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Development of a Concept Inventory on Open and Transparent Research Practices 开放和透明研究实践概念清单的开发
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.75226
D. Markant, Alexia Galati
Over the past decade psychology researchers have begun adopting practices that promote openness and transparency. While these practices are increasingly reflected in undergraduate psychology curricula, pedagogical research has not systematically examined whether instruction on open science practices improves students’ conceptual understanding of research methods. We developed the Open Science Concept Inventory (OSCI) to evaluate the impact of integrating open science practices into research methods courses. First, we created a set of hypothetical dilemmas related to a range of open science concepts and elicited open-ended responses from undergraduates (N = 64, Study 1). Based on the responses, we created a 40-item multiple-choice questionnaire, which we administered to a new group of participants (N = 262, Study 2) and used item response theory to select 33 items for the final OSCI. Finally, in two implementation rounds across two semesters (Study 3, total N = 37), we evaluated students’ learning gains with the OSCI in a pre-test/post-test design. The implementation rounds involved new materials on open science for a psychology research methods course, including video lectures that situated questionable research practices in the current norms of science and introduced emerging solutions. After excluding extremely fast survey responders, an exploratory analysis showed learning gains among students who expended appropriate effort when completing the OSCI. By systematically evaluating a tool that is easily integrated into existing curricula, we aim to facilitate the adoption of open science practices in undergraduate instruction and the assessment of students’ conceptual foundations for conducting robust and transparent research.
在过去的十年里,心理学研究人员已经开始采用促进开放和透明的做法。虽然这些实践越来越多地反映在本科心理学课程中,但教学研究尚未系统地考察开放科学实践的教学是否能提高学生对研究方法的概念理解。我们开发了开放科学概念清单(OSCI)来评估将开放科学实践整合到研究方法课程中的影响。首先,我们创建了一组与一系列开放科学概念相关的假设困境,并从本科生(N = 64,研究1)中引出开放式回答。基于这些回答,我们创建了一份40项选择题问卷,并将其分发给一组新的参与者(N = 262,研究2),并使用项目反应理论选择33个项目用于最终的OSCI。最后,在两个学期的两轮实施中(研究3,总N = 37),我们在测试前/测试后设计中评估了OSCI学生的学习收益。实施轮次涉及心理学研究方法课程的开放科学新材料,包括将有问题的研究实践置于当前科学规范中并介绍新兴解决方案的视频讲座。在排除极快的调查应答者后,探索性分析显示,在完成OSCI时付出适当努力的学生获得了学习收益。通过系统地评估一个容易整合到现有课程中的工具,我们的目标是促进在本科教学中采用开放科学实践,并评估学生进行稳健和透明研究的概念基础。
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引用次数: 0
Individual Differences in Vulnerability Factors for Anxiety Disorders: A Study on the Acquisition, Extinction, and Renewal of Avoidance, and the Concomitant Dynamics of Relief 焦虑障碍易损性因素的个体差异:回避的获得、消失和更新及其伴随的缓解动态研究
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.84914
Pedro L. Cobos, Tania M. Valle, María J. Quintero, Francisco J. López
We conducted an experiment to assess the role of trait anxiety (TA) and prospective intolerance of uncertainty (P-IU) in the extinction and renewal of avoidance and distress. In this experiment, we used an extinction procedure in which making the avoidance response did not prevent participants from noticing that the US did not follow warning stimuli. Renewal was assessed through a re-extinction phase conducted in a context different from that used in the acquisition and extinction phases. Our dependent measures included participants’ scores on P-IU and TA, the frequency of avoidance responses per trial, and participants’ post-trial relief ratings (used to infer the degree of distress suffered during the previous trial). We found that higher P-IU scores were associated with heightened relief ratings to a safety signal that had never been followed by the US in the avoidance acquisition phase, and with an overall less steep reduction in relief ratings during the re-extinction phase. Increased TA was associated with heightened avoidance frequency in safety-signal trials during the avoidance acquisition phase, along with a less steep overall reduction in frequency of avoidance responses and slower extinction in the extinction phase. Our results were inconclusive regarding individual differences in the renewal effect. In general, our results provide evidence for the role of individual differences in vulnerability factors for pathological anxiety in the acquisition and extinction of avoidance and relief.
