使用模糊专家系统准确预测亚洲国家的焦虑水平
Mouz Ramzan1, Muhammad Hamid2, Amel Ali Alhussan3
1Department of Computer Science, National College of Business Administration and Economics (NCBA&E), Lahore 54000, Pakistan.
Healthcare (Basel, Switzerland)
|June 10, 2023
概括
这项研究引入了一个使用模糊推理 (FIS) 检测身体症状的焦虑水平的专家系统. 该系统实现了87%的准确性,为早期检测焦虑障碍提供了可靠的工具.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 心理健康技术 心理健康技术
背景情况:
- 焦虑是一种广泛的心理健康状况,具有显著的身体和心理影响.
- 目前用于焦虑的诊断方法可能是主观的,突出了客观工具的需要.
- 早期发现焦虑对于有效的管理和治疗至关重要.
研究的目的:
- 开发一个客观可靠的专家系统,用于早期检测焦虑水平.
- 用身体症状作为预测焦虑的输入变量.
- 为了解决诊断焦虑障碍的固有复杂性和不确定性.
主要方法:
- 实施一个模糊的推断系统 (FIS) 作为一个专家系统.
- 整合了一组全面的输入变量,代表身体症状.
- 开发一个基于规则的系统,编码有关焦虑障碍的医学知识.
主要成果:
- 基于FIS的专家系统在预测焦虑水平方面表现出很高的准确性.
- 在现实世界数据集 (包括来自巴基斯坦的数据集) 上进行测试,获得了87%的值得注意的准确性.
- 该系统有效地处理与焦虑相关的不精确性和不确定性.
结论:
- 开发的基于FIS的专家系统为客观的焦虑水平评估提供了强大的方法.
- 这种工具可能有助于临床医生更有效地诊断和治疗焦虑症.
- 该系统为改善焦虑障碍管理提供了一个有希望的途径,特别是在缺乏有效补救措施的地方.
相关概念视频
01:18Anxiety: Overview
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Anxiety is a common mental disorder featuring excessive worry, fear, and apprehension, significantly affecting daily life. People with anxiety disorders experience persistent and intense anxiety, interrupting their everyday functioning.
Individuals with anxiety often experience a range of physical and emotional symptoms, including sweating, trembling, tachycardia, and disturbances in sleep patterns. These symptoms vary in intensity and frequency but are generally disruptive and distressing.
Individuals with anxiety often experience a range of physical and emotional symptoms, including sweating, trembling, tachycardia, and disturbances in sleep patterns. These symptoms vary in intensity and frequency but are generally disruptive and distressing.
311
01:30Generalized Anxiety Disorder
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Generalized Anxiety Disorder (GAD) is a chronic condition characterized by excessive and uncontrollable worry that persists for at least six months, significantly interfering with daily functioning. Unlike situational anxiety, which arises in response to specific stressors, GAD often occurs without a clear cause. Individuals may experience disproportionate worry about work, health, or relationships. For instance, a person might continuously fear poor health despite normal medical evaluations or...
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01:28Social Anxiety Disorder
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Social anxiety disorder, also known as social phobia, is characterized by an intense fear of social situations where one might face humiliation, rejection, embarrassment, or negative evaluation. This disorder leads individuals to avoid activities like casual conversations, public speaking, or seemingly simple tasks such as eating, signing documents, or swimming, in public settings. Its impact extends beyond discomfort, often significantly interfering with daily functioning and quality of life.
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01:20Labeling Emotion
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Emotional labeling is a cognitive process that involves identifying and naming one's emotions, such as anger, fear, happiness, or sadness. It allows individuals to recognize and express their internal emotional states, a critical aspect of emotional regulation and communication. Labeling emotions requires more than mere recognition; it also involves drawing upon memory and contextual cues to understand the current situation and apply a corresponding emotional label. For instance, feeling...
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