{"title":"Supplemental Material for Effectiveness of Psychotherapy: Synthesis of a “Meta-Analytic Research Domain” Across World Regions and 12 Mental Health Problems","authors":"","doi":"10.1037/bul0000465.supp","DOIUrl":"https://doi.org/10.1037/bul0000465.supp","url":null,"abstract":"","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"39 1","pages":""},"PeriodicalIF":22.4,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144229372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-01Epub Date: 2025-06-02DOI: 10.1037/bul0000481
Corey E Tatel, Phillip L Ackerman
The extent to which procedural skills involving motor components decay is an issue that has ramifications for skill theory, organizational effectiveness, and individual performance. Prior reviews concluded that longer intervals of nonuse are associated with greater skill decay, but these reviews were based on a modest number of studies, most with short retention intervals. In previous reviews, retention interval has not been investigated as a continuous variable. We report a meta-analysis of skill retention that aims to address these gaps. A search led to the inclusion of 1,344 effect sizes from 457 reports. Random-effects metaregression models were computed with retention interval as a predictor of effect sizes representing changes in performance between skill acquisition and retention. Results indicated that mean differences in SD units grew stronger by 0.08/month for accuracy-based performance measures and 0.06/month for speed-based and mixed performance measures. With lack of use, half of initial skill acquisition performance gains were lost after approximately 6.5 months for accuracy, 13 months for speed, and 11 months for mixed performance. Task type, task complexity, intermittent performance opportunities, and task instructions were identified as possible moderators of skill decay rates. Findings provide researchers with estimates of how much skill decay can be expected if skills are not frequently used and, therefore, when refresher training should be considered. Important methodological considerations for skill retention research were also identified, including the need to isolate retention performance from relearning effects and the need to account for speed-accuracy trade-off functions when interpreting changes in performance over time. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
涉及运动成分的程序性技能衰退的程度是一个影响技能理论、组织效率和个人表现的问题。之前的评论得出结论,较长的不使用间隔与更大的技能衰退有关,但这些评论是基于数量有限的研究,大多数研究的留存间隔较短。在以前的综述中,保留期没有作为一个连续变量进行研究。我们报告了一项旨在解决这些差距的技能保留的元分析。一项搜索从457份报告中纳入了1344个效应值。随机效应元回归模型的计算,保留间隔作为影响大小的预测因子,代表技能习得和保留之间的表现变化。结果表明,在基于准确性的性能测量中,SD单位的平均差异增加了0.08/月,在基于速度和混合性能测量中,SD单位的平均差异增加了0.06/月。在缺乏使用的情况下,在大约6.5个月的准确性、13个月的速度和11个月的混合表现后,一半的初始技能习得绩效收益会消失。任务类型、任务复杂性、间歇性能机会和任务指示被确定为技能衰减率的可能调节因子。研究结果为研究人员提供了一个估计,即如果技能不经常使用,那么技能衰退的程度可能会有多大,因此,什么时候应该考虑进行进修培训。还确定了技能保留研究的重要方法学考虑因素,包括需要将保留绩效与再学习效应分离开来,以及在解释绩效随时间变化时需要考虑速度-准确性权衡函数。(PsycInfo Database Record (c) 2025 APA,版权所有)。
{"title":"Procedural skill retention and decay: A meta-analytic review.","authors":"Corey E Tatel, Phillip L Ackerman","doi":"10.1037/bul0000481","DOIUrl":"10.1037/bul0000481","url":null,"abstract":"<p><p>The extent to which procedural skills involving motor components decay is an issue that has ramifications for skill theory, organizational effectiveness, and individual performance. Prior reviews concluded that longer intervals of nonuse are associated with greater skill decay, but these reviews were based on a modest number of studies, most with short retention intervals. In previous reviews, retention interval has not been investigated as a continuous variable. We report a meta-analysis of skill retention that aims to address these gaps. A search led to the inclusion of 1,344 effect sizes from 457 reports. Random-effects metaregression models were computed with retention interval as a predictor of effect sizes representing changes in performance between skill acquisition and retention. Results indicated that mean differences in <i>SD</i> units grew stronger by 0.08/month for accuracy-based performance measures and 0.06/month for speed-based and mixed performance measures. With lack of use, half of initial skill acquisition performance