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Can irrelevant self-related information in working memory be actively suppressed? 能否主动抑制工作记忆中与自身无关的信息?
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-31 DOI: 10.1002/pchj.790
Quan Zhang, Tiangang Zhou, Jin Tang, Huanjun Xi

To utilize the resource of working memory efficiently, the brain actively suppresses irrelevant information to focus cognitive resources on the task at hand. However, whether task-irrelevant self-related information can be suppressed is still an open question. This study explores the inhibitory effects of various types of identity-associated information (self, friend, stranger) with an irrelevant distracting paradigm, in which participants are required to memorize the color while ignoring the shape during a memory array. In the subsequent test array, participants are asked to judge whether the color of the test item is the same as the memorized one, while the ignored shape features could also change. The results are as follows. (1) Self-associated information survived the inhibitory effect no matter whether the interstimulus interval (ISI) was short or long. (2) Stranger-associated information remained inhibitory effect in a long ISI (3000 ms). The results indicate that self-associated information can bypass the executive system and remain active in working memory processing.

为了有效利用工作记忆资源,大脑会主动抑制无关信息,将认知资源集中于手头的任务。然而,与任务无关的自我相关信息能否被抑制仍是一个悬而未决的问题。本研究通过一个无关干扰范式来探索各种类型的身份相关信息(自我、朋友、陌生人)的抑制作用,该范式要求参与者在记忆阵列中记住颜色而忽略形状。在随后的测试阵列中,参与者被要求判断测试项目的颜色是否与记忆中的颜色相同,而被忽略的形状特征也可能发生变化。结果如下(1) 无论刺激间期(ISI)长短,自我关联信息都不会受到抑制效应的影响。(2) 陌生人相关信息在长刺激间隔(3000 毫秒)下仍有抑制作用。结果表明,自我关联信息可以绕过执行系统,在工作记忆处理中保持活跃。
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引用次数: 0
The Guanxi mediating role linking organizational justice to contextual performance with age as a moderator. 以年龄为调节因素,研究 Guanxi 在组织公正与环境绩效之间的中介作用。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1002/pchj.761
Lei Tan, Yi Guan, Guojun Sheng

Guanxi, a distinctive Chinese concept, reflects a shared vision of relationships and connections that include mutual understanding, trust, and a deep bond between individuals. Recognized for its potency in shaping the relationships that facilitate business undertakings and access to key resources, Guanxi is postulated as a potential mediator in the nexus between organizational justice and contextual work performance. The depth of Guanxi, intertwined with Chinese culture and values, may be perceived differently across age groups. Specifically, as Chinese millennials usually interact with global paradigms, generational disparities might emerge in valuing these traditional constructs. This study delves into how the dimensions of Guanxi-Ganqing (emotional connection), Renqing (reciprocity), and Xinren (loyalty)-mediate the relationship between organizational justice and contextual work performance, with chronological age as a moderator. The present study includes a convenience sample of 630 Chinese employees, aged 22-67 years, who participated in a quantitative online survey. The findings endorse the mediation role of Guanxi. The total influence of justice was found to be significant, as well as the indirect impacts, that were statistically salient. Although the age-moderated mediation was not wholly substantiated, the age-specific indirect effects of Renqing and Xinren did present significant variances between millennials and those above 42 years. The relevance of this study extends beyond the academic field, shedding light on the cultural dynamics at play within Chinese organizational settings. By unveiling the relationships between Guanxi, organizational justice, and performance, and by elucidating the age-specific variations therein, this research provides insights for organizational leaders and human resource professionals. Based on these findings, businesses can craft targeted interventions that capitalize on the strengths of Guanxi, ensuring fair practices and enhancing performance across diverse age groups. Further, recognizing the unique attributes and values of different generational cohorts can aid in fostering a harmonious, culturally attuned, and efficient workplace environment.