我们进行了一项实验来评估特质焦虑(TA)和前瞻性不确定性不耐受(P-IU)在逃避和痛苦的消失和更新中的作用。在这个实验中,我们使用了一种消失程序,在这个过程中,回避反应并不会阻止参与者注意到美国没有遵循警告刺激。更新是通过在不同于获取和灭绝阶段使用的背景下进行的再灭绝阶段来评估的。我们的依赖测量包括参与者在P-IU和TA上的得分,每次试验回避反应的频率,以及参与者的试验后缓解评分(用于推断先前试验中遭受的痛苦程度)。我们发现,较高的P-IU分数与美国在回避获取阶段从未遵循的安全信号的较高缓解评级相关,并且在重新消除阶段总体上缓解评级的下降幅度较小。在安全信号试验中,在回避获取阶段,TA的增加与回避频率的提高有关,同时,回避反应频率的总体下降幅度较小,在回避阶段的消退速度较慢。我们的结果对于更新效果的个体差异尚无定论。总的来说,我们的研究结果为病理焦虑易感性因素的个体差异在回避和缓解的获得和消除中的作用提供了证据。
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引用次数: 0
Whistleblowing Paradigms 检举范例
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.87493
M. Fischer, M. Gollwitzer
Operationalizing whistleblowing in a valid paradigm is an important yet challenging endeavor. In the present article, we review four categories of whistleblowing paradigms—scenario studies, autobiographical recalls, immersive behavioral paradigms, and economic games—and discuss how they capture the definitory features of whistleblowing. Moreover, we evaluate the strengths and weaknesses of each paradigm along selected psychometric criteria. Our review suggests that each of these paradigms comes with individual strength and weaknesses regarding the robustness against socially desirable responding, their efficiency, and whether or not they avoid using deception. We call for future research to conduct multi-method studies combining the four categories of whistleblowing paradigms within the same sample in order to test their convergence empirically.
在一个有效的范例中实施举报是一项重要但具有挑战性的努力。在本文中,我们回顾了四类举报范式——情景研究、自传式回忆、沉浸式行为范式和经济博弈——并讨论了它们如何捕捉到举报的明确特征。此外,我们根据选定的心理测量标准评估每个范式的优缺点。我们的研究表明,每一种范式在对抗社会期望反应的稳健性、效率以及是否避免使用欺骗方面都有各自的优缺点。我们呼吁在未来的研究中进行多方法研究,将同一样本中的四类举报范式结合起来,以实证检验其收敛性。
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引用次数: 0
Neural Correlates of Encoding in Novel Word Learning 新单词学习中编码的神经关联
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.57525
M. Korochkina, P. Sowman, L. Nickels, A. Bürki
A central observation in the recognition memory literature is that neural processes occurring during encoding of stimuli are predictive of their later recognition and recall. Compared to items that are later forgotten, encoding of correctly recognised items has been associated with greater amplitude between 400 ms and 800 ms post stimulus onset across centro-parietal sites (the difference-due-to-memory ERP effect), increased EEG power in the theta and gamma frequency bands and decreased EEG power in the alpha and beta bands, and increased theta-gamma phase-amplitude coupling. Importantly, theories of encoding based on these findings imply that these effects should be domain-general. In this pre-registered study, we tested this assumption by exploring neural correlates of successful encoding in learning of novel names for novel concepts. Following the previous studies, we used three different measures of neural activity, ERPs, time-frequency representations of power, and phase-amplitude coupling; however, for either of these measures, we could not reject the null hypothesis of no difference between the novel names that were later recalled and those that were not. We provide three possible interpretations of our findings, and our main conclusion is that the existing theories of encoding may be underspecified and that properly-powered pre-registered studies are needed to further constrain these theories.
