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Taylor GJ, Nguyen AT, Evans NJ. Does allowing for changes of mind influence initial responses? Psychon Bull Rev 2024; 31:1142-1154. [PMID: 37884778 DOI: 10.3758/s13423-023-02371-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/11/2023] [Indexed: 10/28/2023]
Abstract
Evidence accumulation models (EAMs) have become the dominant theoretical framework for rapid decision-making, and while many theoretically distinct variants exist, comparisons have proved challenging due to strong mimicry in their predictions about choice response time data. One solution to reduce mimicry is constraining these models with double responses, which are a second response that is made after the initial response. However, instructing participants that they are allowed to change their mind could influence their strategy for initial responding, meaning that explicit double responding paradigms may not generalise to standard paradigms. Here, we provide a validation of explicit double responding paradigms, by assessing whether participants' initial decisions - as measured by diffusion model parameters - differ based on whether or not they were instructed that they could change their response after their initial response. Across three experiments, our results consistently indicate that allowing for changes of mind does not influence initial responses, with Bayesian analyses providing at least moderate evidence in favour of the null in all cases. Our findings suggest that explicit double responding paradigms should generalise to standard paradigms, validating the use of explicit double responding in future rapid decision-making studies.
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Affiliation(s)
- Grant J Taylor
- School of Psychology, University of Queensland, St Lucia, Australia
| | - Augustine T Nguyen
- School of Psychology, University of Queensland, St Lucia, Australia
- School of Psychology, University of Newcastle, Callaghan, Australia
| | - Nathan J Evans
- School of Psychology, University of Queensland, St Lucia, Australia.
- Department of Psychology, Ludwig Maximilian University of Munich, Munich, Germany.
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2
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Qarehdaghi H, Rad JA. EZ-CDM: Fast, simple, robust, and accurate estimation of circular diffusion model parameters. Psychon Bull Rev 2024:10.3758/s13423-024-02483-7. [PMID: 38587755 DOI: 10.3758/s13423-024-02483-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/17/2024] [Indexed: 04/09/2024]
Abstract
The investigation of cognitive processes that form the basis of decision-making in paradigms involving continuous outcomes has gained the interest of modeling researchers who aim to develop a dynamic decision theory that accounts for both speed and accuracy. One of the most important of these continuous models is the circular diffusion model (CDM, Smith. Psychological Review, 123(4), 425. 2016), which posits a noisy accumulation process mathematically described as a stochastic two-dimensional Wiener process inside a disk. Despite the considerable benefits of this model, its mathematical intricacy has limited its utilization among scholars. Here, we propose a straightforward and user-friendly method for estimating the CDM parameters and fitting the model to continuous-scale data using simple formulas that can be readily computed and do not require theoretical knowledge of model fitting or extensive programming. Notwithstanding its simplicity, we demonstrate that the aforementioned method performs with a level of accuracy that is comparable to that of the maximum likelihood estimation method. Furthermore, a robust version of the method is presented, which maintains its simplicity while exhibiting a high degree of resistance to contaminant responses. Additionally, we show that the approach is capable of reliably measuring the key parameters of the CDM, even when these values are subject to across-trial variability. Finally, we demonstrate the practical application of the method on experimental data. Specifically, an illustrative example is presented wherein the method is employed along with estimating the probability of guessing. It is hoped that the straightforward methodology presented here will, on the one hand, help narrow the divide between theoretical constructs and empirical observations on continuous response tasks and, on the other hand, inspire cognitive psychology researchers to shift their laboratory investigations towards continuous response paradigms.
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Affiliation(s)
- Hasan Qarehdaghi
- Institute for Cognitive and Brain Sciences, Shahid Beheshti University, Tehran, Iran
| | - Jamal Amani Rad
- Institute for Cognitive and Brain Sciences, Shahid Beheshti University, Tehran, Iran.
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3
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Gertsovski A, Guri O, Ahissar M. Reduced categorical learning of faces in dyslexia. Cortex 2024; 173:80-95. [PMID: 38387376 PMCID: PMC10988772 DOI: 10.1016/j.cortex.2024.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 11/22/2023] [Accepted: 01/19/2024] [Indexed: 02/24/2024]
Abstract
The perception of phonological categories in dyslexia is less refined than in typically developing (TD) individuals. Traditionally, this characteristic was considered unique to phonology, yet many studies showed non-phonological perceptual difficulties. Importantly, measuring the dynamics of cortical adaptation, associated with category acquisition, revealed a broadly distributed faster decay of cortical adaptation. Taken together, these observations suggest that the acquisition of perceptual categories in dyslexia may be slower across modalities. To test this, we tested adult individuals with developmental dyslexia (IDDs) and TDs on learning of two unknown faces, yielding face-specific categorization. Initial accuracy was similar in the two groups, yet practice-induced increase in accuracy was significantly larger in TDs. Modeling the learning process (using Drift Diffusion Model) revealed that TDs' steeper learning results from a larger increase in their effective face-specific signal. We propose that IDDs' slower item-specific categorical learning of unknown faces indicates that slower categorical learning in dyslexia is a core, domain-general difficulty.
