Behavior Research Methods最新文献

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Computerized Open-Source Navon Test (COSNaT): Normative data for the assessment of global processing abilities and simultanagnosia in the Italian population. 计算机化开源Navon测试(COSNaT):评估意大利人群全球处理能力和同时失认症的规范性数据。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-12 DOI: 10.3758/s13428-025-02811-2
Laura Veronelli, Roberta Daini, Marcello Gallucci, Carlo Toneatto, Silvia Pino, Lucia Ghielmi, Silvia Primativo
{"title":"Computerized Open-Source Navon Test (COSNaT): Normative data for the assessment of global processing abilities and simultanagnosia in the Italian population.","authors":"Laura Veronelli, Roberta Daini, Marcello Gallucci, Carlo Toneatto, Silvia Pino, Lucia Ghielmi, Silvia Primativo","doi":"10.3758/s13428-025-02811-2","DOIUrl":"https://doi.org/10.3758/s13428-025-02811-2","url":null,"abstract":"<p><p>Disorders in global processing abilities may be evident when posterior cortical regions are damaged due to a focal brain lesion or neurodegenerative diseases, such as posterior cortical atrophy (PCA). While in severe cases global processing deficits are evident as simultanagnosia, subtle impairments may be present early, as in patients with multi-domain mild cognitive impairment (MCI). The aim of the present study is to provide norms for the Computerized Open-Source Navon Test (COSNaT), which has already been validated in clinical populations. After a baseline that requires identifying large and small standard letters, the test measures the ability to identify the global and local levels of incongruent Navon's hierarchical letters. A total of 200 neurologically unimpaired participants (113 F, 56.5%) with a mean age of 57.2 years (range 20-90) and a mean education of 14.1 years (range 5-28) took part in the study. The influence of demographic variables (age, education, sex) on participants' performance was evaluated using measures of errors and response times (global, local, and delta global/local). Raw scores, regression-based adjustments for age and education levels, and equivalent scores were provided for each index. The present study provides norms in the Italian population for the COSNaT, which has been shown to be sensitive in detecting global processing impairments and simultanagnosia in different clinical populations (PCA, amnestic MCI). The computerized test may contribute to a more accurate clinical characterization of the neuropsychological profile of patients with different etiologies, as well as in prodromal stages of neurodegenerative diseases.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"284"},"PeriodicalIF":3.9,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145051736","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
Using machine learning to automate the collection, transcription, and analysis of verbal-report data. 使用机器学习自动收集、转录和分析口头报告数据。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-12 DOI: 10.3758/s13428-025-02800-5
Tehilla Ostrovsky, Paul Ungermann, Chris Donkin
{"title":"Using machine learning to automate the collection, transcription, and analysis of verbal-report data.","authors":"Tehilla Ostrovsky, Paul Ungermann, Chris Donkin","doi":"10.3758/s13428-025-02800-5","DOIUrl":"https://doi.org/10.3758/s13428-025-02800-5","url":null,"abstract":"<p><p>What people think and say during experiments is important for our understanding of the human mind. However, the collection and analysis of verbal-report data in experiments are relatively costly and are thus grossly underutilized. Here, we aim to reduce such costs by providing software that collects, transcribes, and analyzes verbal-report data. Verbal data are collected using jsPsych (De Leeuw, Behavior Research Methods, 47, 1-12, 2015), making it suitable for both online and lab-based experiments. The transcription and analyses rely on classical machine-learning methods as well as deep learning approaches (e.g., large language models), making them substantially more efficient than current methods using human coders. We demonstrate how to use the software we provide in a case study via a simple memory experiment. This collection of software was designed to be modular, allowing for the update and replacement of various components with superior models, as well as the easy addition of new methods. It is our sincere hope that this approach popularizes the collection of verbal-report data in psychology experiments.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"285"},"PeriodicalIF":3.9,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145051741","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 Emotional Crying Behavior Dataset (ECBD): A comprehensive resource to study the multifaceted nature of emotional crying. 情绪哭泣行为数据集(ECBD):研究情绪哭泣的多面性的综合资源。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-10 DOI: 10.3758/s13428-025-02766-4
Monika Wróbel, Janis Zickfeld, Paweł Ciesielski