gains were lost after approximately 6.5 months for accuracy, 13 months for speed, and 11 months for mixed performance. Task type, task complexity, intermittent performance opportunities, and task instructions were identified as possible moderators of skill decay rates. Findings provide researchers with estimates of how much skill decay can be expected if skills are not frequently used and, therefore, when refresher training should be considered. Important methodological considerations for skill retention research were also identified, including the need to isolate retention performance from relearning effects and the need to account for speed-accuracy trade-off functions when interpreting changes in performance over time. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":" ","pages":"696-736"},"PeriodicalIF":19.8,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144199911","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-01Epub Date: 2025-06-02DOI: 10.1037/bul0000479
Irena Lovčević, Titia Benders, Sho Tsuji, Riccardo Fusaroli
There is a long-standing debate about the extent to which vowel hyperarticulation, the production of acoustically exaggerated vowels, occurs in infant-directed speech (IDS). This exaggeration has been argued to result in clearer speech sounds that are easier for infants to process and might be positively related to infants' linguistic outcomes. However, previous findings regarding the presence of vowel hyperarticulation in IDS are seemingly inconsistent and contradictory, making it hard to advance our understanding of the role of hyperarticulation in language development and, consequently, the potential functions/roles of IDS in language acquisition. Thus, we adopted a systematic review and meta-analytic approach to investigate the robustness of vowel hyperarticulation in IDS and identify sources of heterogeneity in the literature. We employed four complementary meta-analytic approaches and evaluated the robustness of results across the different choices. We performed both traditional (Frequentist) and Bayesian meta-analyses first on methodologically consistent studies (20 studies, 42 effect sizes) and then on all studies of vowel hyperarticulation in IDS irrespective of the method (35 studies, 80 effect sizes). Findings indicate the presence of vowel hyperarticulation in IDS compared to adult-directed speech (effect sizes ranging from 0.41 to 0.69), as well as systematic and unsystematic variability due to, for example, cross-linguistic variability and methods employed, making it difficult to identify specific factors associated with stronger vowel hyperarticulation. The quantitative results combined with a systematic review of the literature also enable important methodological insights, which we summarize into recommended practices such as enlarging sample sizes and explicitly incorporating sources of heterogeneity in analyses. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
长期以来,人们一直在争论婴儿指向语(IDS)中元音高发音的程度,即产生声学夸张的元音。这种夸张被认为会导致婴儿更容易处理的更清晰的语音,并且可能与婴儿的语言结果呈正相关。然而,先前关于IDS中存在元音高发音的研究结果似乎不一致和矛盾,这使得我们很难进一步理解高发音在语言发展中的作用,从而难以理解IDS在语言习得中的潜在功能/角色。因此,我们采用系统回顾和荟萃分析方法来研究IDS中元音高发音的稳健性,并确定文献中异质性的来源。我们采用了四种互补的元分析方法,并评估了不同选择结果的稳健性。我们首先对方法学上一致的研究(20项研究,42个效应量)进行了传统的(Frequentist)和贝叶斯荟萃分析,然后对所有关于IDS中元音高发音的研究(35项研究,80个效应量)进行了分析,而不考虑方法(35项研究,80个效应量)。研究结果表明,与成人定向言语相比,IDS中存在元音高发音(效应值从0.41到0.69不等),以及由于跨语言差异和采用的方法导致的系统和非系统变异性,使得难以确定与更强元音高发音相关的具体因素。定量结果与文献的系统回顾相结合,也使重要的方法学见解成为可能,我们将其总结为推荐的实践,如扩大样本量和明确纳入分析中的异质性来源。(PsycInfo Database Record (c) 2025 APA,版权所有)。
{"title":"Acoustic exaggeration of vowels in infant-directed speech: A multimethod meta-analytic review.","authors":"Irena Lovčević, Titia Benders, Sho Tsuji, Riccardo Fusaroli","doi":"10.1037/bul0000479","DOIUrl":"10.1037/bul0000479","url":null,"abstract":"<p><p>There is a long-standing debate about the extent to which vowel hyperarticulation, the production of acoustically exaggerated vowels, occurs in infant-directed speech (IDS). This exaggeration has been argued to result in clearer speech sounds that are easier for infants to process and might be positively related to infants' linguistic outcomes. However, previous findings regarding the presence of vowel hyperarticulation