识别记忆文献中的一个中心观察是,在刺激编码过程中发生的神经过程可以预测其后来的识别和回忆。与后来被遗忘的项目相比,正确识别的项目编码与刺激开始后400 ms至800 ms之间中央-顶叶区域的振幅较大(记忆差异ERP效应),θ和γ频段的EEG功率增加,α和β频段的EEG功率减少,以及θ - γ相位振幅耦合增加有关。重要的是,基于这些发现的编码理论暗示,这些影响应该是域通用的。在这项预先注册的研究中,我们通过探索在新概念的新名称学习中成功编码的神经相关来验证这一假设。根据之前的研究,我们使用了三种不同的神经活动测量方法,erp,功率的时频表征和相位振幅耦合;然而,对于这些措施中的任何一个,我们都不能拒绝零假设,即后来被召回的新名字和那些没有被召回的名字之间没有差异。我们对我们的发现提供了三种可能的解释,我们的主要结论是,现有的编码理论可能被低估了,需要适当的预注册研究来进一步约束这些理论。
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引用次数: 0
Extensive Phenomenological Overlap Between Training-Induced and Naturally-Occurring Synaesthetic Experiences 在训练诱导和自然发生的联觉经验之间广泛的现象学重叠
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.73832
David J. Schwartzman, A. Oblak, N. Rothen, D. Bor, A. Seth
Synaesthesia is a condition defined by additional perceptual experiences, which are automatically and consistently triggered by specific inducing stimuli. The associative nature of synaesthesia has motivated attempts to induce synaesthesia by means of associative learning. Two recent studies of this kind highlighted the potential for perceptual plasticity even in adulthood, by demonstrating that extensive associative training can generate not only behavioural and neurophysiological markers of synaesthesia, but also synaesthesia-like phenomenology. However, while the results of these studies provided tantalising evidence that a learning component may be involved in the development of synesthetic phenomenology, they only provided superficial descriptions regarding the training-related changes in induced synaesthesia-like (Induced) experience. Therefore, it was not possible to assess how closely the phenomenology of Induced and naturally occurring grapheme-colour synaesthesia (Lifelong) overlap. Here, we addressed this question by providing a new qualitative analysis, using grounded theory, of the phenomenological changes associated with learning new perceptual phenomenology (Induced group) and comparing the descriptive similarities in colour experience to equivalent qualitative data acquired from a new group of Lifelong participants. Using this approach, we were able to directly compare associated colour experiences between the Induced and Lifelong group to assess how closely these two types of novel perceptual experience align. Our results reveal that induced and synaesthetic experience are remarkably similar, displaying a high degree of phenomenological overlap across multiple experiential categories, including: stability of experience, location of colour experience, shape of co-occurring colour experience, relative strength of colour experience and automaticity of colour experience. Our results exemplify the benefits of qualitative methods by providing new evidence that intensive training of letter-colour associations can alter conscious perceptual experiences in non-synaesthetes, and that such alterations produce synaesthesia-like phenomenology, which substantially resembles experiences described in natural grapheme-colour synaesthesia. Our results have implications for the plasticity of visual perception and the role of learning and development in establishing perceptual traits.
联觉是一种由额外的感知体验所定义的状态,这种感知体验是由特定的诱导刺激自动和持续地触发的。联觉的联想性质促使人们尝试通过联想学习来诱导联觉。最近的两项研究表明,广泛的联想训练不仅可以产生联觉的行为和神经生理标记,还可以产生类似联觉的现象学,从而强调了即使在成年期也有知觉可塑性的潜力。然而,尽管这些研究结果提供了诱人的证据,表明学习成分可能参与了联觉现象学的发展,但它们只提供了关于诱导联觉样(诱导)经验中与训练相关的变化的肤浅描述。因此,不可能评估诱导和自然发生的字素-颜色联觉(终身)重叠的现象学有多密切。在这里,我们通过提供一种新的定性分析来解决这个问题,使用扎根理论,与学习新的感知现象学(诱导组)相关的现象学变化进行分析,并将色彩体验的描述性相似性与从新的终身参与者组获得的等效定性数据进行比较。使用这种方法,我们能够直接比较诱导组和终身组之间的相关颜色体验,以评估这两种新型感知体验的紧密程度。我们的研究结果表明,诱导体验和联觉体验非常相似,在多个体验类别中表现出高度的现象学重叠,包括:体验的稳定性、色彩体验的位置、共同发生的色彩体验的形状、色彩体验的相对强度和色彩体验的自动性。我们的研究结果通过提供新的证据,证明了定性方法的好处,即强化字母-颜色联想的训练可以改变非联觉者的有意识知觉体验,并且这种改变产生了类联觉现象学,实质上类似于自然字母-颜色联觉中描述的体验。我们的研究结果对视觉感知的可塑性以及学习和发展在建立感知特征中的作用具有启示意义。
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引用次数: 0
