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Factor retention in ordered categorical variables: Benefits and costs of polychoric correlations in eigenvalue-based testing. 有序分类变量中的因子保留:基于特征值的测试中多变量相关性的好处和代价。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-05-06 DOI: 10.3758/s13428-024-02417-0
Nils Brandenburg
{"title":"Factor retention in ordered categorical variables: Benefits and costs of polychoric correlations in eigenvalue-based testing.","authors":"Nils Brandenburg","doi":"10.3758/s13428-024-02417-0","DOIUrl":"10.3758/s13428-024-02417-0","url":null,"abstract":"<p><p>An essential step in exploratory factor analysis is to determine the optimal number of factors. The Next Eigenvalue Sufficiency Test (NEST; Achim, 2017) is a recent proposal to determine the number of factors based on significance tests of the statistical contributions of candidate factors indicated by eigenvalues of sample correlation matrices. Previous simulation studies have shown NEST to recover the optimal number of factors in simulated datasets with high accuracy. However, these studies have focused on continuous variables. The present work addresses the performance of NEST for ordinal data. It has been debated whether factor models - and thus also the optimal number of factors - for ordinal variables should be computed for Pearson correlation matrices, which are known to underestimate correlations for ordinal datasets, or for polychoric correlation matrices, which are known to be instable. The central research question is to what extent the problems associated with Pearson correlations and polychoric correlations deteriorate NEST for ordinal datasets. Implementations of NEST tailored to ordinal datasets by utilizing polychoric correlations are proposed. In a simulation, the proposed implementations were compared to the original implementation of NEST which computes Pearson correlations even for ordinal datasets. The simulation shows that substituting polychoric correlations for Pearson correlations improves the accuracy of NEST for binary variables and large sample sizes (N = 500). However, the simulation also shows that the original implementation using Pearson correlations was the most accurate implementation for Likert-type variables with four response categories when item difficulties were homogeneous.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362475/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140852527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Connecting process models to response times through Bayesian hierarchical regression analysis. 通过贝叶斯分层回归分析将流程模型与响应时间联系起来。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-05-15 DOI: 10.3758/s13428-024-02400-9
Thea Behrens, Adrian Kühn, Frank Jäkel
{"title":"Connecting process models to response times through Bayesian hierarchical regression analysis.","authors":"Thea Behrens, Adrian Kühn, Frank Jäkel","doi":"10.3758/s13428-024-02400-9","DOIUrl":"10.3758/s13428-024-02400-9","url":null,"abstract":"<p><p>Process models specify a series of mental operations necessary to complete a task. We demonstrate how to use process models to analyze response-time data and obtain parameter estimates that have a clear psychological interpretation. A prerequisite for our analysis is a process model that generates a count of elementary information processing steps (EIP steps) for each trial of an experiment. We can estimate the duration of an EIP step by assuming that every EIP step is of random duration, modeled as draws from a gamma distribution. A natural effect of summing several random EIP steps is that the expected spread of the overall response time increases with a higher EIP step count. With modern probabilistic programming tools, it becomes relatively easy to fit Bayesian hierarchical models to data and thus estimate the duration of a step for each individual participant. We present two examples in this paper: The first example is children's performance on simple addition tasks, where the response time is often well predicted by the smaller of the two addends. The second example is response times in a Sudoku task. Here, the process model contains some random decisions and the EIP step count thus becomes latent. We show how our EIP regression model can be extended to such a case. We believe this approach can be used to bridge the gap between classical cognitive modeling and statistical inference and will be easily applicable to many use cases.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362371/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140943398","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Subgroup detection in linear growth curve models with generalized linear mixed model (GLMM) trees. 使用广义线性混合模型 (GLMM) 树检测线性增长曲线模型中的亚组。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-05-29 DOI: 10.3758/s13428-024-02389-1
