Alberto Tozzi · Towards learning healthcare systems in Italy: opportunities and challenges of AI at point-of-care.

From Dr. Alberto Tozzi

Article1 min read·Published Oct 2026

Towards learning healthcare systems in Italy: opportunities and challenges of AI at point-of-care.

pubmed.ncbi.nlm.nih.gov

Towards learning healthcare systems in Italy: opportunities and challenges of AI at point-of-care.

Alberto Tozzi

In Italy, the growing enthusiasm for artificial intelligence (AI) in healthcare contrasts with significant infrastructural, cultural, and trust-related barriers hindering its real-world adoption. Moving beyond the hype requires a systems thinking approach, proposing the learning health system (LHS) framework as a structured path for integration. We highlight the complementary roles of AI models: t…

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Article · Oct 2026 · 1 min read

In brief

In brief

This article examines barriers to AI adoption in Italian healthcare and proposes the learning health system framework as a structured implementation pathway. It addresses infrastructural gaps, cultural resistance, and trust issues while defining complementary roles for AI models in clinical decision support at the point of care.

Written by the GCMD Library team from the article.

Alberto Tozzi

In Italy, the growing enthusiasm for artificial intelligence (AI) in healthcare contrasts with significant infrastructural, cultural, and trust-related barriers hindering its real-world adoption. Moving beyond the hype requires a systems thinking approach, proposing the learning health system (LHS) framework as a structured path for integration. We highlight the complementary roles of AI models: t…

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