Sight vs. Sound Judgments of Music Performance Depend on Relative Performer Quality: Cross-cultural Evidence From Classical Piano and Tsugaru Shamisen Competitions 音乐表演的视觉与听觉判断取决于演奏者的相对素质:来自古典钢琴和津加三味参比赛的跨文化证据
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.73641
G. Chiba, Yuto Ozaki, S. Fujii, Patrick E. Savage
Which information dominates in evaluating performance in music? Both experts and laypeople consistently report believing that sound should be the most important domain when judging music competitions, but experimental studies of Western participants rating video-only vs. audio-only versions of 6-second excerpts of Western classical performances have shown that in at least some cases visual information can play a stronger role. However, whether this phenomenon applies generally to music competitions or is restricted to specific repertoires or contexts is disputed. In this Registered Report, we focus on testing the generalizability of sight vs. sound effects by replicating previous studies of classical piano competitions with Japanese participants, while also expanding the same paradigm using new examples from competitions of a traditional Japanese folk musical instrument: the Tsugaru shamisen. For both classical piano and Tsugaru shamisen, we ask participants to choose the winner between the 1st- and 2nd- placing performers in 5 competitions and the 1st-place and low-ranking performers in 5 competitions (i.e., 40 performers total from 10 piano and 10 shamisen competitions). We tested the following three predictions twice each (once for piano and once for shamisen): 1) an interaction was predicted between domain (video-only vs. audio-only) and variance in quality (choosing between 1st and 2nd place vs. choosing between 1st and low-placing performers); 2) visuals were predicted to trump sound when variation in quality is low (1st vs. 2nd place); and 3) sound was predicted to trump visuals when variation in quality is high (1st vs. low-placing). Our experiments (n = 155 participants) confirmed our first predicted interaction between audio/visual domain and relative performer quality for both piano and shamisen conditions, suggesting that this interaction is cross-culturally general. In contrast, the second prediction was only supported for the piano stimuli and the third prediction was only supported for the shamisen condition, suggesting culturally dependent factors in the specific balance between sight and sound in the judgment of musical performance. Our results resolve discrepancies and debates from previous sight-vs-sound studies by replicating and extending them to include non-Western participants and musical traditions. Our findings may also have practical applications to evaluation criteria for performers, judges, and organizers of competitions, concerts, and auditions.
在评价音乐表现时,哪些信息占主导地位?专家和外行人都一致认为,在评判音乐比赛时,声音应该是最重要的领域,但西方参与者对6秒西方古典表演的纯视频和纯音频版本进行评分的实验研究表明,至少在某些情况下,视觉信息可以发挥更大的作用。然而,这种现象是否普遍适用于音乐比赛,还是仅限于特定的曲目或背景,是有争议的。在这篇注册报告中,我们通过复制先前对日本参与者的古典钢琴比赛的研究,专注于测试视觉效果与声音效果的普遍性,同时也使用日本传统民间乐器津加鲁三味线比赛的新例子来扩展相同的范式。对于古典钢琴和津garu三味线,我们要求参与者在5个比赛的第一名和第二名以及5个比赛的第一名和低排名的表演者中选择获胜者(即10个钢琴和10个三味线比赛共40名表演者)。我们对以下三种预测分别测试了两次(一次是钢琴,一次是三味面):1)预测了领域(纯视频还是纯音频)和质量方差(在第一名和第二名之间选择,在第一名和第二名之间选择)之间的相互作用;2)当质量差异较低时(第一名vs第二名),视觉效果被预测优于声音;3)当质量差异较大时(第一名和第二名),声音被预测会胜过视觉效果。我们的实验(n = 155参与者)证实了我们第一次预测的钢琴和三味线条件下音频/视觉域与相对表演者质量之间的相互作用,表明这种相互作用是跨文化的。相比之下,第二种预测只在钢琴刺激下得到支持,第三种预测只在三味线条件下得到支持,这表明在音乐表演的判断中,视觉和听觉的具体平衡受文化依赖因素的影响。我们的研究结果通过复制和扩展到包括非西方参与者和音乐传统,解决了先前视觉与声音研究中的差异和争论。我们的研究结果也可以实际应用于表演者、评委和比赛、音乐会和试镜组织者的评估标准。
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引用次数: 0
Evaluations of Action and Inaction Decision-makers in Risky Decisions Resulting in Negative Outcomes: Inaction Agents Are Preferred to and Perceived as More Competent and Normative Than Action Agents 风险决策导致负面结果的行动和不作为决策者的评估:不作为者比行动者更有能力和规范