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Affiliation(s)
- Ayelet Gertsovski
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel.
| | - Odeya Guri
- Department of Cognitive and Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Merav Ahissar
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
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Bertoni S, Andreola C, Mascheretti S, Franceschini S, Ruffino M, Trezzi V, Molteni M, Sali ME, Salandi A, Gaggi O, Palazzi C, Gori S, Facoetti A. Action video games normalise the phonemic awareness in pre-readers at risk for developmental dyslexia. NPJ SCIENCE OF LEARNING 2024; 9:25. [PMID: 38514689 PMCID: PMC10957868 DOI: 10.1038/s41539-024-00230-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 02/26/2024] [Indexed: 03/23/2024]
Abstract
Action video-games (AVGs) could improve reading efficiency, enhancing not only visual attention but also phonological processing. Here we tested the AVG effects upon three consolidated language-based predictors of reading development in a sample of 79 pre-readers at-risk and 41 non-at-risk for developmental dyslexia. At-risk children were impaired in either phonemic awareness (i.e., phoneme discrimination task), phonological working memory (i.e., pseudoword repetition task) or rapid automatized naming (i.e., RAN of colours task). At-risk children were assigned to different groups by using an unequal allocation randomization: (1) AVG (n = 43), (2) Serious Non-Action Video Game (n = 11), (3) treatment-as-usual (i.e., speech therapy, n = 11), and (4) waiting list (n = 14). Pre- and post-training comparisons show that only phonemic awareness has a significantly higher improvement in the AVG group compared to the waiting list, the non-AVG, and the treatment-as-usual groups, as well as the combined active groups (n = 22). This cross-modal plastic change: (i) leads to a recovery in phonemic awareness when compared to the not-at-risk pre-readers; (ii) is present in more than 80% of AVG at-risk pre-readers, and; (iii) is maintained at a 6-months follow-up. The present findings indicate that this specific multisensory attentional training positively affects how phonemic awareness develops in pre-readers at risk for developmental dyslexia, paving the way for innovative prevention programs.
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Affiliation(s)
- Sara Bertoni
- Università di Bergamo, Department of Human and Social Sciences, Bergamo, Italy.
- Università di Padova, Developmental Cognitive Neuroscience Lab, Department of General Psychology, Padova, Italy.
| | - Chiara Andreola
- Université Paris Cité, Laboratoire de Psychologie de Développement et de l'Éducation de l'Enfant (LaPsyDÉ), UMR CNRS 8240, Paris, France
| | - Sara Mascheretti
- Università di Pavia, Department of Brain and Behavioral Sciences, Pavia, Italy
- Scientific Institute, IRCCS E. Medea, Bosisio Parini, Child Psychopathology Unit, Lecco, Italy
| | | | - Milena Ruffino
- ASST Valle Olona, Neuropsychiatric Unit, Saronno, Varese, Italy
| | - Vittoria Trezzi
- Scientific Institute, IRCCS E. Medea, Bosisio Parini, Child Psychopathology Unit, Lecco, Italy
| | - Massimo Molteni
- Scientific Institute, IRCCS E. Medea, Bosisio Parini, Child Psychopathology Unit, Lecco, Italy
| | - Maria Enrica Sali
- Scientific Institute, IRCCS E. Medea, Bosisio Parini, Child Psychopathology Unit, Lecco, Italy
| | - Antonio Salandi
- Scientific Institute, IRCCS E. Medea, Bosisio Parini, Child Psychopathology Unit, Lecco, Italy
| | | | | | - Simone Gori
- Università di Bergamo, Department of Human and Social Sciences, Bergamo, Italy
| | - Andrea Facoetti
- Università di Padova, Developmental Cognitive Neuroscience Lab, Department of General Psychology, Padova, Italy.
- Sigmund Freud University, Milano, Italy.