Marjolein Fokkema, Achim Zeileis
{"title":"Subgroup detection in linear growth curve models with generalized linear mixed model (GLMM) trees.","authors":"Marjolein Fokkema, Achim Zeileis","doi":"10.3758/s13428-024-02389-1","DOIUrl":"10.3758/s13428-024-02389-1","url":null,"abstract":"<p><p>Growth curve models are popular tools for studying the development of a response variable within subjects over time. Heterogeneity between subjects is common in such models, and researchers are typically interested in explaining or predicting this heterogeneity. We show how generalized linear mixed-effects model (GLMM) trees can be used to identify subgroups with different trajectories in linear growth curve models. Originally developed for clustered cross-sectional data, GLMM trees are extended here to longitudinal data. The resulting extended GLMM trees are directly applicable to growth curve models as an important special case. In simulated and real-world data, we assess performance of the extensions and compare against other partitioning methods for growth curve models. Extended GLMM trees perform more accurately than the original algorithm and LongCART, and similarly accurate compared to structural equation model (SEM) trees. In addition, GLMM trees allow for modeling both discrete and continuous time series, are less sensitive to (mis-)specification of the random-effects structure and are much faster to compute.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141173769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Associations between bed-sharing in infancy and childhood internalizing and externalizing symptoms. 婴儿期分床与儿童期内化和外化症状之间的关系。
IF 3.3 2区 心理学
Attachment & Human Development Pub Date : 2024-10-01 Epub Date: 2024-07-21 DOI: 10.1080/14616734.2024.2380427
Ayten Bilgin, Isabel Morales-Muñoz, Catherine Winsper, Dieter Wolke
{"title":"Associations between bed-sharing in infancy and childhood internalizing and externalizing symptoms.","authors":"Ayten Bilgin, Isabel Morales-Muñoz, Catherine Winsper, Dieter Wolke","doi":"10.1080/14616734.2024.2380427","DOIUrl":"10.1080/14616734.2024.2380427","url":null,"abstract":"<p><p>Bed-sharing is a controversial but common parenting practice with claimed benefits for emotional and behavioral development. Using data from the UK Millennium Cohort Study (<i>N</i> = 16,599), this prospective study investigated whether bed-sharing at 9 months is associated with childhood internalizing and externalizing symptom trajectories. Children were grouped by their patterns of co-developing internalizing and externalizing symptoms from 3 to 11 years of age using a parallel process latent class growth analysis. There were no associations between bed-sharing at 9 months of age and internalizing and externalizing symptom trajectories across childhood. This finding suggests that bed-sharing at 9 months has no positive or negative influence on the development of internalizing and externalizing symptoms across childhood. Clinicians should inform parents that bed-sharing during the second half of the first year is unlikely to have an impact on the later emotional and behavioral development of the children.</p>","PeriodicalId":8632,"journal":{"name":"Attachment & Human Development","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141733457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prospective evaluation of 24-hour movement behaviors among adolescents recovering from a sport-related concussion. 对运动相关脑震荡后恢复期青少年 24 小时运动行为的前瞻性评估。
IF 1.4 4区 心理学
Applied Neuropsychology: Child Pub Date : 2024-10-01 Epub Date: 2023-02-21 DOI: 10.1080/21622965.2023.2181082
Riley P Brayton, August M Price, Carrie Jones, Christine Ellis, Scott Burkhart, Gregory Knell
{"title":"Prospective evaluation of 24-hour movement behaviors among adolescents recovering from a sport-related concussion.","authors":"Riley P Brayton, August M Price, Carrie Jones, Christine Ellis, Scott Burkhart, Gregory Knell","doi":"10.1080/21622965.2023.2181082","DOIUrl":"10.1080/21622965.2023.2181082","url":null,"abstract":"<p><p>This study aimed to describe the 24-hour composition of movement behaviors, including sleep, sedentary behavior, and physical activity (PA), among pediatric sports-related concussion (SRC) patients over their recovery period, assess the association between movement compositions and recovery time, and understand feasibility of 24-hour accelerometry in the study population. A cohort of 50 pediatric SRC patients were asked to wear a wrist-worn accelerometer continuously for the duration of their recovery. Among all enrolled participants, the sample was primarily 14 or 15 years of age (65%), female (55%), and recovered in under 28 days (88%). Accelerometer compliance was moderate; 35 participants (70%) were compliant with the protocol. Compositional analysis was used to address time-use objectives in 33 participants who provided adequate data for inclusion. Overall, participants spent an average of 50% of their 24-hour day sedentary, 33% sleeping, 11% in light intensity PA, and 6% in moderate or vigorous intensity PA. The 24-hour composition of movement behaviors was not associated with recovery time (<i>p</i> = .09-.99). However, the limited sample size may have contributed to null findings. Given recent evidence supporting the effects of sedentary behavior and PA on concussion recovery, future studies should aim to further validate these findings in a larger sample.