#Data governance

19 articles

FHIR data exchange leaves six checks for medical AI deployment

Taiwan's Ministry of Health and Welfare launched a medical informatics certification laboratory on August 18, 2026, to develop tests around its FHIR Box health-data integration program. The planned checks cover software, hardware and solution providers, but interoperability does not establish data quality or clinical performance.

APPI News Editorial 9 min

Companies need workload tests before choosing an AI model

Google's Gemini API documentation, updated August 14, 2026, separates stable, preview, latest and experimental model versions. Companies still need tests built from their own work because vendor categories do not establish quality, cost or risk in a specific application.

APPI News Editorial 9 min

Hospitals need independent tests for AI trained on synthetic data

The International Electrotechnical Commission published a medical AI data-management specification on March 18, 2026, covering data used to train, test or validate models. Synthetic data can support development, but deployment still requires independent clinical evidence, workflow testing and monitoring.

APPI News Editorial 6 min

AI hip-pain triage needs emergency rules and human review

The International Medical Device Regulators Forum finalized 10 lifecycle principles for artificial intelligence in medical devices in January 2025. Applied to hip-pain triage, the principles put emergency escalation, representative evidence and human oversight ahead of a model score.

APPI News Editorial 5 min

Hospitals train shared AI models without pooling patient records

National Taiwan University Hospital said in 2026 that it had built a federated-learning platform with partner hospitals to validate medical AI without moving their data off site. The approach limits centralized data collection, but it does not eliminate privacy, performance or accountability risks.

APPI News Editorial 4 min

ChatGPT Health and Taiwan take different paths to health data

OpenAI began rolling out Health in ChatGPT to US adults on July 23, 2026, with connections to Apple Health and supported medical records. Taiwan's My Health Bank SDK instead sends selected records to third-party apps after a government review, and new SDK applications are currently paused.

APPI News Editorial 4 min

Coldcard firmware bug routed seed generation through weak randomness

Coinkite warned on July 30, 2026, that seeds created by several Coldcard models on affected firmware may be exposed because seed generation used a general-purpose pseudorandom generator. A build integration error silently routed the process away from the hardware random-number generator without stopping the firmware build.

APPI News Editorial 5 min

Taiwan health data platform puts consent ahead of AI ambitions

Taiwan launched TwHealth Nexus on January 9, 2026, with plans to connect health records held by hospitals and other care providers. The project goes beyond Taiwan's patient-facing My Health Bank service by proposing secondary data use for research and AI, raising separate questions about consent, withdrawal and oversight.

APPI News Editorial 5 min

UK privacy regulator assesses complaints over BrewDog buyback bid

Former BrewDog shareholders have complained to the United Kingdom’s privacy regulator after James Watt contacted them about his bid to buy back the brewer. Watt says the data was obtained lawfully, while owner Tilray says it neither supplied the shareholder records nor helped with the messages.

APPI News Editorial 3 min