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Curious and Persistent, but not Consistent: Self-regulation Traits and Creativity 好奇、坚持,但不一致:自我调节特质与创造力
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-25 DOI: 10.1002/jocb.638
Shengjie Lin, Zorana Ivcevic, Todd B. Kashdan, Scott Barry Kaufman
The present study examines two self-regulation traits, grit and curiosity, in predicting creative achievement in an adult sample (N = 522). Grit has been related to achievement in various domains, and although prior empirical work failed to find associations with everyday creative activities in adolescent and young adult samples, theoretically it is relevant to long-term creative achievement (which requires persistence). Curiosity supports creative achievement through positive judgments of novelty and an intrinsic motivation to approach instead of avoid uncertainty, and both novelty and uncertainty are central to the creative process. Results showed that the perseverance dimension of grit positively predicted creative achievement, whereas the consistency of interests dimension was negatively related to creative achievement. Additionally, five curiosity dimensions predicted creative achievement above grit. In particular, thrill seeking predicted creative achievement in both art and science; deprivation sensitivity positively predicted creative achievement in art. Our research suggests that, instead of a narrow focus on consistency of interest, creative achievement benefits from curiosity.
本研究探讨了勇气和好奇心这两种自我调节特质在预测成人样本(N = 522)中创造性成就方面的作用。勇气与不同领域的成就有关,虽然之前的实证研究未能发现勇气与青少年日常创造性活动的关联,但从理论上讲,勇气与长期创造性成就(需要坚持不懈)有关。好奇心通过对新奇事物的积极判断以及接近而不是回避不确定性的内在动机来支持创造性成就,而新奇事物和不确定性都是创造性过程的核心。结果表明,毅力维度对创造性成就有积极的预测作用,而兴趣一致性维度与创造性成就呈负相关。此外,五个好奇心维度对创造性成就的预测高于勇气维度。特别是,寻求刺激可以预测艺术和科学领域的创造性成就;对匮乏的敏感性可以正向预测艺术领域的创造性成就。我们的研究表明,与其狭隘地关注兴趣的一致性,创造性成就还可以从好奇心中获益。
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引用次数: 0
The Language of Creativity: Evidence from Humans and Large Language Models 创造力的语言:来自人类和大型语言模型的证据
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-11 DOI: 10.1002/jocb.636
William Orwig, Emma R. Edenbaum, Joshua D. Greene, Daniel L. Schacter

Recent developments in computerized scoring via semantic distance have provided automated assessments of verbal creativity. Here, we extend past work, applying computational linguistic approaches to characterize salient features of creative text. We hypothesize that, in addition to semantic diversity, the degree to which a story includes perceptual details, thus transporting the reader to another time and place, would be predictive of creativity. Additionally, we explore the use of generative language models to supplement human data collection and examine the extent to which machine-generated stories can mimic human creativity. We collect 600 short stories from human participants and GPT-3, subsequently randomized and assessed on their creative quality. Results indicate that the presence of perceptual details, in conjunction with semantic diversity, is highly predictive of creativity. These results were replicated in an independent sample of stories (n = 120) generated by GPT-4. We do not observe a significant difference between human and AI-generated stories in terms of creativity ratings, and we also observe positive correlations between human and AI assessments of creativity. Implications and future directions are discussed.

