StrokIndo:印尼预防中风的专家系统

R. Vinarti, Riris Diana Rachmayanti, R. Tyasnurita, Faizal Mahananto, Edwin Riksakomara
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摘要

中风是印度尼西亚死亡和长期残疾的主要原因。然而,我们的初步研究发现,印尼人需要更多关于他们个人风险的信息,以及如何降低中风风险的知识(如果有的话)。尽管许多健康网站和视频上都有关于中风的信息,但这些媒体提供的信息过于笼统,缺乏读者的参与。提高读者参与度的一种方法是个性化。中风风险计算器是一种能够根据个人资料进行个性化风险计算的媒体。此外,它还可以通过更多地了解印尼人的情况,教育他们对中风风险的认识。在本文中,我们列出了所有计算中风风险的应用程序和网站,发现在列出的平台上没有三个教育人们的关键点。(1)风险因素的静态比例;(2)计算结果缺乏原因;(3)关于如何降低这些风险的个性化建议较少。为了填补这些空白,一个可更新的知识库和特定的推理引擎被设计和开发成为一个专家系统,StrokIndo。对于目前的版本,StrokIndo包含了印度尼西亚人口研究中发现的九种中风风险因素。使用专门为中风设计的知识库和推理引擎,StrokIndo能够计算中风风险,并向每个用户提供有关如何降低中风风险的相关信息。此外,StrokIndo可以保存与中风有关的知识,并使用它们来计算中风风险。在下一个版本中,可能会实现一些笔画知识的更新。从测试阶段开始,超过一半的用户报告说,个性化的建议提高了他们的知识,降低了他们可能患中风的风险。此外,几乎所有人(94%)都会遵循给出的建议。如果用户长期坚持按照个性化建议行事,我们相信印尼中风事件的数量将会减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
StrokIndo: An Expert System to Prevent Stroke for Indonesian
Stroke is the leading cause of death and long-term disability in Indonesia. However, our preliminary study found that Indonesian needed more information about their personal risks and knowledge on how to reduce their risks of stroke (if any). Even though information about stroke is available on many health websites and videos, those media lack readers’ engagement because of generalization in information they provide. One way to increase readers’ engagement is personalization. Stroke risk calculator is a media that capable to personalize risk calculation based on someone’s profile. Also, it can educate Indonesian about stroke risk awareness by understanding their profile more. In this paper, we listed all apps and websites which calculate risks of stroke and found that three crucial points to educate people were not available on the listed platforms. Those are (1) static ratio of risk factors, (2) the absence of reasons for the calculated results, (3) less personalized advice on how to reduce those risks. To fill these gaps, an updateable knowledge-base and specific inference engine are designed and developed to be an expert system, StrokIndo. For current version, StrokIndo contains nine stroke risk factors that found in Indonesian population studies. Using the knowledge-base and inference engine that were designed specifically for stroke, StrokIndo is able to calculate stroke risk and advise each user with relevant information on how to reduce stroke risk. Also, StrokIndo can preserve knowledge related to stroke and use them to calculate stroke risk. In the next version, some updates on stroke knowledge may be implemented. From the testing phase, more than half users reported that the personalized advice improved their knowledge to reduce the risks of stroke they might have. Moreover, almost all of them (94%) would follow the given advice. If users consistently act on the personalized advice in the long run, we believe that the numbers of stroke incidents in Indonesia will decrease.
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