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Xiao K, Zhang A, Qu J, Deng F, Guo C, Yamauchi T. Hand Motions Reveal Attentional Status and Subliminal Semantic Processing: A Mouse-Tracking Technique. Brain Sci 2023; 13:1267. [PMID: 37759868 PMCID: PMC10526379 DOI: 10.3390/brainsci13091267] [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] [Received: 07/29/2023] [Revised: 08/22/2023] [Accepted: 08/29/2023] [Indexed: 09/29/2023] Open
Abstract
Theories of embodied cognition suggest that hand motions and cognition are closely interconnected. An emerging technique of tracking how participants move a computer mouse (i.e., the mouse-tracking technique) has shown advantages over the traditional response time measurement to detect implicit cognitive conflicts. Previous research suggests that attention is essential for subliminal processing to take place at a semantic level. However, this assumption is challenged by evidence showing the presence of subliminal semantic processing in the near-absence of attention. The inconsistency of evidence could stem from the insufficient sensitivity in the response time measurement. Therefore, we examined the role of attention in subliminal semantic processing by analyzing participants' hand motions using the mouse-tracking technique. The results suggest that subliminal semantic processing is not only enhanced by attention but also occurs when attention is disrupted, challenging the necessity of facilitated top-down attention for subliminal semantic processing, as claimed by a number of studies. In addition, by manipulating the color of attentional cues, our experiment shows that the cue color per se could influence participants' response patterns. Overall, the current study suggests that attentional status and subliminal semantic processing can be reliably revealed by temporal-spatial features extracted from cursor motion trajectories.
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Affiliation(s)
- Kunchen Xiao
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu 610066, China
| | - Anqi Zhang
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu 610066, China
| | - Jingke Qu
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu 610066, China
| | - Feifei Deng
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu 610066, China
| | - Chenyan Guo
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu 610066, China
| | - Takashi Yamauchi
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX 77843-4235, USA
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Schell M, Friederici AD, Zaccarella E. Neural classification maps for distinct word combinations in Broca's area. Front Hum Neurosci 2022; 16:930849. [PMID: 36405085 PMCID: PMC9671167 DOI: 10.3389/fnhum.2022.930849] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 09/08/2022] [Indexed: 11/16/2023] Open
Abstract
Humans are equipped with the remarkable ability to comprehend an infinite number of utterances. Relations between grammatical categories restrict the way words combine into phrases and sentences. How the brain recognizes different word combinations remains largely unknown, although this is a necessary condition for combinatorial unboundedness in language. Here, we used functional magnetic resonance imaging and multivariate pattern analysis to explore whether distinct neural populations of a known language network hub-Broca's area-are specialized for recognizing distinct simple word combinations. The phrases consisted of a noun (flag) occurring either with a content word, an adjective (green flag), or with a function word, a determiner (that flag). The key result is that the distribution of neural populations classifying word combination in Broca's area seems sensitive to neuroanatomical subdivisions within this area, irrespective of task. The information patterns for adjective + noun were localized in its anterior part (BA45) whereas those for determiner + noun were localized in its posterior part (BA44). Our findings provide preliminary answers to the fundamental question of how lexical and grammatical category information interact during simple word combination, with the observation that Broca's area is sensitive to the recognition of categorical relationships during combinatory processing, based on different demands placed on syntactic and semantic information. This supports the hypothesis that the combinatorial power of language consists of some neural computation capturing phrasal differences when processing linguistic input.
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Affiliation(s)
- Marianne Schell
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Angela D. Friederici
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Emiliano Zaccarella
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
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3
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Syntax through the looking glass: A review on two-word linguistic processing across behavioral, neuroimaging and neurostimulation studies. Neurosci Biobehav Rev 2022; 142:104881. [DOI: 10.1016/j.neubiorev.2022.104881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 09/13/2022] [Accepted: 09/15/2022] [Indexed: 11/23/2022]
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Peel HJ, Royals KA, Chouinard PA. The Effects of Word Identity, Case, and SOA on Word Priming in a Subliminal Context. JOURNAL OF PSYCHOLINGUISTIC RESEARCH 2022; 51:1-15. [PMID: 34019216 DOI: 10.1007/s10936-021-09783-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/07/2021] [Indexed: 06/12/2023]
Abstract
It is widely assumed that subliminal word priming is case insensitive and that a short SOA (< 100 ms) is required to observe any effects. Here we attempted to replicate results from an influential study with the inclusion of a longer SOA to re-examine these assumptions. Participants performed a semantic categorisation task on visible word targets that were preceded either 64 or 192 ms by a subliminal prime. The prime and target were either the same or different word and could appear in the same or different case. We confirmed the presence of subliminal word priming (same word < different word reaction times). The word priming effect did not differ when case was the same or different, which supports case insensitive word priming. However, there was a general facilitation effect driven by case (same case < different case). Finally, there was a significant difference between the two SOA conditions; however, there were no interactions between SOA and any other factor, demonstrating that subliminal priming did not differ between short and long SOAs. The results demonstrate that word priming is case insensitive but that there is nevertheless an overall facilitation when words, regardless if they are repeated or not, are presented in the same case. This facilitation in case may reflect modularity in the low-level processing of the visual characteristics of words.
