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在女性物质使用障碍中分解决策机制:获利和损失处理中的上下文依赖偏差的漂移扩散建模
Hao Zhang1, Gavin Kader2, Huoyin Zhang3
1School of Educational Science, Chengdu Normal University, Chengdu, 611130, China.
BMC psychiatry
|August 23, 2025
概括
女性的物质使用障碍 (SUD) 显示出不同的决策模式,漂移扩散模型揭示了评估奖励和损失的特定情境偏见,影响治疗策略.
科学领域:
- 神经科学
- 心理学
- 计算精神病学
背景情况:
- 决策障碍是物质使用障碍 (SUD) 的核心特征.
- 传统的行为分析对这些障碍背后的认知机制提供了有限的见解.
- 了解在SUD中取决于背景的决策,特别是在收益和损失场景中,至关重要.
研究的目的:
- 使用漂移扩散模型 (DDM) 调查SUD的女性的间隔决策.
- 在获利和损失场景中检查取决于背景的决策过程.
- 在女性SUD中识别决策偏差的计算特征.
主要方法:
- 用时间间选择任务将100名患有阿片类药物使用障碍的女性与86名对照人进行比较.
- 用延迟折扣模型分析行为偏好.
- 应用等级漂移扩散建模来提取漂移率和值等决策参数.
主要成果:
- 有SUD的女性表现出更强烈的立即奖励和避免立即损失.
- 在SUD群体中,决策值较低,
- 在增益 (较低的漂移率) 和损失 (较高的漂移率) 之间观察到不同的计算特征.
结论:
- 女性SUD的特点是依赖上下文的决策偏见,在获取和损失领域具有独特的计算特征.
- 这些发现提供了超越传统行为测量标准的洞察力,并提出了评估和干预的潜在计算目标.
- 在实际实施之前,临床影响需要进一步验证.
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