AI to help address aggression in the ED 

Kallan Griffin with "Barry"

Developed by researchers from Edith Cowan University (ECU), ‘Barry’ is an AI computer-based model that allows clinicians and students to verbally interact with him in a hospital setting.  

Users have an actual conversation with Barry, and he responds in real time. Barry’s response to each verbal interaction is entirely unique, even if users provide the same wording more than once.  

The training simulation incorporates emotive facial animations that align with real-time verbal responses, and Barry’s anger levels either escalate or de-escalate based on the empathy displayed from the user. 

The unique responses given by Barry are based on upfront prompting from the development team, outlining the gender, race and age of the user undertaking the training, which can be customised to suit different user profiles.  

“Exposure to aggression and violence is an unfortunate reality for frontline healthcare staff on the forefront of the healthcare system. These incidents have long-lasting impacts on healthcare workers,” said ECU Senior Lecturer Dr Brennen Mills

“Health Departments provide de-escalation and safety training to staff to prepare them to manage aggressive incidents in healthcare settings. However, access to training can sometimes prove difficult within busy healthcare systems, and exposing learners to realistic simulations that are also safe is highly resource intensive and problematic to implement at scale, particularly in rural and remote areas.” 

Dr Brennen Mills (L) and Kallan Griffin, Workplace Violence & Aggression Coordinator, South Metropolitan Health Service, Department of Health WA

The innovative project has the capacity to revolutionise education and training practices for healthcare workers in the aggression and violence de-escalation space, said Dr Mills.  

The project, led by the Simulation & Immersive Digital Technology Group at ECU, has been supported by work health safety and clinical staff across the Department of Health WA. 

Recent research from ECU has found that violence in hospital emergency departments was significantly on the rise, and that current strategies in place to manage the issue are perceived to be insufficient. 

Simulation systems like Barry could provide frontline healthcare workers with life-like experience, without placing the users in the way of actual harm, said Workplace Violence & Aggression Coordinator, South Metropolitan Health Service Kallan Griffin.  

“The integration of the AI into the immersive computer simulation provides an element of randomness, which is what we are constantly faced with every day in a hospital setting.

“This system provides staff with an opportunity to practice in a safe environment, and to build their skill sets and knowledge base in that setting. 

The opportunity that it possibly could present is that we can help staff to identify knowledge gaps and provide authentic and realistic training opportunities to improve their own practise in this space.” 

Barry is currently in its first phase of development. The second phase of development will incorporate motion capture to create animated body movements for Barry to match his speech and facial expressions that could include situations where Barry actually turns physically violent.  

Additional work will also address lag times between prompt and response times, as well as further work to refine Barry’s AI model to respond to different user profiles. 

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