</p>","PeriodicalId":8047,"journal":{"name":"Applied Neuropsychology: Child","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10752227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Relation between Residential Mobility and Internalizing and Externalizing Problems in Adolescence: The Role of Subjective Moving Experience, Gender, and Friendship Quality. 青少年时期居住地迁移与内化和外化问题之间的关系:主观迁移经历、性别和友谊质量的作用。
IF 3.7 1区 心理学
Journal of Youth and Adolescence Pub Date : 2024-10-01 Epub Date: 2024-05-24 DOI: 10.1007/s10964-024-02014-6
Juul H D Henkens, Gonneke W J M Stevens, Helga A G de Valk
{"title":"The Relation between Residential Mobility and Internalizing and Externalizing Problems in Adolescence: The Role of Subjective Moving Experience, Gender, and Friendship Quality.","authors":"Juul H D Henkens, Gonneke W J M Stevens, Helga A G de Valk","doi":"10.1007/s10964-024-02014-6","DOIUrl":"10.1007/s10964-024-02014-6","url":null,"abstract":"<p><p>Adolescent residential mobility can be a stressful life event, potentially aggravating internalizing or externalizing problems. However, the longitudinal effects of residential mobility are understudied and may be context-dependent. This study investigates the longitudinal associations between adolescent residential mobility and internalizing and externalizing problems. Additionally, this study examines for whom residential moves are most detrimental by including subjective moving experience, gender, and friendship quality before the move as moderators. Longitudinal data from 2,029 adolescents (51% female) from the TRacking Adolescents' Individual Lives Survey (TRAILS) were used (M<sub>age</sub> [SD] at T1 = 11.1 [0.55], T2 = 13.6 [0.52], and T3 = 16.3 [0.70]). Results from stepwise multi-level random-effect models showed that adolescents who experienced an unpleasant move remained stable in internalizing problems, while others decreased over time. Adolescents who moved increased stronger in externalizing problems than adolescents who did not move, independent of whether they experienced the move as unpleasant. Gender and friendship quality before the move did not moderate the relation between residential mobility and internalizing or externalizing problem development. These results emphasize that residential moves in adolescence, especially when experienced as unpleasant, can have long-lasting negative effects on adolescent development.</p>","PeriodicalId":17624,"journal":{"name":"Journal of Youth and Adolescence","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11413126/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141093738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DSM-5 criterion-a-based trauma types in service members and veterans seeking treatment for posttraumatic stress disorder. 寻求创伤后应激障碍治疗的军人和退伍军人中基于 DSM-5 标准 a 的创伤类型。
IF 2.7 2区 心理学
Psychological trauma : theory, research, practice and policy Pub Date : 2024-10-01 Epub Date: 2023-07-06 DOI: 10.1037/tra0001537
Natasha Benfer, Breanna Grunthal, Katherine A Dondanville, Stacey Young-McCaughan, Abby Blankenship, Chadi G Abdallah, Sudie E Back, Julianne Flanagan, Edna B Foa, Peter T Fox, John H Krystal, Brian P Marx, Donald D McGeary, Carmen P McLean, Kristi E Pruiksma, Patricia A Resick, John D Roache, Paulo Shiroma, Denise M Sloan, Daniel J Taylor, Jennifer Schuster Wachen, Argelio L López-Roca, Karin L Nicholson, Richard P Schobitz, Christian C Schrader, Allah-Fard M Sharrieff, Jeffrey S Yarvis, Jim Mintz, Terence M Keane, Alan L Peterson, Brett T Litz
