在强迫症中使用人工智能:系统性审查
Jiyeong Kim1, Juan Pablo Gonzalez Pacheco2, Ashleigh Golden2
1Stanford Center for Digital Health, Stanford School of Medicine, Stanford, CA USA.
Current treatment options in psychiatry
|June 17, 2025
概括
人工智能 (AI) 提供了新的方法,可以更早地检测强迫症 (OCD) 症状并改善治疗. 投资于道德的人工智能研究可以显著提高强迫症患者的心理健康护理结果.
科学领域:
- 神经科学是一个神经科学.
- 计算机科学 计算机科学
- 精神病学是一个精神病学.
背景情况:
- 强迫症 (OCD) 是一种具有显著功能障碍的慢性疾病.
- 在强迫症症状发作和诊断/治疗之间存在平均17年的延迟,导致结果更差.
- 之前的审查集中在用于强迫症检测和治疗的机器学习上.
研究的目的:
- 系统地审查人工智能 (AI) 在强迫症障碍 (OCD) 的当前应用.
- 突出AI在早期症状检测,治疗培训,临床决策支持,新疗法,计算机视觉和生物标志物发现方面的潜力.
主要方法:
- 对13篇关于强迫症AI应用的文章进行系统审查.
- 对研究方法的分析,重点是深度学习,生成性AI (GenAI) 和自然语言处理 (NLP).
- 评估出版趋势和证据质量.
主要成果:
- 大多数研究 (84.6%) 使用通过GenAI/NLP进行二次数据分析.
- 近77%的研究是在过去两年发表的,这表明证据质量很高.
- 主要重点领域包括治疗改进,管理和及时检测强迫症 (38.5%).
结论:
- 人工智能技术具有改造性的潜力,可以改善强迫症的结果,特别是早期诊断.
- 以道德为导向的人工智能研究投资对于推进强迫症心理健康护理至关重要.
- 人工智能应用扩展到更广泛的心理健康工具开发.
相关概念视频
01:28Obsessive-Compulsive Disorder
216
Obsessive-compulsive disorder (OCD) is a mental health condition characterized by recurrent obsessions, compulsions, or both, which consume significant time and interfere with daily functioning. Obsessions involve persistent, intrusive, and unwanted thoughts, images, or urges that evoke anxiety. Common examples include irrational fears of contamination or harm. Compulsions are repetitive behaviors or mental acts performed to reduce the anxiety caused by obsessions. For instance, individuals...
216
01:24Operant Conditioning Intervention
124
Operant conditioning serves as a foundational principle in therapeutic interventions aimed at modifying maladaptive behaviors. Central to this approach is the notion that behaviors, both adaptive and maladaptive, are learned through reinforcement. By analyzing the environmental factors that reinforce problematic behaviors, clinicians can design interventions to weaken these reinforcements and replace maladaptive behaviors with healthier alternatives.
In operant conditioning, behaviors that are...
In operant conditioning, behaviors that are...
124
01:24Personality Disorders: Dependent and Obsessive-Compulsive
142
Dependent personality disorder and obsessive-compulsive personality disorder are two separate psychological conditions that influence behavior, relationships, and overall life functioning. Though both involve maladaptive behaviors, their core characteristics and motivations differ significantly.
Dependent Personality Disorder
Dependent personality disorder is characterized by an excessive reliance on others to manage various aspects of life. Individuals with this disorder often struggle...
Dependent Personality Disorder
Dependent personality disorder is characterized by an excessive reliance on others to manage various aspects of life. Individuals with this disorder often struggle...
142
01:18Anxiety: Overview
386
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.
386
01:24Treatment Strategies for Psychological Disorders
288
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
288
01:30Generalized Anxiety Disorder
216
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...
216