in IDS are seemingly inconsistent and contradictory, making it hard to advance our understanding of the role of hyperarticulation in language development and, consequently, the potential functions/roles of IDS in language acquisition. Thus, we adopted a systematic review and meta-analytic approach to investigate the robustness of vowel hyperarticulation in IDS and identify sources of heterogeneity in the literature. We employed four complementary meta-analytic approaches and evaluated the robustness of results across the different choices. We performed both traditional (Frequentist) and Bayesian meta-analyses first on methodologically consistent studies (20 studies, 42 effect sizes) and then on all studies of vowel hyperarticulation in IDS irrespective of the method (35 studies, 80 effect sizes). Findings indicate the presence of vowel hyperarticulation in IDS compared to adult-directed speech (effect sizes ranging from 0.41 to 0.69), as well as systematic and unsystematic variability due to, for example, cross-linguistic variability and methods employed, making it difficult to identify specific factors associated with stronger vowel hyperarticulation. The quantitative results combined with a systematic review of the literature also enable important methodological insights, which we summarize into recommended practices such as enlarging sample sizes and explicitly incorporating sources of heterogeneity in analyses. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":" ","pages":"669-695"},"PeriodicalIF":19.8,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144199910","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Experiencing success in life has been a principal human endeavor for millennia. Despite broad interest in the subject, no consensual taxonomy exists for domains of life success. In response, we conceptualize and define life success as a multidimensional construct domain, and we then validate a provisional rational taxonomy of 14 life success categories. We subsequently use this taxonomy to quantitatively review and synthesize meta-analyses reporting relations of the Big Five personality traits to variables associated with life success. Altogether, we identify 111 meta-analyses reporting relations to 206 variables, representing N > 2.25 million participants from k > 3,300 studies. First, we examine the extent to which Big Five traits predict life success variables. Next, we distinguish the extent to which prediction is due to personality's elevation (profile level effects) or its configuration (profile pattern effects) using meta-analytic criterion profile analysis (Wiernik et al., 2021). Finding that configurations are vital, we then use clustering algorithms to synthesize similarities among personality configurations across variables and uncover 10 clusters that are hierarchically nested in three metaclusters: contentment (gratification, balance, deference), agentic engagement (accomplishment, high performance, citizenship, ingenuity, leadership), and self-transcendence (support, inclusion). We suggest that these 10 life success clusters represent archetypal life success goals and their associated personality profiles reflect archetypal means for realizing these diverse ends. In summary, we provide a theoretically integrative map of domains of life success. We conclude by discussing implications and future research directions, as well as contributions and limitations of our findings. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
几千年来,体验生活中的成功一直是人类的主要追求。尽管人们对这一主题有着广泛的兴趣,但对于人生成功的各个领域却没有共识的分类。作为回应,我们将人生成功概念化并定义为一个多维结构域,然后我们验证了14个人生成功类别的临时理性分类。随后,我们使用这一分类定量回顾和综合元分析,报告五大人格特质与生活成功相关变量的关系。总的来说,我们确定了111个元分析,报告了与206个变量的关系,代表了来自k > 3,300项研究的N > 225万参与者。首先,我们检查了五大特征预测生活成功变量的程度。接下来,我们使用元分析标准概况分析(Wiernik et al., 2021)区分预测是由于人格提升(概况水平效应)还是其配置(概况模式效应)造成的程度。发现配置是至关重要的,然后我们使用聚类算法来综合变量之间人格配置的相似性,并发现10个集群,这些集群分层嵌套在三个元集群中:满足(满足,平衡,尊重),代理参与(成就,高性能,公民身份,独创性,领导力)和自我超越(支持,包容)。我们认为,这10个人生成功集群代表了原型人生成功目标,而它们相关的人格特征反映了实现这些不同目标的原型手段。总而言之,我们提供了一幅生活成功领域的理论整合图。最后讨论了本研究的启示和未来的研究方向,以及本研究的贡献和局限性。(PsycInfo Database Record (c) 2025 APA,版权所有)。
