一个自适应机器学习框架,整合了大型语言模型,以评估和增强青少年的情绪智能
Iram Aziz1, Shazia Arshad1, Muhammad Awais Hussan1
1Department of Computer Science, University of Engineering and Technology, Lahore 54000, Pakistan.
Asian journal of psychiatry
|January 24, 2026
概括
这项研究开发了一个人工智能框架,通过个性化的活动来增强儿童的情绪智能 (EI). 人工智能方法显著改善了情绪,特别是同情和自我调节,父母的满意度很高.
科学领域:
- 发展心理学 发展心理学
- 教育中的人工智能
- 神经科学是一个神经科学.
背景情况:
- 情绪智能 (EI) 对儿童发育至关重要,缺陷会带来长期风险.
- 目前的EI干预通常是静态的,昂贵的,缺乏个性化和可解释性.
- 可扩展,可解释的AI为个性化EI增强提供了一个有前途的解决方案.
研究的目的:
- 开发和评估人工智能驱动的框架,为儿童提供个性化的EI增强活动.
- 通过结合个性化,可解释性和推理来解决现有干预措施的局限性.
- 通过量身定制的干预措施改善社会情感和神经认知发展.
主要方法:
- 来自亚洲的120名儿童 (3-16岁) 参与了这项研究,使用"优势和困难问卷" (SDQ) 评估了EI.
- 一个堆叠的整体机器学习模型根据年龄,兴趣和EI缺陷预测了活动.
- 可解释AI (SHAP) 和LLM提供了透明度,并提供了用于动态改进的重新评估模块.
主要成果:
- 在实验组中观察到整体EI分数的显著改善 (p < 0.001,d = 2.58).
- 共感和自我调节显示出最实质性的收益.
- 父母的满意度显著更高 (p < 0.001,d = 1.88),EI缺口,兴趣和年龄是关键预测因素.
结论:
- 人工智能框架通过个性化和透明度有效地提高了儿童的情绪智能.
- 它为精确的社会情感干预提供了一个可扩展和可持续的方法.
- 潜在的应用包括神经精神病学预防和护理,改善发育轨迹.
相关概念视频
Language
898
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
898
Simplified Synchronous Machine Model
759
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
In this model, each generator is connected to a...
759
Wind Turbine Machine Models
576
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
576
Self-Evaluation: Self-Enhancement and Self-Verification
5.8K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
5.8K
Intelligence
8.5K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
8.5K
Cognitive Development During Adolescence
567
During adolescence, individuals experience significant cognitive development that enhances their understanding of others' emotions and thoughts, known as cognitive empathy. This period is marked by an increased ability to adapt to others' perspectives and a more nuanced understanding of others' mental states, a skill that is foundational for social problem-solving and conflict avoidance. The development of cognitive empathy relies heavily on the theory of mind — the...
567