关西(Guanxi)是一个独特的中国概念,反映了一种对关系和联系的共同看法,其中包括相互理解、信任和个人之间的深厚感情。由于 "关系 "在塑造促进商业活动和获取关键资源的关系方面的作用,"关系 "被认为是组织公正与工作绩效之间的潜在中介。关西的深度与中国文化和价值观交织在一起,不同年龄段的人对关西的理解可能不同。具体而言,由于中国千禧一代通常与全球范式互动,在重视这些传统建构方面可能会出现代际差异。本研究深入探讨了 "关学 "的三个维度--"关情"(情感联系)、"人情"(互惠)和 "信人"(忠诚)如何在组织公正与情境工作绩效之间发挥中介作用,并以年龄作为调节因素。本研究采用方便抽样法,对 630 名年龄在 22-67 岁之间的中国员工进行了在线定量调查。研究结果认可了 "关西 "的中介作用。研究发现,"公正 "的总体影响是显著的,其间接影响在统计学上也是突出的。虽然年龄调解作用没有得到完全证实,但 "仁义 "和 "信义 "的特定年龄间接影响在千禧一代和 42 岁以上人群之间确实存在显著差异。这项研究的意义超出了学术领域,它揭示了在中国组织环境中发挥作用的文化动态。通过揭示 "关西"、组织公正和绩效之间的关系,以及阐明其中的年龄差异,本研究为组织领导者和人力资源专业人士提供了启示。基于这些发现,企业可以制定有针对性的干预措施,充分利用 "关西 "的优势,确保公平的做法,并提高不同年龄群体的绩效。此外,认识到不同代际群体的独特属性和价值观,有助于营造一个和谐、与文化相适应且高效的工作环境。
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引用次数: 0
The association between social support and prosocial behavior: A three-level meta-analysis. 社会支持与亲社会行为之间的关联:三级荟萃分析。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-21 DOI: 10.1002/pchj.792
Yinlan Wang, Guangming Ran, Qi Zhang, Qiongzhi Zhang

Numerous studies have examined the relationship between social support and prosocial behavior and have concluded that social support is an important factor in generating prosocial behavior. However, different studies have produced different conclusions, and the moderating effect on the relationship is not entirely clear. The current study uses a three-level meta-analysis method to clarify the relationship between social support and prosocial behavior, and explores the moderating variables that affect the relationship between the two variables. Through a systematic literature search, a total of 92 studies, 418 effect sizes, and 74,378 participants were obtained. The main effects test found a significant positive correlation between social support and prosocial behavior. Tests of the moderating effects indicated that the relationship between social support and prosocial behavior was moderated by year of publication, source of social support, measurement of social support and measurement of prosocial behavior. In summary, social support plays an important role in prosocial behavior, and exploring their relationship is beneficial to families, schools and society in guiding individuals' prosocial behavior.

许多研究探讨了社会支持与亲社会行为之间的关系,并得出结论认为,社会支持是产生亲社会行为的一个重要因素。然而,不同的研究得出了不同的结论,对这一关系的调节作用也不完全清楚。本研究采用三级荟萃分析法来阐明社会支持与亲社会行为之间的关系,并探讨影响这两个变量之间关系的调节变量。通过系统的文献检索,共获得 92 项研究、418 个效应大小和 74,378 名参与者。主效应测试发现,社会支持与亲社会行为之间存在显著的正相关。调节效应检验表明,社会支持与亲社会行为之间的关系受发表年份、社会支持来源、社会支持测量和亲社会行为测量的调节。总之,社会支持在亲社会行为中起着重要作用,探讨它们之间的关系有利于家庭、学校和社会引导个人的亲社会行为。
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引用次数: 0
Acquiring musical knowledge increases music liking: Evidence from a neurophysiological study. 获得音乐知识会增加对音乐的喜好:神经生理学研究的证据。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-21 DOI: 10.1002/pchj.791
Yingying Hou, Bei Song, Yi Zhu, Linwei Yu, Yi Hu

People possessing musical knowledge tend to enjoy music more, but the linkage remains to be determined. Based on the shared affective motion experience model for music appreciation, we hypothesized that acquiring musical knowledge about the music itself, for example, an analytical understanding of music elements and the related emotional expressions, would increase music liking. To test the hypothesis, we asked 48 participants to learn analytical or historical information about a piece of music by watching a pre-recorded teaching video. Learners' physiological responses, such as skin conductance and heart rate, were recorded during learning. The increase of music liking was observed after both types of knowledge acquisition, but more so for analytical knowledge. Notably, acquiring analytical knowledge made learners' skin conductance more similar, indicating the alignment of physiological responses. This physiological similarity, correlated with analytical knowledge similarity, could mediate the effect of knowledge acquisition on music liking. In sum, this study reveals the impact of analytical knowledge on music enjoyment and the associated neurophysiological mechanism. It extends the theoretical framework of shared affective motion experience to explain how musical knowledge influences music appreciation.