{"title":"The Emotional Crying Behavior Dataset (ECBD): A comprehensive resource to study the multifaceted nature of emotional crying.","authors":"Monika Wróbel, Janis Zickfeld, Paweł Ciesielski","doi":"10.3758/s13428-025-02766-4","DOIUrl":"10.3758/s13428-025-02766-4","url":null,"abstract":"<p><p>Emotional crying is a complex and multifaceted expression that is frequently observed in humans. Its communicative effects have been recently studied in more detail. However, many studies focus on just one specific feature of emotional crying, most often emotional tears, neglecting the complex nature of the expression. Reports about crying episodes observe that tears most commonly occur in combination with other features such as facial expressions, vocalizations, gestures, and varied temporal dynamics. This shortcoming in research is mostly explained by a lack of adequately controlled stimuli depicting different crying features. Here, we provide a solution for this problem by introducing the Emotional Crying Behavior Dataset (ECBD), an openly available resource of 500 videos depicting 10 actors posing variations in tear intensity, facial expression intensity, vocalizations, gestures, and temporal dynamics, and the combination thereof. We present two studies (N = 2,729) providing evidence for the validity of the dataset. In addition, we developed a static supplementary resource (ECBD-S) with 70 pictures depicting variations in tears and facial expression intensity that was successfully validated across two studies (N = 601). Overall, our findings support the validity of this new stimulus set that closes a gap in the research on the interpersonal effects of emotional crying. The dataset is openly available for non-commercial research purposes at https://zenodo.org/records/15147817 .</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"281"},"PeriodicalIF":3.9,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12423160/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145032475","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
Automatic infant 2D pose estimation from videos: Comparing seven deep neural network methods. 基于视频的婴儿2D姿态自动估计:比较7种深度神经网络方法。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-10 DOI: 10.3758/s13428-025-02816-x
Filipe Gama, Matěj Mísař, Lukáš Navara, Sergiu T Popescu, Matej Hoffmann
{"title":"Automatic infant 2D pose estimation from videos: Comparing seven deep neural network methods.","authors":"Filipe Gama, Matěj Mísař, Lukáš Navara, Sergiu T Popescu, Matej Hoffmann","doi":"10.3758/s13428-025-02816-x","DOIUrl":"https://doi.org/10.3758/s13428-025-02816-x","url":null,"abstract":"<p><p>Automatic markerless estimation of infant posture and motion from ordinary videos carries great potential for movement studies \"in the wild\", facilitating understanding of motor development and massively increasing the chances of early diagnosis of disorders. There has been a rapid development of human pose estimation methods in computer vision, thanks to advances in deep learning and machine learning. However, these methods are trained on datasets that feature adults in different contexts. This work tests and compares seven popular methods (AlphaPose, DeepLabCut/DeeperCut, Detectron2, HRNet, MediaPipe/BlazePose, OpenPose, and ViTPose) on videos of infants in supine position and in more complex settings. Surprisingly, all methods except DeepLabCut and MediaPipe exhibit competitive performance without additional fine-tuning, with ViTPose performing the best. Next to standard performance metrics (average precision and recall), we introduce errors expressed in the neck-mid-hip (torso length) ratio and additionally study missing and redundant detections, and the reliability of the internal confidence ratings of the different methods, which are relevant for downstream tasks. Among the networks with competitive performance, only AlphaPose could run at close to real-time speed (27 fps) on our machine. We provide documented Docker containers or instructions for all the methods we used, our analysis scripts, and the processed data at https://hub.docker.com/u/humanoidsctu and https://osf.io/x465b/ .</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"280"},"PeriodicalIF":3.9,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145032658","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
From semantic knowledge to semantic features: French semantic feature production norms for 360 concepts. 从语义知识到语义特征:360个概念的法语语义特征生成规范。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-10 DOI: 10.3758/s13428-025-02814-z
Widad Rachdi, Stéphanie Mathey, Christelle Robert
{"title":"From semantic knowledge to semantic features: French semantic feature production norms for 360 concepts.","authors":"Widad Rachdi, Stéphanie Mathey, Christelle Robert","doi":"10.3758/s13428-025-02814-z","DOIUrl":"https://doi.org/10.3758/s13428-025-02814-z","url":null,"abstract":"<p><p>This article presents a new set of semantic feature production norms, collected from 580 young adults, for 360 French concepts across various semantic categories. Although empirically derived feature norms have been developed for several languages and have been shown to be useful for investigating semantic memory and providing assessment tools, none are currently available for native French-speaking populations. In this study, the participants performed a property generation task in which they were asked to list features to describe the characteristics of each given concept (e.g., for apple: <is a fruit>, <can be red>, <has seeds>). After having conducted a unification procedure of the participants' productions, we included a total of 4586 semantic features in the norms. We then computed various semantic indexes, ranging from semantic richness variables (e.g., number of features, semantic neighborhood density) to feature informativeness variables (e.g., relevance, cue validity, distinctiveness). In the end, the present semantic feature production norms are organized into four different openly available datasets, each describing a set of semantic measures: (1) concept-feature measures, (2) concept measures, (3) concept-concept matrix, and (4) feature-feature matrix. These semantic feature norms for French concepts should be a valuable tool for researchers interested in investigating normal and impaired semantic cognition.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"282"},"PeriodicalIF":3.9,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145032490","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