{"title":"Mapping domains of life success: Insights from meta-analytic criterion profile analysis.","authors":"Michael P Wilmot, Brenton M Wiernik, Deniz S Ones","doi":"10.1037/bul0000476","DOIUrl":"10.1037/bul0000476","url":null,"abstract":"<p><p>Experiencing success in life has been a principal human endeavor for millennia. Despite broad interest in the subject, no consensual taxonomy exists for domains of life success. In response, we conceptualize and define life success as a multidimensional construct domain, and we then validate a provisional rational taxonomy of 14 life success categories. We subsequently use this taxonomy to quantitatively review and synthesize meta-analyses reporting relations of the Big Five personality traits to variables associated with life success. Altogether, we identify 111 meta-analyses reporting relations to 206 variables, representing N > 2.25 million participants from k > 3,300 studies. First, we examine the extent to which Big Five traits predict life success variables. Next, we distinguish the extent to which prediction is due to personality's elevation (profile level effects) or its configuration (profile pattern effects) using meta-analytic criterion profile analysis (Wiernik et al., 2021). Finding that configurations are vital, we then use clustering algorithms to synthesize similarities among personality configurations across variables and uncover 10 clusters that are hierarchically nested in three metaclusters: contentment (gratification, balance, deference), agentic engagement (accomplishment, high performance, citizenship, ingenuity, leadership), and self-transcendence (support, inclusion). We suggest that these 10 life success clusters represent archetypal life success goals and their associated personality profiles reflect archetypal means for realizing these diverse ends. In summary, we provide a theoretically integrative map of domains of life success. We conclude by discussing implications and future research directions, as well as contributions and limitations of our findings. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"151 6","pages":"767-818"},"PeriodicalIF":19.8,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144560961","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-01Epub Date: 2025-06-12DOI: 10.1037/bul0000480
Shanshan Bi, Marlies Maes, Gonneke W J M Stevens, Coriena de Heer, Jian-Bin Li, Yue Sun, Catrin Finkenauer
Trust in other people and institutions is associated with people's well-being across the lifespan. Yet, the strength of these associations varies considerably across studies, and it remains unclear which factors account for this variation. Moreover, some longitudinal studies indicate that trust not only predicts well-being but that subjective well-being also predicts levels of trust. This preregistered meta-analysis provides a comprehensive synthesis of this vast field of research, establishing both the direction and strength of the association between trust and subjective well-being. Based on 991 effect sizes, including a total of 2,518,769 participants, the results of the multilevel meta-analysis revealed a positive overall association between trust and subjective well-being (r = .21). The strength of this association varied depending on the type of trust and component of subjective well-being examined, the age of the participants, and the national-level generalized trust of the country in which the study took place. Despite these variations, the association between trust and subjective well-being was found across all sample and study characteristics examined, underlining the robustness of the association. In addition, results of the longitudinal meta-analyses showed that trust predicts subsequent well-being (k = 55) and that well-being predicts subsequent trust (k = 49). Together, these results suggest that trust and well-being mutually reinforce each other in a cyclical fashion. Since trust needs to be built, these findings underscore the importance of being genuinely trustworthy, whether as an individual or as an institution. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
