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A Process Evaluation Examining the Performance Adherence and Acceptability of a Physical Activity and Diet Artificial Intelligence Virtual Health Assistant

机译:检查身体活动和饮食人工智能虚拟健康助理的性能遵守和可接受性的过程评估

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摘要

Artificial intelligence virtual health assistants are a promising emerging technology. This study is a process evaluation of a 12-week pilot physical activity and diet program delivered by virtual assistant “Paola”. This single-arm repeated measures study (n = 28, aged 45–75 years) was evaluated on technical performance (accuracy of conversational exchanges), engagement (number of weekly check-ins completed), adherence (percentage of step goal and recommended food servings), and user feedback. Paola correctly asked scripted questions and responded to participants during the check-ins 97% and 96% of the time, respectively, but correctly responded to spontaneous exchanges only 21% of the time. Participants completed 63% of weekly check-ins and conducted a total of 3648 exchanges. Mean dietary adherence was 91% and was lowest for discretionary foods, grains, red meat, and vegetables. Participants met their step goal 59% of the time. Participants enjoyed the program and found Paola useful during check-ins but not for spontaneous exchanges. More in-depth knowledge, personalized advice and spontaneity were identified as important improvements. Virtual health assistants should ensure an adequate knowledge base and ability to recognize intents and entities, include personality and spontaneity, and provide ongoing technical troubleshooting of the virtual assistant to ensure the assistant remains effective.
机译:人工智能虚拟健康助理是一个有前途的新兴技术。本研究是一个由虚拟助手“Paola”提供的12周的试验体育活动和饮食计划的过程评估。在技​​术性能(会话交易所的准确性)中,评估了这项单手重复措施研究(N = 28岁,年龄45-75岁),订婚(每周检查的每周核实次数),遵守(步骤目标和推荐食物的百分比服务)和用户反馈。 Paola分别正确地提出了脚本问题,并在核对内的97%和96%的时间内回复了参与者,但只有21%的时间正确地响应自发交换。参与者每周核实票据占63%,共进行3648次交易所。平均膳食依从性为91%,对于自由裁量的食物,谷物,红肉和蔬菜最低。与会者达到了59%的时间的步骤。参与者享受该计划,并在检查期间发现PAOLA有用,但不适合自发交流。更深入的知识,个性化建议和自发性被确定为重要的改进。虚拟健康助理应确保足够的知识库和识别意识和实体的能力,包括个性和自发性,并提供虚拟助理的持续技术疑难解答,以确保助理仍然有效。

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