拥有音乐知识的人往往更喜欢音乐,但其中的联系仍有待确定。基于音乐欣赏的共同情感动作体验模型,我们假设,获得有关音乐本身的音乐知识,例如对音乐元素和相关情感表达的分析理解,会增加对音乐的喜爱。为了验证这一假设,我们要求 48 名参与者通过观看事先录制好的教学视频来学习有关音乐作品的分析或历史信息。在学习过程中,我们记录了学习者的生理反应,如皮肤传导和心率。两种知识学习后,学习者对音乐的喜爱程度都有所提高,但分析性知识的学习者对音乐的喜爱程度更高。值得注意的是,获得分析性知识后,学习者的皮肤电导率更加相似,这表明生理反应是一致的。这种生理上的相似性与分析性知识的相似性相关,可能会介导知识获取对音乐喜好的影响。总之,本研究揭示了分析性知识对音乐欣赏的影响以及相关的神经生理学机制。它扩展了共享情感运动体验的理论框架,以解释音乐知识如何影响音乐欣赏。
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引用次数: 0
Conscious vision in blindness: A new perceptual phenomenon implemented on the "wrong" side of the brain. 盲人的有意识视觉:在大脑 "错误 "一侧实现的新感知现象。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-17 DOI: 10.1002/pchj.787
Yan Bao, Bin Zhou, Xinchi Yu, Lihua Mao, Evgeny Gutyrchik, Marco Paolini, Nikos Logothetis, Ernst Pöppel

Patients with lesions in the visual cortex are blind in corresponding regions of the visual field, but they still may process visual information, a phenomenon referred to as residual vision or "blindsight". Here we report behavioral and fMRI observations with a patient who reports conscious vision across an extended area of blindness for moving, but not for stationary stimuli. This completion effect is shown to be of perceptual and not of conceptual origin, most likely mediated by spared representations of the visual field in the striate cortex. The neural output to extra-striate areas from regions of the deafferented striate cortex is apparently still intact; this is, for instance, indicated by preserved size constancy of visually completed stimuli. Neural responses as measured with fMRI reveal an activation only for moving stimuli, but importantly on the ipsilateral side of the brain. In a conceptual model this shift of activation to the "wrong" hemisphere is explained on the basis of an imbalance of excitatory and inhibitory interactions within and between the striate cortices due to the brain injury. The observed neuroplasticity indicated by this shift together with the behavioral observations provide important new insights into the functional architecture of the human visual system and provide new insight into the concept of consciousness.

视觉皮层发生病变的患者在视野的相应区域会失明,但他们仍然可以处理视觉信息,这种现象被称为残余视觉或 "盲视"。在这里,我们报告了对一名患者的行为和 fMRI 观察结果,这名患者报告说,他有意识地看到了移动而非静止刺激的盲区。结果表明,这种完成效应是知觉性的,而不是概念性的,很可能是由纹状体皮层中幸免于难的视野表征介导的。从被剥夺的纹状体皮层区域向纹状体外区域的神经输出显然仍然完好无损;例如,视觉完成刺激的大小不变性就表明了这一点。用核磁共振成像(fMRI)测量的神经反应显示,只有移动刺激才会激活,但重要的是在大脑的同侧。在一个概念模型中,这种向 "错误 "半球的激活转移是基于大脑损伤导致的纹状皮层内部和之间兴奋和抑制相互作用的不平衡。这种转移所显示的神经可塑性以及行为观察结果为人类视觉系统的功能结构提供了重要的新见解,并为意识概念提供了新见解。
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引用次数: 0
Influence of reinforcement learning on the inhibitory control of Internet gaming disorder. 强化学习对网络游戏障碍抑制控制的影响。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-05 DOI: 10.1002/pchj.772
Mengyue Zhang, Chenyue Zhao, Meng Zhang, Shuangshuang Mao, Mengyao Yang, Ziyu Mao, Xiaoli Xing