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.74817
Adrien A. Fillon, Luna Strauch, G. Feldman
Research on action and inaction in judgement and decision making has shown that for choices in risky situations resulting in negative outcomes, people tend to prefer inaction over action and regret actions more than inactions. We built on this idea to test whether the established norm preference for inaction over action affects evaluations of decision-makers, and results in stronger preference for an agent who favors inaction over action in risky decisions resulting in negative outcomes. We conducted three pre-registered experiments via the Prolific platform, replicating and further extending the classic action-effect paradigm (overall N = 1138, 355 male, 746 female, 37 others, Mage= 36.98, SDage= 12.34) to examine perceptions of competence and trustworthiness of action versus inaction agents. First, we successfully replicated action-effect (d = 0.58 to 0.96). We then found that participants indeed tended to evaluate an inaction protagonist as more competent, trustworthy, and inline with social norms than an action protagonist (d = 0.05 to d = 0.61). Results concerning our extensions examining perceived social norms and joy attributions over positive outcomes were less clear. Finally, we found that normality moderated the preference-inaction effect into a preference-action effect: Negative prior outcomes led participants to prefer action actors to inaction actors and to find those to be more competent and normative. Overall, we found that, in the context of negative outcomes, inaction is perceived as more trustworthy than action. We concluded that action and inaction seem to extend to social evaluations of agents and that trustworthiness can be affected by action and inaction, context, and norms. All materials, data, and code are available on: https://osf.io/a8e4d/
对判断和决策中的行动和不作为的研究表明,对于导致消极结果的风险情况下的选择,人们倾向于不作为而不是行动,对行动的后悔多于不作为。我们建立在这个想法的基础上,以测试不作为优于行动的既定规范偏好是否会影响决策者的评估,并导致在导致负面结果的风险决策中更倾向于不作为而不是行动的代理人。我们通过高产平台进行了三个预先注册的实验,复制并进一步扩展了经典的行动-效应范式(总N = 1138,男性355,女性746,其他37人,Mage= 36.98, SDage= 12.34),以检验行动与不行动主体的能力和可信度感知。首先,我们成功地复制了行动效应(d = 0.58至0.96)。然后我们发现,参与者确实倾向于评价不作为的主角比行动的主角更有能力、更值得信赖、更符合社会规范(d = 0.05至d = 0.61)。关于我们的扩展研究感知社会规范和快乐归因对积极结果的影响的结果不太清楚。最后,我们发现常态性将“偏好-不作为”效应调节为“偏好-行动”效应:消极的先验结果导致参与者更倾向于“行动”行为者而非“不作为”行为者,并且发现那些行为者更有能力和规范。总的来说,我们发现,在消极结果的背景下,不作为比行动更值得信赖。我们的结论是,作为和不作为似乎延伸到对代理人的社会评价,而可信度可以受到作为和不作为、环境和规范的影响。所有材料、数据和代码可在https://osf.io/a8e4d/上获得
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引用次数: 1
Pragmatic Felicity Facilitates the Production and Comprehension of Negation 语用幸福促进否定的产生和理解
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.67931
Ann E. Nordmeyer, Michael C. Frank
Negation is a fundamental element of language and logical systems, but processing negative sentences can be challenging. Early investigations suggested that this difficulty was due to the representational challenge of adding an additional logical element to a proposition. In more recent work, however, supportive contexts mitigate the processing costs of negation, suggesting that pragmatics can modulate this difficulty. We test the pragmatic hypothesis that listeners’ processing of negation is influenced by expectations about speakers’ production of negation by directly comparing speakers and listeners in two pairs of experiments. In both experiments, speakers produce negative sentences more often when they are both relevant and informative. And in both experiments, listeners in turn are fastest to respond to sentences that they expect speakers to produce. We argue that general pragmatic principles that apply to all sentences can help explain the challenges of processing negation.