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Manning C, Scerif G. Understanding perceptual decisions by studying development and neurodiversity. CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE 2023; 32:300-306. [PMID: 37547284 PMCID: PMC7614885 DOI: 10.1177/09637214231162369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
A cornerstone of human information processing is how we make decisions about incoming sensory percepts. Much of psychological science has focused on understanding how these judgements operate in skilled adult observers. While not typically the focus of this research, there is considerable variability in how adults make these judgements. Here, we review complementary computational modelling, electrophysiological data, eye-tracking and longitudinal approaches to the study of perceptual decisions across neurotypical development and in neurodivergent individuals. These data highlight multiple parameters and temporal dynamics feeding into how we become skilled adult perceptual decision makers, and which may help explain why we vary so much in how we make perceptual decisions.
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Affiliation(s)
- Catherine Manning
- School of Psychology and Clinical Language Sciences, University of Reading, UK
- Department of Experimental Psychology, University of Oxford, UK
| | - Gaia Scerif
- Department of Experimental Psychology, University of Oxford, UK
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Zapparrata NM, Brooks PJ, Ober T. Developmental Language Disorder Is Associated With Slower Processing Across Domains: A Meta-Analysis of Time-Based Tasks. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2023; 66:325-346. [PMID: 36603228 DOI: 10.1044/2022_jslhr-22-00221] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
PURPOSE Individuals with developmental language disorder (DLD) often exhibit slower processing on time-based tasks in comparison with age-matched peers. Processing speed has been linked to various linguistic skills and might serve as a global indicator of individual differences in language abilities. Despite an extensive literature on processing speed in DLD, it remains unclear whether slower processing is domain general or restricted to linguistic and/or auditory tasks. METHOD This meta-analysis used robust variance estimation to compare response/reaction times (RTs) of DLD and age-matched groups (N = 812 DLD, 870 neurotypical; M age [DLD] = 8.9 years, range: 4.3-22.7 years). Moderators included task (simple RT, choice RT, naming, congruent/baseline conditions of interference control tasks), stimulus type (linguistic/nonlinguistic), stimulus modality (auditory/nonauditory), and response modality (verbal/nonverbal). Age and publication year were covariates. RESULTS The overall effect based on 46 studies and 144 estimates indicated longer mean RTs in DLD groups (g = .47, p < .001, 95% CI [.38, .55]). Moderator analyses indicated larger effects when tasks required verbal as opposed to nonverbal responses. No other moderators approached significance. All subgroup analyses were significant, indicating longer mean RTs in DLD groups across tasks, stimulus types, stimulus modalities, and response modalities. CONCLUSIONS Individuals with DLD exhibit longer RTs across verbal and nonverbal tasks, which may contribute to observed difficulties in language, motor skills, and executive functioning. Simple processing speed measures should be included in screening for language delays but may not be suitable for differential diagnosis, given that slower processing may occur across multiple disorders. SUPPLEMENTAL MATERIAL https://doi.org/10.23641/asha.21809355.
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Affiliation(s)
| | - Patricia J Brooks
- Program in Educational Psychology, CUNY Graduate Center, New York, NY
- Department of Psychology, College of Staten Island, NY
| | - Teresa Ober
- Department of Psychology, University of Notre Dame, IN
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Tan Y, Chanoine V, Cavalli E, Anton JL, Ziegler JC. Is there evidence for a noisy computation deficit in developmental dyslexia? Front Hum Neurosci 2022; 16:919465. [PMID: 36248689 PMCID: PMC9561132 DOI: 10.3389/fnhum.2022.919465] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 09/15/2022] [Indexed: 11/24/2022] Open
Abstract
The noisy computation hypothesis of developmental dyslexia (DD) is particularly appealing because it can explain deficits across a variety of domains, such as temporal, auditory, phonological, visual and attentional processes. A key prediction is that noisy computations lead to more variable and less stable word representations. A way to test this hypothesis is through repetition of words, that is, when there is noise in the system, the neural signature of repeated stimuli should be more variable. The hypothesis was tested in an functional magnetic resonance imaging experiment with dyslexic and typical readers by repeating words twelve times. Variability measures were computed both at the behavioral and neural levels. At the behavioral level, we compared the standard deviation of reaction time distributions of repeated words. At the neural level, in addition to standard univariate analyses and measures of intra-item variability, we also used multivariate pattern analyses (representational similarity and classification) to find out whether there was evidence for noisier representations in dyslexic readers compared to typical readers. Results showed that there were no significant differences between the two groups in any of the analyses despite robust results within each group (i.e., high representational similarity between repeated words, good classification of words vs. non-words). In summary, there was no evidence in favor of the idea that dyslexic readers would have noisier neural representations than typical readers.