{"title":"Trust and subjective well-being across the lifespan: A multilevel meta-analysis of cross-sectional and longitudinal associations.","authors":"Shanshan Bi, Marlies Maes, Gonneke W J M Stevens, Coriena de Heer, Jian-Bin Li, Yue Sun, Catrin Finkenauer","doi":"10.1037/bul0000480","DOIUrl":"10.1037/bul0000480","url":null,"abstract":"<p><p>Trust in other people and institutions is associated with people's well-being across the lifespan. Yet, the strength of these associations varies considerably across studies, and it remains unclear which factors account for this variation. Moreover, some longitudinal studies indicate that trust not only predicts well-being but that subjective well-being also predicts levels of trust. This preregistered meta-analysis provides a comprehensive synthesis of this vast field of research, establishing both the direction and strength of the association between trust and subjective well-being. Based on 991 effect sizes, including a total of 2,518,769 participants, the results of the multilevel meta-analysis revealed a positive overall association between trust and subjective well-being (<i>r</i> = .21). The strength of this association varied depending on the type of trust and component of subjective well-being examined, the age of the participants, and the national-level generalized trust of the country in which the study took place. Despite these variations, the association between trust and subjective well-being was found across all sample and study characteristics examined, underlining the robustness of the association. In addition, results of the longitudinal meta-analyses showed that trust predicts subsequent well-being (<i>k</i> = 55) and that well-being predicts subsequent trust (<i>k</i> = 49). Together, these results suggest that trust and well-being mutually reinforce each other in a cyclical fashion. Since trust needs to be built, these findings underscore the importance of being genuinely trustworthy, whether as an individual or as an institution. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":" ","pages":"737-766"},"PeriodicalIF":19.8,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144286426","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Supplemental Material for Trust and Subjective Well-Being Across the Lifespan: A Multilevel Meta-Analysis of Cross-Sectional and Longitudinal Associations","authors":"","doi":"10.1037/bul0000480.supp","DOIUrl":"https://doi.org/10.1037/bul0000480.supp","url":null,"abstract":"","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"46 1","pages":""},"PeriodicalIF":22.4,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144229378","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Supplemental Material for Acoustic Exaggeration of Vowels in Infant-Directed Speech: A Multimethod Meta-Analytic Review","authors":"","doi":"10.1037/bul0000479.supp","DOIUrl":"https://doi.org/10.1037/bul0000479.supp","url":null,"abstract":"","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"478 1","pages":""},"PeriodicalIF":22.4,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144229351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Supplemental Material for Procedural Skill Retention and Decay: A Meta-Analytic Review","authors":"","doi":"10.1037/bul0000481.supp","DOIUrl":"https://doi.org/10.1037/bul0000481.supp","url":null,"abstract":"","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"13 1","pages":""},"PeriodicalIF":22.4,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144229354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Supplemental Material for Handedness in Mental and Neurodevelopmental Disorders: A Systematic Review and Second-Order Meta-Analysis","authors":"","doi":"10.1037/bul0000471.supp","DOIUrl":"https://doi.org/10.1037/bul0000471.supp","url":null,"abstract":"","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"42 1","pages":""},"PeriodicalIF":22.4,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144229356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xin Qin, Xiang Zhou, Chen Chen, Dongyuan Wu, Hansen Zhou, Xiaowei Dong, Limei Cao, Jackson G Lu