Parameter estimation of hyper-spherical diffusion models with a time-dependent threshold: An integral equation method. 具有时变阈值的超球面扩散模型的参数估计:一种积分方程法。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-10 DOI: 10.3758/s13428-025-02810-3
Amir Hosein Hadian Rasanan, Nathan J Evans, Jamal Amani Rad, Jörg Rieskamp
{"title":"Parameter estimation of hyper-spherical diffusion models with a time-dependent threshold: An integral equation method.","authors":"Amir Hosein Hadian Rasanan, Nathan J Evans, Jamal Amani Rad, Jörg Rieskamp","doi":"10.3758/s13428-025-02810-3","DOIUrl":"10.3758/s13428-025-02810-3","url":null,"abstract":"<p><p>Over the past several decades, decision-making research has been dominated by the study of binary choice tasks, with key models assuming that people remain equally cautious regardless of how long they have spent on the choice problem. Recent research has begun to place a greater focus on studying tasks with a continuous-response scale, as well as models that allow for decreases in caution over decision time; however, these research topics have remained separate from one another. For instance, proposed models of continuous-response scales have assumed constant caution over time, and studies investigating whether caution decreases over time have focused on binary choice tasks. One reason for this separation is the lack of methodology for estimating the parameters of the decision models with time-dependent parameters for continuous responses. This paper aims to provide a stable and efficient parameter estimation technique for hyper-spherical diffusion models with a time-dependent threshold. Here, we propose an integral equation method for estimating the first-passage time distribution of hyper-spherical diffusion models. We assessed the robustness of our method through parameter recovery studies for constant and time-dependent threshold models, with our results demonstrating efficient and precise estimates for the parameters in both situations.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"283"},"PeriodicalIF":3.9,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12423271/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145032484","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
Improving applications of a design-comparable effect size in single-case designs. 改进设计可比效应量在单例设计中的应用。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-08 DOI: 10.3758/s13428-025-02715-1
Yi-Kai Chen, Tong-Rong Yang, Li-Ting Chen, Cheng-Yu Hsieh, Che Cheng, Po-Ju Wu, Chao-Ying Joanne Peng
{"title":"Improving applications of a design-comparable effect size in single-case designs.","authors":"Yi-Kai Chen, Tong-Rong Yang, Li-Ting Chen, Cheng-Yu Hsieh, Che Cheng, Po-Ju Wu, Chao-Ying Joanne Peng","doi":"10.3758/s13428-025-02715-1","DOIUrl":"https://doi.org/10.3758/s13428-025-02715-1","url":null,"abstract":"<p><p>g<sub>AB</sub> is a design-comparable effect size that has been recommended by the What Works Clearinghouse since 2020 to assess an intervention effect in single-case studies and for meta-analyses. Yet, no research has systematically studied how g<sub>AB</sub>'s performance could be impacted by its non-convergence, and how g<sub>AB</sub>'s non-convergence and performance could be improved by increasing the case size (m) and measurement size (N). This study expanded on the work of Pustejovsky et al. (Journal of Educational and Behavioral Statistics, 39(5), 368-393, 2014) and Chen et al. (Behavioral Research Methods, 56, 379-405, 2024) to investigate the impact of a wide range of m and N, data distribution, autocorrelation, within-case reliability, and ratio of variance components on g<sub>AB</sub>'s non-convergence rate and performance in multiple-baseline designs. g<sub>AB</sub>'s performance was assessed by relative bias, relative bias of variance, and coverage rate of 95% symmetric CIs. Findings revealed that g<sub>AB</sub>'s performance was improved by convergence, especially when data were non-normal. In addition, g<sub>AB</sub>'s convergence improved by increasing m, within-case reliability, and ratio of variance components. When data distribution was normal, converged g<sub>AB</sub> improved with large m and large within-case reliability. When data distribution was mildly non-normal, converged g<sub>AB</sub> improved with medium to large m and small within-case reliability. When data distribution was moderately non-normal, converged g<sub>AB</sub> improved with small to medium m and small within-case reliability. Optimal m depended on data distribution and within-case reliability. N had a trivial impact on converged g<sub>AB</sub>. In sum, our findings demonstrated the importance of g<sub>AB</sub>'s convergence and optimal m to improve its application.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"279"},"PeriodicalIF":3.9,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145022775","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
Modeling within-level latent interaction effects in multilevel vector-autoregressive models. 多层次向量自回归模型中水平内潜在相互作用效应的建模。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-05 DOI: 10.3758/s13428-025-02694-3
Jana Holtmann, Kenneth Koslowski