通过语义距离进行计算机评分的最新发展,提供了对语言创造力的自动评估。在这里,我们扩展了过去的工作,应用计算语言学方法来描述创意文本的显著特征。我们假设,除了语义多样性之外,一个故事在多大程度上包含了感知细节,从而将读者带入另一个时空,也会对创造力产生预测作用。此外,我们还探索使用生成语言模型来补充人类数据收集,并研究机器生成的故事在多大程度上可以模仿人类的创造力。我们从人类参与者和 GPT-3 收集了 600 个短篇故事,随后对其进行了随机化和创造性质量评估。结果表明,感知细节的存在与语义多样性相结合,对创造力具有很高的预测性。这些结果在由 GPT-4 生成的独立故事样本(n = 120)中得到了验证。我们没有观察到人类和人工智能生成的故事在创造力评分方面有明显差异,我们还观察到人类和人工智能对创造力的评估之间存在正相关。我们还讨论了影响和未来发展方向。
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引用次数: 0
Process Modification and Uncontrollability in an Expert Contemporary Artist's Creative Processes 一位专家级当代艺术家创作过程中的程序修改和不可控性
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-10 DOI: 10.1002/jocb.635
Takeshi Okada, Sawako Yokochi
As a case study that consists of two parts, this research investigates how a pro-c class expert artist thinks and acts during art making, paying special attention to exploratory behaviors and task completion processes. In Part 1 of this case study, we videoed an artist's authentic creative process in his studio. We interviewed him about his drawing process by showing him the video recording right after the drawing. We conducted a retrospective interview with him 16 months later as Part 2 of this case study because this experience inspired him to start several new artwork series. We analyzed the video and interview data qualitatively. The results showed that the artist used various exploratory behaviors, including a process modification in which elements in one's ordinary creative process are changed. The process modification triggered different types of drawing actions. Although he participated in task completion processes for self-regulation, he also actively generated a situation in which task completion processes were weakened to experience and utilize feelings of uncontrollability to create something unexpected. We discussed the essential roles of process modification, reflection, and feelings of uncontrollability in artistic creation.
作为一项由两部分组成的案例研究,本研究调查了一位职业艺术家在艺术创作过程中的思维和行为,特别关注探索行为和任务完成过程。在案例研究的第一部分,我们拍摄了一位艺术家在工作室中的真实创作过程。在绘画结束后,我们向他展示了录像,就他的绘画过程对他进行了访谈。16 个月后,我们对他进行了一次回顾性访谈,作为本案例研究的第二部分,因为这次经历启发他开始创作几个新的艺术作品系列。我们对视频和访谈数据进行了定性分析。结果表明,该艺术家使用了各种探索行为,包括改变自己普通创作过程中的元素的过程修改。过程修改引发了不同类型的绘画行为。虽然他参与了任务完成过程以进行自我调节,但他也积极创造了一种弱化任务完成过程的情境,以体验和利用不可控的感觉来创作出意想不到的作品。我们讨论了过程修改、反思和不可控感在艺术创作中的重要作用。
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引用次数: 0
Does Metacognition Matter in Creative Problem-Solving? A Mixed-Methods Analysis of Writing 元认知在创造性解决问题中重要吗?对写作的混合方法分析
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-08 DOI: 10.1002/jocb.630
Marek Urban, Kamila Urban
Creative problem-solving skills are essential for navigating complex, non-routine challenges, enabling individuals to create unique goals, execute innovative procedures and generate original outcomes. While the link between metacognitive skills and the creativity of outcomes was established only recently, further exploration is required to understand their interplay in complex problem-solving. This explanatory sequential mixed-methods study investigated the role of metacognition in solving two ill-defined problem-solving tasks: an experimental Product Improvement Task and an ecologically valid semestral essay. Seventeen undergraduates performed tasks and provided monitoring judgments. Based on the originality of outcomes and accuracy of judgments, three clusters of students were identified: skilled and unaware students underestimating high performance, unskilled and unaware overestimating low performance, and unskilled but aware accurately monitoring low performance. Subsequent in-depth interviews investigated the essay writing process of each cluster. Skilled students effectively utilized metacognitive knowledge, created a unique problem representation, and gathered and synthesized new information to develop essay drafts that were debugged and evaluated. Unskilled and unaware students exhibited deficits in strategy knowledge and had poor metacognitive skills. Unskilled but aware students exhibited low self-efficacy and motivation to perform. These findings emphasize the need for targeted metacognitive and motivational interventions for different clusters of students.
