相关实验视频
Updated: Jan 18, 2026

06:11
A Conflict Model of Reward-seeking Behavior in Male Rats
Published on: February 20, 2019
7.8K
接近避免冲突的计算机制预测性地区分了情绪和物质使用障碍之间的差异
Marishka M Mehta1,2, Navid Hakimi1, Orestes Pena1
1Laureate Institute for Brain Research, Tulsa, OK, US.
Computational psychiatry (Cambridge, Mass.)
|September 12, 2025
概括
根据方法避免冲突 (AAC) 的决策的计算建模可以区分精神疾病. 这些发现突出了计算机制作为心理病理学新治疗的潜在目标.
科学领域:
- 计算精神病学是一种计算精神病学.
- 决策过程中的神经科学
- 机器学习在临床诊断中的应用
背景情况:
- 精神疾病表现出显著的异质性和并发症,使治疗复杂化.
- 计算建模为理解和区分这些条件提供了一个有希望的途径.
- 方法避免冲突 (AAC) 决策涉及导航选择,具有积极和消极的后果.
研究的目的:
- 调查从AAC任务中计算机制的实用性,以区分精神疾病.
- 复制和扩展以前在临床人群中关于决策不确定性 (DU) 和情绪冲突 (EC) 的发现.
- 使用机器学习评估计算措施的分类性能.
主要方法:
- 预先注册的AAC任务的计算建模分析,对480个人进行.
- 从以前的数据集 (N=478) 中复制横截面和纵向发现.
- 堆叠机器学习方法用于诊断组之间的样本外分类.
主要成果:
- 复制发现,决策不确定性 (DU) 和情绪冲突 (EC) 区分抑郁症,焦虑症,物质使用障碍和健康对照.
- 通过使用计算措施,在情绪和物质使用障碍之间实现了高于偶然的分类准确性 (>0.688).
- 证明了分类的实用性,无论伴随疾病的条件.
结论:
- 从AAC任务中得出的计算措施对于临床差异化具有预测实用性.
- 这些发现表明,不同的精神病理条件背后存在着不同的计算机制.
- 计算精神病学可能会为精神疾病揭示新的治疗点.
相关概念视频
Substance Use Disorders Affecting Sleep
403
Substance use disorders involve a pattern of using drugs more extensively than intended and continuing use despite harmful consequences. This includes legal substances like alcohol and nicotine, as well as illegal drugs. These disorders often involve both physical and psychological dependence, reflecting compulsive use of substances that significantly alter thoughts, feelings, and behaviors, contributing to a major public health issue.
Understanding the concepts of physical dependence,...
Understanding the concepts of physical dependence,...
403
Frustration and Conflict: Approach-Approach, Approach-Avoidance
483
Frustration occurs when people are obstructed or prevented from achieving a desired goal or fulfilling a perceived need. For example, when someone's input is ignored in a discussion, it can lead to feelings of frustration. Conflict, however, arises from opposing interests, goals, or actions. Conflicts can take various forms based on the nature of these opposing desires or goals.
One common type of conflict is the Approach–Approach Conflict. In this case, a person faces two desirable...
One common type of conflict is the Approach–Approach Conflict. In this case, a person faces two desirable...
483
Frustration and Conflict: Avoidance-Avoidance, Double-Approach Avoidance
610
Avoidance-avoidance conflict refers to a psychological situation where a person must choose between two or more unpleasant alternatives. These conflicts are particularly stressful because neither option is desirable. This dilemma is often expressed in sayings like "caught between a rock and a hard place" or "between the devil and the deep blue sea." For instance, individuals who fear dental procedures may find themselves torn between enduring a painful toothache or facing the...
610
Drug Abuse and Addiction: Pharmacological Phenomena
1.1K
Drug dependence, abuse, and addiction are complex phenomena that can precipitate various abnormal states. Physical dependence refers to a state of pharmacological adaptation to a drug. This adaptation often results in tolerance—a reduced response to the drug after repeated administrations. When the drug use is abruptly stopped, withdrawal symptoms occur due to the body's need to readjust from the pharmacologically induced imbalance. However, tolerance and withdrawal symptoms do not...
1.1K
Drug Dependence
1.6K
Medications are typically administered to achieve therapeutic effects. Some drugs can modify an individual's mood and perception, frequently resulting in various enjoyable experiences. However, this can result in drug dependency, a condition marked by continuous drug use despite potential negative consequences. Drug dependency primarily falls into two categories: psychological and physical dependence. Psychological dependence occurs when the pleasurable feelings induced by the drug...
1.6K
Theoretical Approaches to Psychological Disorder
787
The development of psychological disorders, which are characterized by deviant, maladaptive, and personally distressing behaviors, has been explored through several theoretical approaches.
Biological approach
The biological approach posits that internal, organic factors are the primary causes of such disorders. This perspective emphasizes brain structure and function, genetic predispositions, and neurotransmitter imbalances. For example, schizophrenia has been associated with both genetic...
Biological approach
The biological approach posits that internal, organic factors are the primary causes of such disorders. This perspective emphasizes brain structure and function, genetic predispositions, and neurotransmitter imbalances. For example, schizophrenia has been associated with both genetic...
787