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Affiliation(s)
- Hayden J Peel
- Department of Psychology and Counselling, School of Psychology and Public Health, La Trobe University, Bendigo Campus, Applied Science 2 Building, Room 3.15, Bendigo, VIC, 3550, Australia
| | - Kayla A Royals
- Department of Psychology and Counselling, School of Psychology and Public Health, La Trobe University, Bendigo Campus, Applied Science 2 Building, Room 3.15, Bendigo, VIC, 3550, Australia
| | - Philippe A Chouinard
- Department of Psychology and Counselling, School of Psychology and Public Health, La Trobe University, Bendigo Campus, Applied Science 2 Building, Room 3.15, Bendigo, VIC, 3550, Australia.
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Abstract
Studies of unconscious mental processes often compare a performance measure (e.g., some assessment of perception or memory) with a measure of awareness (e.g., a verbal report or forced-choice response) of the critical cue or contingency taken either concurrently or separately. The resulting patterns of bivariate data across participants lend themselves to several analytic approaches for inferring the existence of unconscious mental processes, but it is rare for researchers to consider the underlying generative processes that might cause these patterns. We show that bivariate data are generally insufficient to discriminate single-process models, with a unitary latent process determining both performance and awareness, from dual-process models, comprising distinct latent processes for performance and awareness. Future research attempting to isolate and investigate unconscious processes will need to employ richer types of data and analyses.
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Affiliation(s)
- David R Shanks
- Division of Psychology and Language Sciences, University College London, UK
| | - Simone Malejka
- Department of Psychology, University of Cologne, Germany
| | - Miguel A Vadillo
- Departamento de Psicología Básica, Facultad de Psicología, Universidad Autónoma de Madrid, Spain
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6
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Raising awareness about measurement error in research on unconscious mental processes. Psychon Bull Rev 2021; 29:21-43. [PMID: 34131891 DOI: 10.3758/s13423-021-01923-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/23/2021] [Indexed: 11/08/2022]
Abstract
Experimental psychologists often neglect the poor psychometric properties of the dependent measures collected in their studies. In particular, a low reliability of measures can have dramatic consequences for the interpretation of key findings in some of the most popular experimental paradigms, especially when strong inferences are drawn from the absence of statistically significant correlations. In research on unconscious cognition, for instance, it is commonly argued that the lack of a correlation between task performance and measures of awareness or explicit recollection of the target stimuli provides strong support for the conclusion that the cognitive processes underlying performance must be unconscious. Using contextual cuing of visual search as a case study, we show that given the low reliability of the dependent measures collected in these studies, it is usually impossible to draw any firm conclusion about the unconscious character of this effect from correlational analyses. Furthermore, both a psychometric meta-analysis of the available evidence and a cognitive-modeling approach suggest that, in fact, we should expect to see very low correlations between performance and awareness at the empirical level, even if both constructs are perfectly related at the latent level. Convincing evidence for the unconscious character of contextual cuing and other effects will most likely demand richer and larger data sets, coupled with more powerful analytic approaches.