创造性地解决问题的技能对于应对复杂的、非程序化的挑战至关重要,它使个人能够创造独特的目标、执行创新的程序并产生独创性的结果。虽然元认知技能与结果的创造性之间的联系最近才被证实,但要了解它们在解决复杂问题过程中的相互作用,还需要进一步的探索。这项解释性顺序混合方法研究调查了元认知在解决两个不明确的问题解决任务中的作用:一个实验性的产品改进任务和一个生态有效的半命题作文。17 名本科生完成了任务并提供了监测判断。根据结果的独创性和判断的准确性,确定了三个学生群组:熟练且不了解的学生低估了高绩效,不熟练且不了解的学生高估了低绩效,不熟练但了解的学生准确监控了低绩效。随后的深入访谈调查了各组学生的作文写作过程。熟练的学生有效地利用了元认知知识,创建了独特的问题表征,并收集和综合了新的信息,从而形成了经过调试和评估的作文草稿。不熟练和未意识到问题的学生在策略知识方面存在缺陷,元认知能力较差。不熟练但有意识的学生表现出较低的自我效能感和表现动机。这些发现强调了针对不同学生群体进行有针对性的元认知和动机干预的必要性。
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引用次数: 0
Creativity Research Overlooks the Study of Resilience among Young Children: A Bibliometric Network Review 创造力研究忽视了对幼儿复原力的研究:文献计量学网络综述
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-08 DOI: 10.1002/jocb.632
Nicolas B. Verger, Julie Roberts, Jane Guiller, Kareena McAloney-Kocaman

Creativity researchers are increasingly interested in understanding when, how, and for whom creativity can be beneficial. Previous reviews have demonstrated that creativity research largely ignores the study of its impact on factors that promote health, and well-being among populations of adults. It is unclear, in fact, whether this gap in research also extends to creativity research among young children. This paper addresses this issue. Early childhood is a crucial stage for the cognitive development of young children who remain highly sensitive to stress, and adversity. It is therefore essential to identify and promote factors that are beneficial to early childhood resilience, thereby contributing to documenting more of the effects of creative activities on positive outcomes. This paper presents a review with a bibliometric analysis of 1000 randomly selected articles from the Web of Science, without bias towards any specific peer-reviewed journal. The analysis of 454 included articles shows that approximately 80% of the included studies focus on creativity as an outcome (replicating previous findings with a larger sample), with only 3.78% investigating creative activities as predictors among young children. In this small percentage, most of the studies addressed creative activities in young children related to resilience outcomes.

创造力研究人员对了解创造力何时、如何以及对谁有益越来越感兴趣。之前的评论表明,创造力研究在很大程度上忽视了对促进成人健康和幸福的因素的影响的研究。事实上,目前还不清楚这一研究空白是否也延伸到了幼儿的创造力研究中。本文将探讨这一问题。幼儿期是幼儿认知发展的关键阶段,他们对压力和逆境仍然高度敏感。因此,有必要确定并促进有利于幼儿复原力的因素,从而有助于记录更多创造性活动对积极结果的影响。本文对从 "科学网"(Web of Science)上随机选取的 1000 篇文章进行了文献计量分析,不偏重于任何特定的同行评审期刊。对所收录的 454 篇文章进行的分析表明,所收录的研究中约有 80% 将创造力作为研究结果的重点(这与之前的研究结果相吻合,并采用了更大的样本),只有 3.78% 的研究将创造性活动作为幼儿的预测因素进行了调查。在这一小部分研究中,大多数研究都探讨了幼儿创造性活动与复原力结果的关系。
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引用次数: 0
Never Ending Stories? Hebrew Writers' Creative Journey in the Second Half of Life 永无止境的故事?希伯来作家后半生的创作历程
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-05 DOI: 10.1002/jocb.631
Shlomit Aharoni Lir, Liat Ayalon

This qualitative study explored the relationship between creativity, time, age, and the literary world among 16 award-winning Israeli writers in the second half of their lives. Based on data collected through in-depth interviews with the participants, the findings indicate that the writers' creativity in the second half of life was linked to Preservation, Growth, and Decline, leading to four interrelated dimensions: (a) preserving youth through creativity, (b) enhancing creativity over time, (c) navigating creativity, acclaim, and ageism, and (d) managing creativity amidst a changing world. The study found that the writers' creativity was enhanced over time, as they gained experience and developed their skills. However, some writers experienced a decline in stamina or their ability to write long novels. The study also found that the writers' experiences of acceptance from the literary world and the audience changed over time. Some writers continued to receive acclaim and attention, while others experienced ageism and a decline in the audience's interest in their work.

