Generative AI can benefit health care in numerous ways.
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Generative AI can benefit health care in numerous ways.
Appropriate guardrails, due diligence, and protocols are critical for success.
A key element of health care compliance is ensuring that a human oversees AI governance and decisions.
RSM’s Virtual Health Care Day panel, “Hyper automation: Unleashing the power of generative artificial intelligence in enhancing health care operations,” was an interactive discussion focused on how top health care systems leverage generative AI to address some of the toughest challenges facing hospital operations. A few examples of these challenges include patient portal communications, complex patient chart reviews, and information technology service ticket automation.
The panelists, representing payers, providers, and key deployers of AI solutions, included:
John Bennett, health care consulting director at RSM US LLP, moderated the session.
AI was first introduced as a concept in the 1950s. Over time it evolved to machine learning, then deep learning, and today generative AI. An example of a generative AI solution is ChatGPT, an AI language model designed to classify text with higher accuracy, enable advanced natural language understanding, and provide customizable solutions—a valuable tool to improve health care outcomes.
“GPT technology isn’t a stand-alone offering; it is like a Lego brick that fits within a larger infrastructure of technology,” said Bennett. “Artificial intelligence is like inserting a human into a production process. In the past, we had a very manual process that involved working with data, labeling data, testing models, and adjusting models to meet business needs, which meant health care organizations had to secure and leverage highly valuable and expensive time from health care professionals.”
While there are many benefits of generative AI, most health care leaders agree appropriate guardrails, due diligence, and protocols are critical to protect private patient information. Platforms must ensure data security and HIPAA compliance. A key element of this compliance is ensuring that a human oversees final decisions. Strong governance is a must and should be assessed frequently.
GPT technology isn’t a stand-alone offering; it is like a Lego brick that fits within a larger infrastructure of technology.Artificial intelligence is like inserting a human into a production process. In the past we had a very manual process that involved working with data, labeling data, testing models and adjusting models to meet business needs, which meant health care organizations had to secure and leverage highly valuable and expensive time from health care professionals.
The number of AI use cases in the health care industry continues to grow. Today, areas in which companies are using generative AI include:
“One of the things we are trying to do is see how effective message triage can be using artificial intelligence,” said panelist Bethke. “So, how do we get messages routed to the right people? The people that generally can decide that are physicians, so we would ask them to review hundreds or thousands of messages and use that to train the artificial intelligence. One of the biggest challenges was getting their time. Now that we have shifted to current generative artificial intelligence, we can work much faster and more efficiently by asking a lot less of our physicians.”
“We have seen really good success with being able to leverage artificial intelligence for prior authorizations, and we are working on the status of claims as well,” said Kos, another panelist. “There is a tremendous opportunity to depend on artificial intelligence to do tedious work and leave important decisions and actions to the end user.”
AI assessments can be used to identify and analyze use cases to assess suitability for improvement or automation as well as evaluate the potential benefits, impact and feasibility. Regardless of the how and when for each individual hospital and health system, AI, machine learning and automation are poised to transform the new realty for health care at a rapid pace.