{"title":"DSM-5 criterion-a-based trauma types in service members and veterans seeking treatment for posttraumatic stress disorder.","authors":"Natasha Benfer, Breanna Grunthal, Katherine A Dondanville, Stacey Young-McCaughan, Abby Blankenship, Chadi G Abdallah, Sudie E Back, Julianne Flanagan, Edna B Foa, Peter T Fox, John H Krystal, Brian P Marx, Donald D McGeary, Carmen P McLean, Kristi E Pruiksma, Patricia A Resick, John D Roache, Paulo Shiroma, Denise M Sloan, Daniel J Taylor, Jennifer Schuster Wachen, Argelio L López-Roca, Karin L Nicholson, Richard P Schobitz, Christian C Schrader, Allah-Fard M Sharrieff, Jeffrey S Yarvis, Jim Mintz, Terence M Keane, Alan L Peterson, Brett T Litz","doi":"10.1037/tra0001537","DOIUrl":"10.1037/tra0001537","url":null,"abstract":"<p><strong>Objective: </strong>In posttraumatic stress disorder (PTSD), the assumption of the equipotentiality of traumas ignores potentially unique contexts and consequences of different traumas. Accordingly, Stein et al. (2012) developed a reliable typing scheme in which assessors categorized descriptions of traumatic events into six \"types\": life threat to self (LTS), life threat to other, aftermath of violence (AV), traumatic loss, moral injury by self (MIS), and moral injury by other (MIO). We extended this research by validating the typing scheme using <i>participant endorsements of type</i>, rather than assesor-based types. We examined the concordance of participant and assesor types, frequency, and validity of participant-based trauma types by examining associations with baseline mental and behavioral health problems.</p><p><strong>Method: </strong>Interviewers enrolled military personnel and veterans (<i>N</i> = 1,443) in clinical trials of PTSD and helped them select the most currently distressing Criterion-A trauma. Participants and, archivally, assessors typed the distressing aspect(s) of this experience.</p><p><strong>Results: </strong>AV was the most frequently participant-endorsed type, but LTS was the most frequently rated worst part of an event. Although participants endorsed MIS and MIO the least frequently, these were associated with worse mental and behavioral health problems. The agreement between participants and assessors regarding the worst part of the event was poor.</p><p><strong>Conclusion: </strong>Because of discrepancies between participant and assessor typologies, clinical researchers should use participants' ratings, and these should trump assessor judgment. Differences in pretreatment behavioral and mental health problems across some participant-endorsed trauma types partially support the validity of the participant ratings. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":20982,"journal":{"name":"Psychological trauma : theory, research, practice and policy","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10770283/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9746835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Speech production and perception data collection in R: A tutorial for web-based methods using speechcollectr. 用 R 语言收集语音生成和感知数据:使用 speechcollectr 的网络方法教程。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-06-03 DOI: 10.3758/s13428-024-02399-z
Abbey L Thomas, Peter F Assmann
{"title":"Speech production and perception data collection in R: A tutorial for web-based methods using speechcollectr.","authors":"Abbey L Thomas, Peter F Assmann","doi":"10.3758/s13428-024-02399-z","DOIUrl":"10.3758/s13428-024-02399-z","url":null,"abstract":"<p><p>This tutorial is designed for speech scientists familiar with the R programming language who wish to construct experiment interfaces in R. We begin by discussing some of the benefits of building experiment interfaces in R-including R's existing tools for speech data analysis, platform independence, suitability for web-based testing, and the fact that R is open source. We explain basic concepts of reactive programming in R, and we apply these principles by detailing the development of two sample experiments. The first of these experiments comprises a speech production task in which participants are asked to read words with different emotions. The second sample experiment involves a speech perception task, in which participants listen to recorded speech and identify the emotion the talker expressed with forced-choice questions and confidence ratings. Throughout this tutorial, we introduce the new R package speechcollectr, which provides functions uniquely suited to web-based speech data collection. The package streamlines the code required for speech experiments by providing functions for common tasks like documenting participant consent, collecting participant demographic information, recording audio, checking the adequacy of a participant's microphone or headphones, and presenting audio stimuli. Finally, we describe some of the difficulties of remote speech data collection, along with the solutions we have incorporated into speechcollectr to meet these challenges.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141198617","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Graded Incomplete Letters Test (GILT): a rapid test to detect cortical visual loss, with UK Biobank implementation. 分级不完整字母测试 (GILT):检测大脑皮层视力损失的快速测试,在英国生物银行实施。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-06-18 DOI: 10.3758/s13428-024-02448-7