否定是语言和逻辑系统的基本要素,但处理否定句可能具有挑战性。早期的研究表明,这种困难是由于向命题添加额外的逻辑元素的表征性挑战。然而,在最近的研究中,支持性语境减轻了否定的加工成本,这表明语用学可以调节这一困难。我们通过两对实验直接比较说话者和听话者对否定的预期,验证了听话者对否定的加工受到听话者对否定的预期的影响这一语用假设。在这两个实验中,说话者使用否定句的频率更高,因为这些否定句既相关又有信息。在这两个实验中,听者反过来对他们期望说话者说出的句子做出最快的反应。我们认为,适用于所有句子的一般语用原则可以帮助解释处理否定的挑战。
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引用次数: 1
Effect of Subsequent Repetitive Tone Stimuli on Time Perception: Replication of Ono and Kitazawa (2010) 后续重复音调刺激对时间知觉的影响:Ono和Kitazawa(2010)的复制
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.74875
Fuminori Ono
Ono and Kitazawa (2010) found that the time interval immediately before a fast auditory flutter was perceived to be shorter than the time interval just before a slow auditory flutter, terming it the subsequent flutter effect. In contrast, conceptual replication studies suggested that this phenomenon is unlikely to replicate. A direct replication of the experiment of Ono and Kitazawa (2010) was performed along with three additional experiments to determine why the subsequent flutter effect was not replicated by the previous conceptual replications. The results indicate that the presence or absence of a control condition in which a flutter is not presented within the same block, as well as the time range within which participants should direct attention, is important for the reproducibility of the subsequent flutter effect.
Ono和Kitazawa(2010)发现,快速听觉颤振之前的时间间隔被认为比缓慢听觉颤振之前的时间间隔短,称之为后续颤振效应。相反,概念复制研究表明,这种现象不太可能复制。对Ono和Kitazawa(2010)的实验进行了直接复制,并进行了另外三个实验,以确定为什么随后的颤振效应不能被先前的概念重复所复制。结果表明,存在或不存在在同一块内不出现颤振的控制条件,以及参与者应注意的时间范围,对于后续颤振效应的可重复性很重要。
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引用次数: 0
Personality Computing With Naturalistic Music Listening Behavior: Comparing Audio and Lyrics Preferences 个性计算与自然音乐聆听行为:比较音频和歌词偏好
IF 2.5 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1525/collabra.75214
L. Sust, Clemens Stachl, Gayatri Kudchadker, M. Bühner, Ramona Schoedel
It is a long-held belief in psychology and beyond that individuals’ music preferences reveal information about their personality traits. While initial evidence relates self-reported preferences for broad musical styles to the Big Five dimensions, little is known about day-to-day music listening behavior and the intrinsic attributes of melodies and lyrics that reflect these individual differences. The present study (N = 330) proposes a personality computing approach to fill these gaps with new insights from ecologically valid music listening records from smartphones. We quantified participants’ music preferences via audio and lyrics characteristics of their played songs through technical audio features from Spotify and textual attributes obtained via natural language processing. Using linear elastic net and non-linear random forest models, these behavioral variables served to predict Big Five personality on domain and facet levels. Out-of-sample prediction performances revealed that – on the domain level – Openness was most strongly related to music listening (r = .25), followed by Conscientiousness (r = .13), while several facets of the Big Five also showed small to medium effects. Hinting at the incremental value of audio and lyrics characteristics, both musical components were differentially informative for models predicting Openness and its facets, whereas lyrics preferences played the more important role for predictions of Conscientiousness dimensions. In doing so, the models’ most predictive variables displayed generally trait-congruent relationships between personality and music preferences. These findings contribute to the development of a cumulative theory on music listening in personality science and may be extended in numerous ways by future work leveraging the computational framework proposed here.
长期以来,心理学和其他领域一直认为,个人的音乐偏好揭示了他们的个性特征。虽然最初的证据将自我报告的对广泛音乐风格的偏好与五大维度联系起来,但人们对日常音乐聆听行为以及反映这些个体差异的旋律和歌词的内在属性知之甚少。目前的研究(N = 330)提出了一种人格计算方法来填补这些空白,从智能手机的生态有效音乐收听记录中获得新的见解。我们通过Spotify的技术音频特征和通过自然语言处理获得的文本属性,通过播放歌曲的音频和歌词特征来量化参与者的音乐偏好。利用线性弹性网络和非线性随机森林模型,这些行为变量在领域和层面上预测了大五人格。样本外预测表现显示,在领域层面上,开放性与音乐聆听的关系最为密切(r = 0.25),其次是责任心(r = 0.13),而五大因素的几个方面也显示出小到中等的影响。暗示音频和歌词特征的增量价值,这两个音乐成分在预测开放性及其方面的模型中具有不同的信息,而歌词偏好在预测责任心维度方面发挥了更重要的作用。在这样做的过程中,模型中最具预测性的变量显示了个性和音乐偏好之间普遍的特征一致关系。这些发现有助于人格科学中音乐聆听累积理论的发展,并可能通过利用本文提出的计算框架的未来工作以多种方式扩展。
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引用次数: 3
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Collabra-Psychology
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