Reward processing dysfunction and inhibition control deficiency have been observed in Internet gaming disorder (IGD). However, it is still unclear whether the previous reinforcement learning depends on reward/punishment feedback influences on the cognitive inhibitory control of IGD. This study compared the differences between an IGD group and healthy people without game experiences in the probability selection task and the subsequent stop signal task by the method of behavioral experiments, in order to explore whether the reward learning ability is impaired in the IGD group. We also discuss the influence of previous reward learning on subsequent inhibition control. The results showed that (1) during the reward learning phase, the IGD group's accuracy was significantly lower than that of the control group; (2) compared with the control group, the IGD group's reaction times were longer in the transfer phase; (3) for no-go trials of the inhibitory control phase after reward learning, the accuracy of the reward-related stimulation in the IGD group was lower than that of punishment-related or neutral stimulation, but there was no significant difference among the three conditions in the control group. These findings indicated that the reinforcement learning ability of the IGD group was impaired, which further caused the abnormal response to reinforcement stimuli.

在网络游戏障碍(IGD)中观察到了奖赏处理功能障碍和抑制控制缺陷。然而,先前的强化学习是否取决于奖惩反馈对 IGD 认知抑制控制的影响仍不清楚。本研究通过行为实验的方法,比较了 IGD 组和没有游戏经历的健康人在概率选择任务和随后的停止信号任务中的差异,以探讨 IGD 组的奖励学习能力是否受损。我们还讨论了之前的奖励学习对后续抑制控制的影响。结果表明:(1)在奖励学习阶段,IGD 组的准确率明显低于对照组;(2)与对照组相比,IGD 组在转移阶段的反应时间更长;(3)对于奖励学习后抑制控制阶段的禁动试验,IGD 组与奖励相关刺激的准确率低于与惩罚相关刺激或中性刺激的准确率,但对照组在三种条件下没有显著差异。这些结果表明,IGD 组的强化学习能力受损,进一步导致了对强化刺激的异常反应。
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引用次数: 0
Psychometric evaluation of the Social Touch Questionnaire in Chinese adolescents. 社交接触问卷在中国青少年中的心理测量评估。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1002/pchj.789
Chenglei Wang, Ruyun Xie, Liangliang Chen, Xinhua Yang, Chao Yan

Social touch promotes psychological well-being through inducing positive effects on social affiliation and stress alleviation, especially in adolescence. However, there is a scarcity of instruments available for evaluating adolescents' attitude toward social touch in China. The present study aimed to investigate the validity and reliability of the Social Touch Questionnaire (STQ) in Chinese adolescents. A total of 2839 high school students were enrolled, ranging in age from 11 to 19 years. The dimensions of the scale were conducted by exploratory factor analysis, and validated by confirmatory factor analysis. A three-factor model showed the best fit and consisted of the following subgroups: liking of informal social touch, liking of general social touch, and dislike of social touch. Furthermore, positive associations were found between social touch and interaction anxiety, fear of negative evaluation, depressive and anxiety symptoms, and sleep quality. Short-term prediction of dislike of social touch in anxiety symptoms was determined, while no significant predictor of depressive symptoms was found. The STQ demonstrates reliability and validity as a self-report questionnaire designed to assess behaviors and attitudes toward social touch. It effectively adapts to the nuances of the Chinese context among adolescents.

社会接触通过对社会归属感和压力缓解产生积极影响来促进心理健康,尤其是在青少年时期。然而,目前在中国还缺乏对青少年社会接触态度进行评估的工具。本研究旨在调查中国青少年社会接触问卷(STQ)的效度和信度。本研究共招募了 2839 名高中生,年龄从 11 岁到 19 岁不等。量表的维度采用探索性因子分析,并通过确认性因子分析进行验证。结果表明,三因素模型的拟合效果最好,由以下子组组成:喜欢非正式社交接触、喜欢一般社交接触和不喜欢社交接触。此外,研究还发现社交接触与互动焦虑、害怕负面评价、抑郁和焦虑症状以及睡眠质量之间存在正相关。不喜欢社交接触对焦虑症状有短期预测作用,而对抑郁症状则没有发现明显的预测作用。STQ 作为一种自我报告式问卷,旨在评估对社交接触的行为和态度,具有良好的可靠性和有效性。它能有效地适应中国青少年的细微差别。
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引用次数: 0
Recreational gymnastics exercise of moderate intensity enhances executive function in Chinese preschoolers: A randomized controlled trial. 中等强度的体操休闲运动可增强中国学龄前儿童的执行功能:随机对照试验
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-06-23 DOI: 10.1002/pchj.786
Jianhua Zhang, Jiacheng Lu, Youbin Sun, Ji Li