Artificial intelligence (AI) is transforming human life. While some studies find that people prefer humans over AI (AI aversion), others find the opposite (AI appreciation). To reconcile these conflicting findings, we introduce the Capability-Personalization Framework. This theoretical framework posits that when deciding between AI and humans in a context, individuals focus on two dimensions: (a) perceived capability of AI and (b) perceived necessity for personalization. We propose that AI appreciation occurs when (a) AI is perceived as more capable than humans and (b) personalization is perceived as unnecessary in a given decision context, whereas AI aversion occurs when these conditions are not met. Our Capability-Personalization Framework is substantiated by a meta-analysis of 442 effect sizes from 163 studies (N = 82,078): AI appreciation occurs (d = 0.27, 95% CI [0.17, 0.37]) when AI is perceived as more capable than humans and personalization is perceived as unnecessary in a given decision context; otherwise, AI aversion occurs (d = -0.50, 95% CI [-0.63, -0.37]). Moderation analyses suggest that AI appreciation is more pronounced for tangible robots (vs. intangible algorithms), for attitudinal (vs. behavioral) outcomes, in between-subjects (vs. within-subjects) study designs, and in low unemployment countries, while AI aversion is more pronounced in countries with high levels of education and internet use. Overall, our integrative framework and meta-analysis advance knowledge about AI-human preferences and offer valuable implications for AI developers and users. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
人工智能(AI)正在改变人类的生活。虽然一些研究发现人们更喜欢人类而不是人工智能(厌恶人工智能),但另一些研究发现相反(欣赏人工智能)。为了调和这些相互矛盾的发现,我们引入了能力-个性化框架。该理论框架认为,当在特定环境中选择人工智能和人类时,个体关注两个维度:(a)人工智能的感知能力和(b)个性化的感知必要性。我们提出,当(a)人工智能被认为比人类更有能力,(b)在给定的决策环境中,个性化被认为是不必要的,就会出现对人工智能的欣赏,而当这些条件不满足时,就会出现对人工智能的厌恶。我们的能力-个性化框架通过对163项研究(N = 82,078)的442个效应大小的荟萃分析得到证实:当人工智能被认为比人类更有能力,而在给定的决策环境中,个性化被认为是不必要的,人工智能就会被欣赏(d = 0.27, 95% CI [0.17, 0.37]);否则,就会出现AI厌恶(d = -0.50, 95% CI[-0.63, -0.37])。适度分析表明,在有形机器人(相对于无形算法)、态度(相对于行为)结果、主体之间(相对于主体内部)研究设计以及低失业率国家,对人工智能的赞赏更为明显,而在教育水平和互联网使用水平较高的国家,对人工智能的厌恶更为明显。总的来说,我们的综合框架和元分析促进了对人工智能-人类偏好的了解,并为人工智能开发者和用户提供了有价值的启示。(PsycInfo Database Record (c) 2025 APA,版权所有)。
{"title":"AI aversion or appreciation? A capability-personalization framework and a meta-analytic review.","authors":"Xin Qin, Xiang Zhou, Chen Chen, Dongyuan Wu, Hansen Zhou, Xiaowei Dong, Limei Cao, Jackson G Lu","doi":"10.1037/bul0000477","DOIUrl":"10.1037/bul0000477","url":null,"abstract":"<p><p>Artificial intelligence (AI) is transforming human life. While some studies find that people prefer humans over AI (AI aversion), others find the opposite (AI appreciation). To reconcile these conflicting findings, we introduce the Capability-Personalization Framework. This theoretical framework posits that when deciding between AI and humans in a context, individuals focus on two dimensions: (a) perceived capability of AI and (b) perceived necessity for personalization. We propose that AI appreciation occurs when (a) AI is perceived as more capable than humans and (b) personalization is perceived as unnecessary in a given decision context, whereas AI aversion occurs when these conditions are not met. Our Capability-Personalization Framework is substantiated by a meta-analysis of 442 effect sizes from 163 studies (N = 82,078): AI appreciation occurs (d = 0.27, 95% CI [0.17, 0.37]) when AI is perceived as more capable than humans and personalization is perceived as unnecessary in a given decision context; otherwise, AI aversion occurs (d = -0.50, 95% CI [-0.63, -0.37]). Moderation analyses suggest that AI appreciation is more pronounced for tangible robots (vs. intangible algorithms), for attitudinal (vs. behavioral) outcomes, in between-subjects (vs. within-subjects) study designs, and in low unemployment countries, while AI aversion is more pronounced in countries with high levels of education and internet use. Overall, our integrative framework and meta-analysis advance knowledge about AI-human preferences and offer valuable implications for AI developers and users. (PsycInfo Database Record (c) 2025 APA, all rights reserved).</p>","PeriodicalId":20854,"journal":{"name":"Psychological bulletin","volume":"151 5","pages":"580-599"},"PeriodicalIF":19.8,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144249295","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}