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The risk of replicating social bias in synthetic patient data – The need for human intelligence partnered with AI

March 22, 2024 | AI, Synthetic Patients, artificial intelligence, market research

Authored by Paul Reed and Anabelle Gall

As we move forward in 2024, the healthcare industry has embraced the idea that AI-generated synthetic patients are here for the long haul. The remarkable ability to utilize artificial patients that mimic real-world patient data addresses crucial unmet needs, making it nearly impossible to envision a future healthcare industry without widespread usage and integration of synthetic patients.

However, we must strike a delicate balance between integrating AI tools into market research and acknowledging the invaluable role of human intelligence in understanding, verifying, supervising and analysing insights. In this article, we delve into the compelling arguments surrounding the opportunities and risks associated with the utilization of AI-generated synthetic patients in healthcare market research.

Read the full article here.

This content was provided by Inizio

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Inizio

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South Korea: The next global player?

In this paper, we will explore some of the key trends and outlooks for South Korea in more detail, including what lies behind its presence at the extremes of two...

20 questions: Round 4

As it's our 20th year anniversary, we invited our employees to play our version of 20 questions - this month "What’s been the funniest thing to happen to you whilst you’ve...

Will gene therapies finally be commercially viable to pharma?

Our latest Free Thinking white paper explores the science behind the idea of gene therapy and takes a look at some of the core challenges medical researchers have faced when...

Wargaming in HCV

The challenge:Our client had a product ready for launch in the HCV landscape. A number of new competitor products were expected to alter the market dynamics. Given the stage of...

Living with Lupus: Breaking the Silence

Published in eyeforpharma July 2017 by Mariel Metcalfe

Demystifying human-centred design: the application of iterative, human-centric approaches in global health market research

One of the biggest buzz topics in the global health community over the last couple of years has been human-centred design, also referred to as behaviour-centred design. In this blog...

In the news: What will the UK’s recent general election result and ongoing Brexit negotiations mean for DfID funding for global health?

The UK’s Department for International Development (DfID) was established in 1997 with a mandate to tackle world poverty. Since its inception, it has played a major role in the global...