Kxx Yong, A Petzold, P Foster, A Young, S Bell, Y Bai, A P Leff, S Crutch, J A Greenwood
{"title":"The Graded Incomplete Letters Test (GILT): a rapid test to detect cortical visual loss, with UK Biobank implementation.","authors":"Kxx Yong, A Petzold, P Foster, A Young, S Bell, Y Bai, A P Leff, S Crutch, J A Greenwood","doi":"10.3758/s13428-024-02448-7","DOIUrl":"10.3758/s13428-024-02448-7","url":null,"abstract":"<p><p>Impairments of object recognition are core features of neurodegenerative syndromes, in particular posterior cortical atrophy (PCA; the 'visual-variant Alzheimer's disease'). These impairments arise from damage to higher-level cortical visual regions and are often missed or misattributed to common ophthalmological conditions. Consequently, diagnosis can be delayed for years with considerable implications for patients. We report a new test for the rapid measurement of cortical visual loss - the Graded Incomplete Letters Test (GILT). The GILT is an optimised psychophysical variation of a test used to diagnose cortical visual impairment, which measures thresholds for recognising letters under levels of increasing visual degradation (decreasing \"completeness\") in a similar fashion to ophthalmic tests. The GILT was administered to UK Biobank participants (total n=2,359) and participants with neurodegenerative conditions characterised by initial cortical visual (PCA, n=18) or memory loss (typical Alzheimer's disease, n=9). UK Biobank participants, including both typical adults and those with ophthalmological conditions, were able to recognise letters under low levels of completeness. In contrast, participants with PCA consistently made errors with only modest decreases in completeness. GILT sensitivity to PCA was 83.3% for participants reaching the 80% accuracy cut-off, increasing to 88.9% using alternative cut-offs (60% or 100% accuracy). Specificity values were consistently over 94% when compared to UK Biobank participants without or with documented visual conditions, regardless of accuracy cut-off. These first-release UK Biobank and clinical verification data suggest the GILT has utility in both rapidly detecting visual perceptual losses following posterior cortical damage and differentiating perceptual losses from common eye-related conditions.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362218/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141417597","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparative evaluation of measures to assess randomness in human-generated sequences. 人类生成序列随机性评估措施的比较评估。
IF 4.6 2区 心理学
Behavior Research Methods Pub Date : 2024-10-01 Epub Date: 2024-07-01 DOI: 10.3758/s13428-024-02456-7
Tim Angelike, Jochen Musch
{"title":"A comparative evaluation of measures to assess randomness in human-generated sequences.","authors":"Tim Angelike, Jochen Musch","doi":"10.3758/s13428-024-02456-7","DOIUrl":"10.3758/s13428-024-02456-7","url":null,"abstract":"<p><p>Whether and how well people can behave randomly is of interest in many areas of psychological research. The ability to generate randomness is often investigated using random number generation (RNG) tasks, in which participants are asked to generate a sequence of numbers that is as random as possible. However, there is no consensus on how best to quantify the randomness of responses in human-generated sequences. Traditionally, psychologists have used measures of randomness that directly assess specific features of human behavior in RNG tasks, such as the tendency to avoid repetition or to systematically generate numbers that have not been generated in the recent choice history, a behavior known as cycling. Other disciplines have proposed measures of randomness that are based on a more rigorous mathematical foundation and are less restricted to specific features of randomness, such as algorithmic complexity. More recently, variants of these measures have been proposed to assess systematic patterns in short sequences. We report the first large-scale integrative study to compare measures of specific aspects of randomness with entropy-derived measures based on information theory and measures based on algorithmic complexity. We compare the ability of the different measures to discriminate between human-generated sequences and truly random sequences based on atmospheric noise, and provide a systematic analysis of how the usefulness of randomness measures is affected by sequence length. We conclude with recommendations that can guide the selection of appropriate measures of randomness in psychological research.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362514/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141490709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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