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Affiliation(s)
- Yufei Tan
- CNRS, Laboratoire de Psychologie Cognitive (UMR 7290), Aix-Marseille University, Marseille, France
| | - Valérie Chanoine
- Institute of Language, Communication and the Brain, Aix-Marseille University, Aix-en-Provence, France
| | - Eddy Cavalli
- Laboratoire d’Étude des Mécanismes Cognitifs (EA 3082), Université Lumière Lyon 2, Lyon, France
| | - Jean-Luc Anton
- CNRS, Institut des Neurosciences de la Timone (UMR 7289), Centre IRM-INT@CERIMED, Aix-Marseille University, Marseille, France
| | - Johannes C. Ziegler
- CNRS, Laboratoire de Psychologie Cognitive (UMR 7290), Aix-Marseille University, Marseille, France
- *Correspondence: Johannes C. Ziegler, ; orcid.org/0000-0002-2061-5729
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Pereira CLW, Zhou R, Pitt MA, Myung JI, Rossi PJ, Caverzasi E, Rah E, Allen IE, Mandelli ML, Meyer M, Miller ZA, Gorno Tempini ML. Probabilistic Decision-Making in Children With Dyslexia. Front Neurosci 2022; 16:782306. [PMID: 35769704 PMCID: PMC9235406 DOI: 10.3389/fnins.2022.782306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 04/19/2022] [Indexed: 11/24/2022] Open
Abstract
Background Neurocognitive mechanisms underlying developmental dyslexia (dD) remain poorly characterized apart from phonological and/or visual processing deficits. Assuming such deficits, the process of learning complex tasks like reading requires the learner to make decisions (i.e., word pronunciation) based on uncertain information (e.g., aberrant phonological percepts)-a cognitive process known as probabilistic decision making, which has been linked to the striatum. We investigate (1) the relationship between dD and probabilistic decision-making and (2) the association between the volume of striatal structures and probabilistic decision-making in dD and typical readers. Methods Twenty four children diagnosed with dD underwent a comprehensive evaluation and MRI scanning (3T). Children with dD were compared to age-matched typical readers (n = 11) on a probabilistic, risk/reward fishing task that utilized a Bayesian cognitive model with game parameters of risk propensity (γ+) and behavioral consistency (β), as well as an overall adjusted score (average number of casts, excluding forced-fail trials). Volumes of striatal structures (caudate, putamen, and nucleus accumbens) were analyzed between groups and associated with game parameters. Results dD was associated with greater risk propensity and decreased behavioral consistency estimates compared to typical readers. Cognitive model parameters associated with timed pseudoword reading across groups. Risk propensity related to caudate volumes, particularly in the dD group. Conclusion Decision-making processes differentiate dD, associate with the caudate, and may impact learning mechanisms. This study suggests the need for further research into domain-general probabilistic decision-making in dD, neurocognitive mechanisms, and targeted interventions in dD.
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Affiliation(s)
- Christa L. Watson Pereira
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
| | - Ran Zhou
- Department of Psychology, Ohio State University, Columbus, OH, United States
| | - Mark A. Pitt
- Department of Psychology, Ohio State University, Columbus, OH, United States
| | - Jay I. Myung
- Department of Psychology, Ohio State University, Columbus, OH, United States
| | - P. Justin Rossi
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
- Department of Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Eduardo Caverzasi
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
- Department of Neurology, University of California, San Francisco, San Francisco, CA, United States
| | - Esther Rah
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
| | - Isabel E. Allen
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States
| | - Maria Luisa Mandelli
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
| | - Marita Meyer
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
| | - Zachary A. Miller
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
| | - Maria Luisa Gorno Tempini
- Department of Neurology, UCSF Dyslexia Center, UCSF Memory and Aging Center, University of California, San Francisco, San Francisco, CA, United States
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Lukava T, Morgado Ramirez DZ, Barbareschi G. Two sides of the same coin: accessibility practices and neurodivergent users' experience of extended reality. JOURNAL OF ENABLING TECHNOLOGIES 2022. [DOI: 10.1108/jet-03-2022-0025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
PurposeThis paper explores the accessibility barriers faced by neurodivergent individuals regarding the use of Extended Reality (XR) technologies and the difficulties faced by developers in creating neurodivergent inclusive XR experiences.Design/methodology/approachThe authors carried out a survey with neurodivergent participants, and a series of semi-structured interviews with neurodivergent adults and XR developers.FindingsNeurodivergent individuals experience sensory overload when using XR technologies; these negative experiences are exacerbated by excessive multisensory stimulation. Allowing for the customization of sensory settings was seen as the only way to potentially limit negative experiences. The authors found that XR developers lacked awareness of accessibility requirements and struggled to integrate them in current software development practices.Social implicationsAccessibility understanding regarding neurodivergence is increasingly available and the time has come to bring computing and information services within the reach of all neurodivergent individuals. The power in the design of XR, which is crucial, is decentralized from neurotypical XR developing practices to avoid artificial barriers that decrease the quality of life.Originality/valueThere is a lack of studies exploring how neurodivergent individuals experience XR considering their different sensory processing patterns. There is also no research exploring XR developers' awareness of accessibility needs of neurodivergent individuals. This paper presents an account of the challenges faced by neurodivergent XR users, the difficulties faced by XR developers to integrate neurodivergent accessibility requirements, and proposes specific strategies to overcome challenges.