{"title":"Modeling within-level latent interaction effects in multilevel vector-autoregressive models.","authors":"Jana Holtmann, Kenneth Koslowski","doi":"10.3758/s13428-025-02694-3","DOIUrl":"10.3758/s13428-025-02694-3","url":null,"abstract":"<p><p>The study of time-dependent within-person dynamics has gained popularity in recent years through the use of multilevel (latent) time-series models. However, due to the complexity of the models, model applications are usually limited with respect to the inclusion of time-varying moderating factors on the longitudinal within-person relations between variables. That is, in common applications of multilevel time-series models, the within-person dynamics of constructs over time are regarded as being insensitive to changes in other time-varying factors or changes in contexts. We illustrate an extension of multilevel latent time-series models that incorporate latent interaction effects at the dynamic within-person level. We build on previous work that incorporated time-varying observed or latent moderator variables for the dynamic parameters in vector autoregressive models and provide a tutorial for the application of the models, implemented and estimated using Bayesian estimation via Markov chain Monte Carlo techniques. The models are illustrated by two empirical applications that investigate the temporal dynamics of negative affect, rumination, and mindful attention. The performance of different models with varying complexity is investigated via several simulation studies to provide recommendations regarding the models' applicability for applied researchers. Required sample sizes range between at least 25 time points for around 50 persons in the simplest fixed-effects models and at least 100 time points for at least 100 persons in random-effects factor models, depending on the expected effect sizes of the dynamic parameters.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"277"},"PeriodicalIF":3.9,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12413427/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145005808","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
An introduction to the Item Response Warehouse (IRW): A resource for enhancing data usage in psychometrics. 项目响应仓库(IRW)的介绍:一种在心理测量学中增强数据使用的资源。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-05 DOI: 10.3758/s13428-025-02796-y
Benjamin W Domingue, Mika Braginsky, Lucy Caffrey-Maffei, Joshua B Gilbert, Klint Kanopka, Radhika Kapoor, Hansol Lee, Yiqing Liu, Savira Nadela, Guanzhong Pan, Lijin Zhang, Susu Zhang, Michael C Frank
{"title":"An introduction to the Item Response Warehouse (IRW): A resource for enhancing data usage in psychometrics.","authors":"Benjamin W Domingue, Mika Braginsky, Lucy Caffrey-Maffei, Joshua B Gilbert, Klint Kanopka, Radhika Kapoor, Hansol Lee, Yiqing Liu, Savira Nadela, Guanzhong Pan, Lijin Zhang, Susu Zhang, Michael C Frank","doi":"10.3758/s13428-025-02796-y","DOIUrl":"10.3758/s13428-025-02796-y","url":null,"abstract":"<p><p>The Item Response Warehouse (IRW) is a collection and standardization of a large volume of item response datasets in a free and open-source platform for researchers. We describe key elements of the data standardization process and provide a brief description of the over 900 datasets in the current iteration of the IRW (version 28.2). We describe how to access the data through both the website and an API, and offer a brief tutorial with example R code illustrating how to download data from the IRW and use it in standard psychometric analyses. While we are continuing to develop the IRW, this presentation may help researchers utilize data from this resource for work in psychometrics and related fields.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"276"},"PeriodicalIF":3.9,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12413415/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145005858","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
Constructing a cross-race face identity triad test. 构建跨种族面孔认同三联测试。
IF 3.9 2区 心理学
Behavior Research Methods Pub Date : 2025-09-05 DOI: 10.3758/s13428-025-02809-w
Géraldine Jeckeln, Alice J O'Toole
{"title":"Constructing a cross-race face identity triad test.","authors":"Géraldine Jeckeln, Alice J O'Toole","doi":"10.3758/s13428-025-02809-w","DOIUrl":"10.3758/s13428-025-02809-w","url":null,"abstract":"<p><p>Despite the challenges associated with cross-race face identification, there are no publicly available tests of people's ability to identify own- versus other-race faces. We introduce the Cross-Race Face Identity Triad (CR-FIT) test, designed to be challenging for individuals of varying abilities. A key methodological advantage of the CR-FIT test over other face identity matching tests is that it eliminates response bias in face-identity matching through the use of face-image triads. A triad of face images includes two images of the same person and one image of a different person; participants must select the image of the \"different\" person. A second advantage of the CR-FIT test is that it ensures comparable difficulty for face stimuli from two races (African American, AA, Caucasian, CA) by leveraging machine and human pre-screening of items. This prescreening assures that performance differences reflect own- versus other-race identity matching ability, rather than differences in stimulus set difficulty. Triads were pre-screened to be challenging based on the performance of a publicly available face-identification algorithm. Items were further screened for comparability of difficulty using the performance of AA and CA observers. The test yields a classic \"other-race effect\"- observers identify own-race faces more accurately than other-race faces, with no effect of item race. Performance for untrained participants exceeded chance, but was far below ceiling, making the test suitable for a wide range of face identity matching abilities. The CR-FIT test is publicly available in an open science platform for research purposes.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 10","pages":"278"},"PeriodicalIF":3.9,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145005869","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
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