The current study aimed to investigate the impact of recreational gymnastics on executive function in Chinese preschoolers, with a focus on gymnastics potential to enhance core components of executive function. A total of 63 preschool children who received full-time education were randomly assigned to either an intervention group (N = 31, mean age = 66.27 months, SD = 3.12 months) or a control group (N = 32, mean age = 66.79 months, SD = 3.34 months). The intervention group engaged in recreational gymnastics for 60 min, three times a week for 12 weeks. Meanwhile, the control group continued with their typical outdoor activities at kindergarten and did not participate in any organized sports. The intervention program was primarily conducted through group play and was facilitated by teachers who underwent standardized training. Various simple and complex tasks were utilized to evaluate delay gratification (Snack delay and Wrapped gift), inhibitory control (Stop signal task and Circle drawing task), working memory (Letter memory task and Keep track task), and cognitive flexibility (Go/No-Go task and Dots task). The analysis of covariance revealed that the children who participated in the intervention outperformed the control group on most simple and complex executive function tasks. Specifically, these children demonstrated an enhanced ability to regulate persistent responses, process and update information, and manage high cognitive conflict. The findings of this investigation lend support to the hypothesis that moderate-intensity recreational gymnastics is an efficacious means of enhancing executive function in early childhood. Future research should employ a larger sample size, incorporate a long-term follow-up design, and utilize a multi-method approach to further substantiate the impact of moderate-intensity gymnastics on the executive function of young children, as well as to investigate its underlying mechanism and generalizability.

本研究旨在调查娱乐体操对中国学龄前儿童执行功能的影响,重点关注体操增强执行功能核心成分的潜力。63名接受全日制教育的学龄前儿童被随机分配到干预组(31人,平均年龄为66.27个月,标准差为3.12个月)或对照组(32人,平均年龄为66.79个月,标准差为3.34个月)。干预组每周三次,每次 60 分钟,共 12 周。与此同时,对照组继续在幼儿园进行典型的户外活动,不参加任何有组织的体育活动。干预计划主要通过集体游戏进行,由接受过标准化培训的教师协助实施。通过各种简单和复杂的任务来评估延迟满足(延迟吃零食和包装礼物)、抑制控制(停止信号任务和画圆任务)、工作记忆(字母记忆任务和跟踪任务)和认知灵活性(走/不走任务和点任务)。协方差分析表明,参加干预的儿童在大多数简单和复杂的执行功能任务上的表现都优于对照组。具体来说,这些儿童在调节持续反应、处理和更新信息以及处理高度认知冲突方面的能力得到了提高。这项调查的结果支持了这样一个假设,即中等强度的娱乐体操是提高幼儿期执行功能的有效手段。未来的研究应采用更大的样本量、长期跟踪设计和多种方法,以进一步证实中等强度体操对幼儿执行功能的影响,并研究其潜在机制和可推广性。
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引用次数: 0
Longitudinal associations between capacity to be alone, life satisfaction, self-compassion, anxiety, and depression among Chinese college students. 中国大学生独处能力、生活满意度、自我同情、焦虑和抑郁之间的纵向关系。
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-06-23 DOI: 10.1002/pchj.783
Qihui Tang, Xinyuan Zou, Shujian Wang, Liang Zhang, Xiangping Liu, Congying Shi, Yanqiang Tao, Yuting Li