这项定性研究探讨了 16 位以色列获奖作家后半生的创造力、时间、年龄和文学世界之间的关系。根据对参与者进行深入访谈收集到的数据,研究结果表明,作家们后半生的创造力与 "保存"、"成长 "和 "衰退 "相关联,从而形成了四个相互关联的维度:(a)通过创造力保存青春,(b)随着时间的推移增强创造力,(c)在创造力、赞誉和年龄歧视之间游刃有余,以及(d)在不断变化的世界中驾驭创造力。研究发现,随着时间的推移,作家们的创造力得到了提升,因为他们积累了经验,发展了技能。然而,一些作家的耐力或撰写长篇小说的能力有所下降。研究还发现,随着时间的推移,作家们被文学界和读者接受的经历也发生了变化。一些作家继续受到好评和关注,而另一些作家则遭遇了年龄歧视,观众对其作品的兴趣也有所下降。
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引用次数: 0
Loose and Tight: Creative Formation but Rigid Use of Nominal Compounds in Conspiracist Texts 松与紧:阴谋论文本中名称复合词的创造性形成与僵化使用
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-04 DOI: 10.1002/jocb.633
Alessandro Miani, Lonneke van der Plas, Adrian Bangerter

Conspiracy theories (CTs) are spectacular narratives, widely spread, that pose societal threats. We test whether CTs might be linguistically creative products, which would facilitate their transmission and thereby account for their widespread popularity. We analyzed nominal compounds (e.g., mind control, carbon dioxide; N = 1,713,568) from a large corpus of conspiracist and mainstream texts matched by topic. In conspiracist texts, compounds showed greater originality, divergence, and sophistication, but they were used with lower frequency and were more often repeated in different contexts. This pattern suggests a creative aspect in the generation of compounds, coupled with rigidity in their use. We interpret these findings as an effect of loosely defined conceptual boundaries among conspiracist writers, in conjunction with social functions like status or group signaling. Our findings not only contribute to the discourse on creativity in CTs but also provide insights into the communicative advantage of CTs.

阴谋论(CT)是一种广为流传的壮观叙事,对社会构成威胁。我们测试了 "阴谋论 "是否可能是语言上的创造性产物,这将有助于其传播,从而解释其广为流行的原因。我们分析了大量按主题匹配的阴谋论文本和主流文本语料库中的名词化合物(如精神控制、二氧化碳;N = 1,713,568)。在阴谋论文本中,复合词表现出更高的独创性、差异性和复杂性,但其使用频率较低,在不同语境中重复出现的频率更高。这种模式表明,复合词的产生有其创造性的一面,同时其使用也有一定的局限性。我们将这些发现解释为阴谋论作家之间松散定义的概念界限与社会功能(如地位或群体信号)相结合的影响。我们的研究结果不仅有助于讨论共谋语中的创造性,还为共谋语的交际优势提供了见解。
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引用次数: 0
Creative Subprocess Frequencies and Their Relation to Personal Characteristics and Product Creativity: Insights from a Drawing Task Think Aloud Study 创意子过程频率及其与个人特征和产品创意的关系:绘画任务朗读思考研究的启示
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-12-19 DOI: 10.1002/jocb.629
Gregory T. Boldt, James C. Kaufman
Most research on the creative process has focused on idea generation, and the prevalence and influence of many other creative subprocesses remain poorly understood. To clarify different subprocesses' respective roles in creative work, this study investigated their frequencies and associations with creativity-related personal characteristics and product creativity. Undergraduate students (n = 266) articulated their creative thought processes via the think aloud method while completing an open-ended drawing task and completed questionnaires assessing creativity-relevant personal characteristics. Drawings were rated for creativity by quasi-expert judges. Transcripts were coded using an a priori coding scheme informed by models of the creative process, including generation (14%), elaboration (26%), association (9%), selection (4%), evaluation (13%), anchoring (13%), metacognition (7%), and filler (14%). Subprocess frequencies correlated minimally with measures of personal characteristics, although several significant, albeit weak, relationships emerged. A hierarchical regression analysis indicated that the best predictors of drawing creativity were aesthetic fluency, the frequency of anchoring, time spent on task, and, marginally, the frequency of generation. Together, these results provide insight into how relevant personal characteristics and subprocess engagement contribute to drawing creativity and highlight the particular importance of anchoring, which involves monitoring and refining task-related goals and constraints, throughout the creative process.
