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相关概念视频

Autobiographical Memory01:14

Autobiographical Memory

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Autobiographical memory is a unique type of episodic memory that involves recollecting personal life experiences. It allows individuals to remember significant events from their past, creating a narrative of their lives. One interesting phenomenon related to autobiographical memory is the reminiscence bump. This effect refers to the tendency of adults to recall more events from their second and third decades of life — typically between ages 10 to 30 — than from other periods. This...
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Explicit Memories01:27

Explicit Memories

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Explicit memories, also known as declarative memories, are consciously remembered, recalled, and reported. Studying for a chemistry exam involves material that will become part of explicit memory. There are two types of explicit memory: episodic and semantic.
Episodic memory contains information about personally experienced events and is reported as a story. An example of episodic memory is recalling a birthday celebration. This type of memory includes the what, where, and when of an event, as...
428
Self-Presentation: Self-Monitoring and Self-Handicapping02:05

Self-Presentation: Self-Monitoring and Self-Handicapping

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People can go to great lengths to protect their self-image and present themselves in ways that they want others to see them. Sociologist Erving Goffman presented the idea that a person is like an actor on a stage. Calling his theory dramaturgy, Goffman believed that we use “impression management” to present ourselves to others as we hope to be perceived. Each situation is a new scene, and individuals perform different roles depending on who is present (Goffman, 1959). Think about...
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Hindsight Biases01:12

Hindsight Biases

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Hindsight bias leads you to believe that the event you just experienced was predictable, even though it really wasn’t. In other words, you knew all along that things would turn out the way they did. Can you relate this to the phrase "Hindsight is 20/20" now? 
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Introspection01:29

Introspection

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Introspection, long upheld as a reliable route to self-knowledge, involves examining one's thoughts, emotions, and mental processes. It underpins many psychological practices, from mindfulness meditation to psychotherapy and self-help strategies. However, empirical evidence challenges the accuracy of introspection as a means of understanding oneself.Limitations of Introspective InsightSeminal work by Nisbett and Wilson demonstrated that individuals are frequently unaware of the true causes...
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Long-term Depression01:03

Long-term Depression

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Long-term depression, or LTD, is one of the ways by which synaptic plasticity—changes in the strength of chemical synapses—can occur in the brain. LTD is the process of synaptic weakening that occurs over time between pre and postsynaptic neuronal connections. The synaptic weakening of LTD works in opposition to synaptic strengthening by long-term potentiation (LTP) and together are the main mechanisms that underlie learning and memory.
Calcium Ion Concentration Mechanism
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相关实验视频

Updated: Jan 18, 2026

Brain Imaging Investigation of the Neural Correlates of Emotional Autobiographical Recollection
11:30

Brain Imaging Investigation of the Neural Correlates of Emotional Autobiographical Recollection

Published on: August 26, 2011

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使用自然语言预测自传记忆的自杀处理

Vithor Rosa Franco, Makilim Nunes Baptista, Giovana Aparecida Leopoldino

    Archives of suicide research : official journal of the International Academy for Suicide Research
    |September 9, 2025
    PubMed
    概括

    使用大型语言模型 (LLM) 分析个人记忆可以预测抑郁症和自杀风险. 这种客观方法通过评估记忆价值来增强心理健康评估,提供可扩展的临床应用.

    科学领域:

    • 认知心理学 认知心理学
    • 计算精神病学是一种计算精神病学.
    • 自然语言处理自然语言处理.

    背景情况:

    • 自传记忆对于心理健康至关重要.
    • 抑郁症涉及负面的记忆模式,影响未来的前景和绝望.
    • 当前对自传记忆的评估是主观的,容易产生偏见.

    研究的目的:

    • 将自然语言处理 (NLP) 与大型语言模型 (LLM) 应用,以客观地分析自传记忆叙事.
    • 确定自传记忆的价值是否可以预测抑郁症,自杀念头和之前的自杀企图.
    • 探索自传记忆价值与自杀三步理论的核心组成部分之间的相关性,例如绝望和联系.

    主要方法:

    • 利用大型语言模型 (LLM) 和自然语言处理 (NLP) 来分析自传记忆叙述的价值.
    • 记忆价值得分与临床结果相关联,包括抑郁症,自杀念头和自杀企图.
    • 检查了记忆价值和心理构造之间的关系,如绝望和连接.

    主要成果:

    • 根据LLM的分析,自传记忆价值证明了对抑郁症,自杀念头和之前的自杀企图的预测准确性.
    • 记忆价值与绝望和缺乏联系有显著的相关性,这是自杀三步理论的关键要素.
    • 计算方法被证明是自杀风险评估的可扩展和客观方法.
    关键词:
    认知过程是认知过程.预测建模预测建模心理测量评估 心理测量评估

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    结论:

    • 基于LLM的自传记忆分析为心理评估提供了一种新,客观和可扩展的方法.
    • 这种方法有可能显著提高自杀风险的检测,并为临床干预提供信息.
    • 研究结果强调了先进的计算技术在推进心理健康护理和临床应用中的实用性.