance infrastructure for Australian healthcare.

Featured

Australian privacy obligations are not HIPAA

Most healthcare data security material is written for a US audience and quietly assumes US instruments. The Australian Privacy Act, the My Health Records Act and OAIC guidance impose different obligations on anyone handling health information here - and the difference matters most at exactly the point AI is introduced.

GuideJune 202610 min readAustralian privacy
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Library

Insight

Patient data meets AI. Who keeps the authority?

Healthcare organisations are connecting sensitive data to a growing number of AI systems. The harder question is not how to make those connections, but who retains authority over them - what is permitted, where the boundary sits, and what evidence remains when the data moves.

January 202615 min
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Guide

Why de-identifying medical imaging is harder than it looks

Identifying information in an imaging study is not confined to the obvious fields, and pixel-level processing alone does not resolve it. An examination of why imaging de-identification is routinely under-scoped, and what that means for any AI relationship that touches a study.

September 202512 min
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Research

The coverage gap in whole-slide imaging privacy

Digital pathology carries identifying information in places that general-purpose de-identification tooling was never designed to look. On why coverage - not technique - is the failure mode in slide imaging, and how that gap is usually discovered.

August 20259 min
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Research

Genomic data and the limits of anonymisation

A genome cannot be anonymised. It can only be governed. What that distinction means for research collaboration, secondary use and any arrangement that sends genomic data to an external service.

February 202515 min
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Guide

Governing clinical free text

Clinical notes hold the richest identifying surface in a health record and the least structured one. Why free text resists the controls that work elsewhere, and what governing it actually requires once AI is reading it.

December 20249 min
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Enterprise resources

More behind the public library.

Selected technical, security, assurance and implementation material is available to enterprise customers and qualified organisations.

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New research when it ships.

SECUVA publishes new research and perspectives when there is something worth sharing.