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人工智能辅助下的心理健康新型测评

New Type of Mental Health Assessment Using Artificial Intelligence Technique

中文摘要英文摘要

近年来,人工智能技术的飞速发展及应用催生了“智能化心理健康测评”这一领域。智能化心理健康测评能够弥补传统方法的不足,降低漏诊率并提高诊断效率,这对于心理健康问题的普查及预警具有重大意义。目前,智能化心理健康测评处于初步发展阶段,研究者基于在线行为数据、便携式设备数据等开展主要以数据驱动为导向的探索研究,旨在实现更高的预测准确率,但是测评结果的可解释性等指标尚不够理想。未来的智能化心理健康测评需要强调心理学领域知识和经验的深度介入,提高测评的针对性和精细化程度,加强信效度检验,这对于智能化心理健康测评工具的进一步发展和应用至关重要。

The rapid development and application of artificial intelligence technology has promoted the intelligentization of mental health assessment. Being intelligent could solve the issues of traditional mental health assessment methods and decrease the rate of misdiagnosis and improve diagnosis efficiency, which is critical to the general investigation and early warning of mental health problems. Currently, an intelligent mental health assessment is in the initial stage of development. Related studies have explored the field mainly driven by data, in which researchers use online behavioral data and data from portable devices, aiming to achieve a higher prediction accuracy. However, the interpretability of assessment results is not yet ideal. In view of these problems, more emphasis should be laid on the knowledge and experience in the field of psychology, by which the research could be more pertinent, refined, reliable, and valid. These are essential directions for the further development and application of intelligent mental health assessment.

10.12074/202108.00005V1

神经病学、精神病学计算技术、计算机技术科学、科学研究

人工智能大数据心理健康心理测评

artificial intelligence big data mental health psychological assessment

.人工智能辅助下的心理健康新型测评[EB/OL].(2021-08-06)[2025-08-23].https://chinaxiv.org/abs/202108.00005.点此复制

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