Although the world has entered the post-pandemic period, the mental health and life satisfaction of college students still need to be addressed. However, previous literature has primarily focused on negative variables and has paid little attention to positive variables, such as self-compassion and the capacity to be alone. Therefore, this longitudinal study aims to investigate the relationships between the capacity to be alone, self-compassion, life satisfaction, depression, and anxiety among college students. This study analyzed data from 1460 Chinese college students who completed an online survey at two time-points one year apart. We employed cross-lagged analysis and constructed longitudinal mediation models to explore the relationships between five variables (i.e., capacity to be alone, self-compassion, life satisfaction, depression, and anxiety). Our findings indicate that depression and life satisfaction could negatively predict each other over time. Self-compassion in wave 1 could negatively predict depression and anxiety in wave 2. Higher life satisfaction in wave 1 was associated with a lower capacity to be alone in wave 2. We also found reciprocal positive predictive relationships between depression and anxiety, and life satisfaction and self-compassion. Life satisfaction mediated the relationship between self-compassion and psychopathological variables (i.e., depression and anxiety). Additionally, self-compassion mediated the association between life satisfaction and psychopathological variables and the association between capacity to be alone and psychopathological variables. Our study highlights the significance of early identification and intervention in depression and anxiety. We also discovered the possible self-soothing function of self-compassion as well as the importance of fostering positive personal characteristics.

虽然世界已经进入了 "后大流行病 "时期,但大学生的心理健康和生活满意度问题仍然需要解决。然而,以往的文献主要关注消极变量,而很少关注积极变量,如自我同情和独处能力。因此,本纵向研究旨在探讨大学生独处能力、自我同情、生活满意度、抑郁和焦虑之间的关系。本研究分析了 1460 名中国大学生在相隔一年的两个时间点完成在线调查的数据。我们采用了交叉滞后分析并构建了纵向中介模型,以探讨五个变量(即独处能力、自我同情、生活满意度、抑郁和焦虑)之间的关系。我们的研究结果表明,随着时间的推移,抑郁和生活满意度可以相互负向预测。第一阶段的自我同情可以负向预测第二阶段的抑郁和焦虑。 第一阶段较高的生活满意度与第二阶段较低的独处能力相关。我们还发现抑郁与焦虑、生活满意度与自我同情之间存在互为正向的预测关系。生活满意度在自我同情与心理病理变量(即抑郁和焦虑)之间起到了中介作用。此外,自我同情还能调节生活满意度与心理病理变量之间的关系,以及独处能力与心理病理变量之间的关系。我们的研究强调了早期识别和干预抑郁和焦虑的重要性。我们还发现了自我同情可能具有的自我安慰功能,以及培养积极的个人特征的重要性。
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引用次数: 0
Associations between lyric and musical depth in Chinese songs: Evidence from computational modeling. 中文歌曲中歌词与音乐深度之间的关联:来自计算模型的证据
IF 1.3 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-06-19 DOI: 10.1002/pchj.785
Liang Xu, Bingfei Xu, Zaoyi Sun, Hongting Li

Musical depth, which encompasses the intellectual and emotional complexity of music, is a robust dimension that influences music preference. However, there remains a dearth of research exploring the relationship between lyrics and musical depth. This study addressed this gap by analyzing linguistic inquiry and word count-based lyric features extracted from a comprehensive dataset of 2372 Chinese songs. Correlation analysis and machine learning techniques revealed compelling connections between musical depth and various lyric features, such as the usage frequency of emotion words, time words, and insight words. To further investigate these relationships, prediction models for musical depth were constructed using a combination of audio and lyric features as inputs. The results demonstrated that the random forest regressions (RFR) that integrated both audio and lyric features yielded superior prediction performance compared to those relying solely on lyric inputs. Notably, when assessing the feature importance to interpret the RFR models, it became evident that audio features played a decisive role in predicting musical depth. This finding highlights the paramount significance of melody over lyrics in effectively conveying the intricacies of musical depth.

音乐深度包括音乐的智力和情感复杂性,是影响音乐偏好的一个强有力的维度。然而,探索歌词与音乐深度之间关系的研究仍然匮乏。本研究通过分析从 2372 首中文歌曲的综合数据集中提取的语言调查和基于字数的歌词特征,填补了这一空白。相关分析和机器学习技术揭示了音乐深度与各种歌词特征(如情感词、时间词和洞察词的使用频率)之间令人信服的联系。为了进一步研究这些关系,我们使用音频和歌词特征组合作为输入,构建了音乐深度预测模型。结果表明,与仅依赖歌词输入的预测模型相比,同时整合了音频和歌词特征的随机森林回归(RFR)预测效果更佳。值得注意的是,在评估解释 RFR 模型的特征重要性时,音频特征显然在预测音乐深度方面发挥了决定性作用。这一发现凸显了旋律比歌词在有效传达复杂的音乐深度方面的重要作用。
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