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Manning C, Hulks V, Tibber MS, Dakin SC. Integration of visual motion and orientation signals in dyslexic children: an equivalent noise approach. ROYAL SOCIETY OPEN SCIENCE 2022; 9:200414. [PMID: 35592763 PMCID: PMC9066306 DOI: 10.1098/rsos.200414] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 04/01/2022] [Indexed: 06/15/2023]
Abstract
Dyslexic individuals have been reported to have reduced global motion sensitivity, which could be attributed to various causes including atypical magnocellular or dorsal stream function, impaired spatial integration, increased internal noise and/or reduced external noise exclusion. Here, we applied an equivalent noise experimental paradigm alongside a traditional motion-coherence task to determine what limits global motion processing in dyslexia. We also presented static analogues of the motion tasks (orientation tasks) to investigate whether perceptual differences in dyslexia were restricted to motion processing. We compared the performance of 48 dyslexic and 48 typically developing children aged 8 to 14 years in these tasks and used equivalent noise modelling to estimate levels of internal noise (the precision associated with estimating each element's direction/orientation) and sampling (the effective number of samples integrated to judge the overall direction/orientation). While group differences were subtle, dyslexic children had significantly higher internal noise estimates for motion discrimination, and higher orientation-coherence thresholds, than typical children. Thus, while perceptual differences in dyslexia do not appear to be restricted to motion tasks, motion and orientation processing seem to be affected differently. The pattern of results also differs from that previously reported in autistic children, suggesting perceptual processing differences are condition-specific.
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Affiliation(s)
- Catherine Manning
- Department of Experimental Psychology, University of Oxford, UK
- School of Psychology and Clinical Language Sciences, University of Reading, UK
| | - Victoria Hulks
- Department of Experimental Psychology, University of Oxford, UK
| | - Marc S. Tibber
- Department of Clinical, Educational and Health Psychology, UCL, UK
| | - Steven C. Dakin
- School of Optometry and Vision Science, University of Auckland, New Zealand
- UCL Institute of Ophthalmology, University College London, UK
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Manning C, Hassall CD, Hunt LT, Norcia AM, Wagenmakers EJ, Evans NJ, Scerif G. Behavioural and neural indices of perceptual decision-making in autistic children during visual motion tasks. Sci Rep 2022; 12:6072. [PMID: 35414064 PMCID: PMC9005733 DOI: 10.1038/s41598-022-09885-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 03/14/2022] [Indexed: 11/30/2022] Open
Abstract
Many studies report atypical responses to sensory information in autistic individuals, yet it is not clear which stages of processing are affected, with little consideration given to decision-making processes. We combined diffusion modelling with high-density EEG to identify which processing stages differ between 50 autistic and 50 typically developing children aged 6-14 years during two visual motion tasks. Our pre-registered hypotheses were that autistic children would show task-dependent differences in sensory evidence accumulation, alongside a more cautious decision-making style and longer non-decision time across tasks. We tested these hypotheses using hierarchical Bayesian diffusion models with a rigorous blind modelling approach, finding no conclusive evidence for our hypotheses. Using a data-driven method, we identified a response-locked centro-parietal component previously linked to the decision-making process. The build-up in this component did not consistently relate to evidence accumulation in autistic children. This suggests that the relationship between the EEG measure and diffusion-modelling is not straightforward in autistic children. Compared to a related study of children with dyslexia, motion processing differences appear less pronounced in autistic children. Exploratory analyses also suggest weak evidence that ADHD symptoms moderate perceptual decision-making in autistic children.
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Affiliation(s)
- Catherine Manning
- Department of Experimental Psychology, University of Oxford, Oxford, UK.
- School of Psychology and Clinical Language Sciences, University of Reading, Reading, UK.
| | | | | | | | - Eric-Jan Wagenmakers
- Faculty of Social and Behavioural Sciences, University of Amsterdam, Amsterdam, The Netherlands
| | - Nathan J Evans
- School of Psychology, University of Queensland, Brisbane, Australia
| | - Gaia Scerif
- Department of Experimental Psychology, University of Oxford, Oxford, UK
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