有关创意过程的大多数研究都集中在创意的产生上,对许多其他创意子过程的普遍性和影响仍知之甚少。为了澄清不同子过程在创意工作中的各自作用,本研究调查了它们的频率以及与创意相关的个人特征和产品创意之间的关联。本科生(n = 266)在完成开放式绘画任务的同时,通过大声思考法表达了他们的创意思维过程,并填写了评估创意相关个人特征的问卷。绘画作品由准专家评委进行创意评分。笔录采用先验编码方案进行编码,该方案参考了创意过程模型,包括生成(14%)、阐述(26%)、联想(9%)、选择(4%)、评价(13%)、锚定(13%)、元认知(7%)和填充(14%)。子过程的频率与个人特征的测量相关性很小,尽管出现了几种重要的关系,但都很微弱。分层回归分析表明,最能预测绘画创造力的因素是审美流畅性、锚定频率、任务花费的时间,以及少量的生成频率。这些结果共同揭示了相关个人特征和子过程参与如何促进绘画创造力,并强调了锚定的特殊重要性,即在整个创造过程中监控和完善与任务相关的目标和限制。
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引用次数: 0
Correction to “The Machines Take over: A Comparison of Various Supervised Learning Approaches for Automated Scoring of Divergent Thinking Tasks” 更正 "机器接管:用于发散性思维任务自动评分的各种监督学习方法的比较"
IF 2.8 2区 心理学 Q2 PSYCHOLOGY, EDUCATIONAL Pub Date : 2023-12-08 DOI: 10.1002/jocb.627
<p>Buczak, P., Huang, H., Forthmann, B., & Doebler, P. (2023). The machines take over: A comparison of various supervised learning approaches for automated scoring of divergent thinking tasks. <i>The Journal of Creative Behavior</i>, <i>57</i>, 17–36. https://doi.org/10.1002/jocb.559 </p><p>Due to an error in our code for the data preprocessing, we only utilized the word embeddings (WEs) of the last word in sentences instead of aggregating all WEs. This affected the use of WEs as model features and resulted in incomplete data usage. Our program code has been fixed and we have rerun our simulations.</p><p>We apologize for this error.</p><p>To highlight the most important differences between the findings reported in Buczak et al. (2023) and the corrected findings, Figure 1 shows the changes in terms of RMSE for the three learners on the Hofelich-Mohr et al. (2016) data set when applied in the setting of our first simulation study using two different semantic spaces. Overall, support vector regression (SVR), extreme gradient boosting (XGB), and random forest (RF) models profited greatly from the updated WEs whenever these were directly included as features. As the “Meta” feature set did not contain WEs in any form, the corresponding models and their results remained unaffected by the change. For the “Meta- + WE-based” feature set, however, the model's performance declined slightly. Regarding the learners, the updated WEs mostly led to a noticeable jump in performance for SVR when using a low-dimensional semantic space (i.e., 50 or 100 dimensions). In these cases, SVR even outperformed XGB and RF. However, SVR suffered when using high-dimensional semantic spaces. Apart from SVR, only subtle differences emerged regarding the choice of semantic space for XGB and RF.</p><p>Similar patterns of change were observed in the results for the Silvia et al. (2008) data, and when looking at correlations instead of the prediction RMSE for both data sets (figures were excluded for the sake of brevity). For the cross-sample prediction setup in our second simulation study, this mostly held up as well. However, when training on Hofelich-Mohr et al. (2016) and predicting Silvia et al. (2008), the performance of SVR increased with increasing semantic space dimensionality when studying the RMSE. For correlation scores, SVR's performance, again, suffered when a semantic space of high dimensionality was used.