![]() “Using AI technology, hospitals can redirect ambulatory services to bring patients to facilities with lower utilization - helping to reduce burnout,” Kass-Hout said. The platform is helping hospitals use real-time utilization data to better allocate resources. GE HealthCare’s Command Center is a great example of this, he said. “There are places where technology can help reduce administrative tasks, better allocate resources and reduce burnout,” he said. In such scenarios, AI-driven systems could come in and eliminate repetitive low-level tasks to help workers focus solely on patients’ care, said Kass-Hout. In fact, according to the World Health Organization, there could be a shortage of 10 million health workers by 2030, when 1.4 billion people will be 60 or more. ![]() Massive potentialĪs healthcare systems around the world face extreme pressures, clinicians are burning out and considering leaving the industry. “Transparency on what influences the model and how it can be adjusted with a consistent feedback loop over time is critical to building confidence in AI technology among clinicians,” he noted. This includes what data it comprises - age, gender, lab results, remote monitoring, medical history, genetic variant or biomarker, lesion progression in subsequent images - so clinicians can better understand what is influencing the AI output. “I refer to this as ‘breaking the black box of AI’ to help clinicians understand what is in the AI model.” “As an industry, we need to build clinician understanding of where and how to use it and when it can be trusted fully versus leaning on other tools and human expertise,” said Kass-Hout. To get the ball rolling, the CTO said, companies should drive training/education programs where clinicians are guided on all things AI, starting from how it works to how it can augment their work. “We also evaluate the algorithms that classify and organize data and look at the AI formulation itself and clinicians’ feedback when updating these algorithms.” “We pay special attention to where data sets come from and the characteristics of the population sampled,” Kass-Hout told VentureBeat. ![]() How to build confidence?Īs GE Healthcare CTO Taha Kass-Hout points out, a thoughtful, data-driven approach - where efforts are made to ensure data quality and transparency - is the key to building confidence among clinicians who are on the fence about AI technology. The study found that only 55% of surveyed clinicians feel they get adequate training on how to use medical technology. Secondly, clinician awareness on the technologies involved is not often up to the mark. ![]() As many as 44% of the respondents said the technology is subject to built-in biases. For clinicians with more than 16 years of experience, the skepticism level was even higher, with 67% lacking trust in AI.Ĭlinicians indicated that the biggest reason for this distrust is the potential for algorithms to produce unfair or discriminatory outcomes due to various factors such as incomplete training data, flawed algorithms or inadequate evaluation processes. Specifically, 55% of survey respondents said AI technology is not yet ready for medical use and 58% implied that they do not trust AI data. This cookie is set by Facebook to display advertisements when either on Facebook or on a digital platform powered by Facebook advertising, after visiting the website.The possibilities are endless, but many remain concerned about the risks associated with the adoption of AI in the field. YouTube sets this cookie to store the video preferences of the user using embedded YouTube video. YSC cookie is set by Youtube and is used to track the views of embedded videos on Youtube pages. Cookieįacebook sets this cookie to show relevant advertisements to users by tracking user behaviour across the web, on sites that have Facebook pixel or Facebook social plugin.Ī cookie set by YouTube to measure bandwidth that determines whether the user gets the new or old player interface. These cookies track visitors across websites and collect information to provide customized ads. Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns.
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