</p><p>As for the models using the WEs directly, the improved performance was to be expected since the aggregated WEs of all words capture more information about the answer than the WEs of a single word. However, the reasons behind the performance decrease for the models using WE-based features seem less clear-cut. Perhaps, WE-based features such as cosine similarity, WE norm, and the number of high-loading WEs degraded slightly in quality because we added word vectors from single words, including words almost unrelated to the idea described.</p><p>Alt
尽管在低维语义空间中,SVR 的部分性能略优于 XGB 和 RF,但我们仍然坚持最初推荐的 XGB 和 RF,因为它们对语义空间选择的敏感度较低。不过,如果要使用 SVR,降低 WE 的维度(例如通过主成分分析)仍然是一个可行的选择。此外,由于新的结果在很大程度上缩小了我们最初分析中存在的预测性能差距,因此我们关于使用加法构词法而非填充法的建议得到了进一步加强。校正过程中的另一个结果是,我们观察到,典型的英语交替使用任务反应通常会将一个名词作为句子末尾所要表达的思想的中心,因此,最后一个词的 WEs 被证明具有令人惊讶的预测性。除此以外,原讨论内容未受影响。
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引用次数: 0
Associations among Challenge Stress, Hindrance Stress, and Employees' Innovative Work Behavior: Mediation Effects of Thriving at Work and Emotional Exhaustion 挑战压力、阻碍压力与员工创新工作行为之间的关系:工作欣欣向荣与情感枯竭的中介效应
IF 3.9 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-11-29 DOI: 10.1002/jocb.624
Jinyan Xie, Zhonglin Wen, Yiming Ma, Baozhen Cai, Xiqin Liu

Employees' innovative work behavior (IWB) is one of the key factors in improving organizational competitiveness. Previous studies show that challenge and hindrance stress can impact employees' IWB, but our understanding of the exact mechanism underlying the impact is still limited. The present study employed four scales (Challenge and Hindrance Stress Scale, Thriving at Work Scale, Chinese Emotional Exhaustion Scale, and Employee Innovative Behavior Scale) to collect questionnaire data from 789 employees in diverse organizations via an online platform. A two-path mediation model was constructed. The results show that: (a) challenge stress positively predicted thriving at work and IWB; (b) thriving at work played a partial mediation effect between challenge stress and IWB; (c) hindrance stress negatively predicted thriving at work and positively predicted emotional exhaustion; and (4) hindrance stress did not directly impact IWB while thriving at work and emotional exhaustion were main mediators in the relationship between hindrance stress and IWB. These findings suggest that employees should sensibly cope with different work stresses, while managers should plan work tasks scientifically and give employees adequate opportunities to learn and rest in order to keep them in a positive state to solve problems and work creatively.

员工的创新工作行为(IWB)是提高组织竞争力的关键因素之一。以往的研究表明,挑战和阻碍压力会影响员工的创新工作行为,但我们对其确切影响机制的了解仍然有限。本研究采用了四个量表(挑战与阻碍压力量表、工作欣欣向荣量表、中国式情绪耗竭量表和员工创新行为量表),通过在线平台收集了不同组织中 789 名员工的问卷数据。研究构建了一个双路径中介模型。结果表明(a) 挑战压力正向预测了工作欣欣向荣和 IWB;(b) 工作欣欣向荣在挑战压力和 IWB 之间起到了部分中介作用;(c) 阻碍压力负向预测了工作欣欣向荣,正向预测了情绪衰竭;(4) 阻碍压力不直接影响 IWB,而工作欣欣向荣和情绪衰竭是阻碍压力和 IWB 之间关系的主要中介。这些研究结果表明,员工应理智地应对不同的工作压力,而管理者则应科学地规划工作任务,并给予员工充分的学习和休息机会,以保持员工在解决问题和创造性工作时的积极状态。
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引用次数: 0
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Journal of Creative Behavior
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