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Jiménez-Ortega L, Badaya E, Casado P, Fondevila S, Hernández-Gutiérrez D, Muñoz F, Sánchez-García J, Martín-Loeches M. The Automatic but Flexible and Content-Dependent Nature of Syntax. Front Hum Neurosci 2021; 15:651158. [PMID: 34177488 PMCID: PMC8226263 DOI: 10.3389/fnhum.2021.651158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 05/07/2021] [Indexed: 11/13/2022] Open
Abstract
Syntactic processing has often been considered an utmost example of unconscious automatic processing. In this line, it has been demonstrated that masked words containing syntactic anomalies are processed by our brain triggering event related potential (ERP) components similar to the ones triggered by conscious syntactic anomalies, thus supporting the automatic nature of the syntactic processing. Conversely, recent evidence also points out that regardless of the level of awareness, emotional information and other relevant extralinguistic information modulate conscious syntactic processing too. These results are also in line with suggestions that, under certain circumstances, syntactic processing could also be flexible and context-dependent. However, the study of the concomitant automatic but flexible conception of syntactic parsing is very scarce. Hence, to this aim, we examined whether and how masked emotional words (positive, negative, and neutral masked adjectives) containing morphosyntactic anomalies (half of the cases) affect linguistic comprehension of an ongoing unmasked sentence that also can contain a number agreement anomaly between the noun and the verb. ERP components were observed to emotional information (EPN), masked anomalies (LAN and a weak P600), and unmasked ones (LAN/N400 and P600). Furthermore, interactions in the processing of conscious and unconscious morphosyntactic anomalies and between unconscious emotional information and conscious anomalies were detected. The findings support, on the one hand, the automatic nature of syntax, given that syntactic components LAN and P600 were observed to unconscious anomalies. On the other hand, the flexible, permeable, and context-dependent nature of the syntactic processing is also supported, since unconscious information modulated conscious syntactic components. This double nature of syntactic processing is in line with theories of automaticity, suggesting that even unconscious/automatic, syntactic processing is flexible, adaptable, and context-dependent.
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Affiliation(s)
- Laura Jiménez-Ortega
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain.,Department of Psychobiology & Behavioral Sciences Methods, Complutense University of Madrid, Madrid, Spain
| | - Esperanza Badaya
- School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, United Kingdom
| | - Pilar Casado
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain.,Department of Psychobiology & Behavioral Sciences Methods, Complutense University of Madrid, Madrid, Spain
| | - Sabela Fondevila
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain.,Department of Psychobiology & Behavioral Sciences Methods, Complutense University of Madrid, Madrid, Spain
| | | | - Francisco Muñoz
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain.,Department of Psychobiology & Behavioral Sciences Methods, Complutense University of Madrid, Madrid, Spain
| | - José Sánchez-García
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain
| | - Manuel Martín-Loeches
- Cognitive Neuroscience Section, UCM-ISCIII Center for Human Evolution and Behavior, Madrid, Spain.,Department of Psychobiology & Behavioral Sciences Methods, Complutense University of Madrid, Madrid, Spain
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Malejka S, Vadillo MA, Dienes Z, Shanks DR. Correlation analysis to investigate unconscious mental processes: A critical appraisal and mini-tutorial. Cognition 2021; 212:104667. [PMID: 33975175 DOI: 10.1016/j.cognition.2021.104667] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Revised: 03/05/2021] [Accepted: 03/09/2021] [Indexed: 11/24/2022]
Abstract
As a method to investigate the scope of unconscious mental processes, researchers frequently obtain concurrent measures of task performance and stimulus awareness across participants. Even though both measures might be significantly greater than zero, the correlation between them might not, encouraging the inference that an unconscious process drives task performance. We highlight the pitfalls of this null-correlation approach and provide a mini-tutorial on ways to avoid them. As reference, we use a recent study by Salvador et al. (2018) reporting a non-significant correlation between the extent to which memory was suppressed by a Think/No-Think cue and an index of cue awareness. In the Null Hypothesis Significance Testing (NHST) framework, it is inappropriate to interpret failure to reject the null hypothesis (i.e., correlation = 0) as evidence for the null. Furthermore, psychological measures are often unreliable, which can dramatically attenuate the size of observed correlations. A Bayesian approach can circumvent both problems and compare the extent to which the data provide evidence for the null versus the alternative hypothesis (i.e., correlation > 0), while considering the usually low reliabilities of the variables. Applied to Salvador et al.'s data, this approach indicates no to moderate support for the claimed unconscious nature of participants' memory-suppression performance-depending on the model of the alternative hypothesis. Hence, more reliable data are needed. When analyzing correlational data, we recommend researchers to employ the Bayesian methods developed here (and made freely available as R scripts), rather than standard NHST methods, to take account of unreliability.
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Hung SM, Hsieh PJ. Subliminal temporal integration of linguistic information under discontinuous flash suppression. J Vis 2021; 21:27. [PMID: 34029368 PMCID: PMC8164368 DOI: 10.1167/jov.21.5.27] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Accepted: 04/13/2021] [Indexed: 11/24/2022] Open
Abstract
Whether unconscious complex visual information integration occurs over time remains largely unknown and highly controversial. Previous studies have tended to use a combination of strong masking or suppression and a weak stimulus signal (e.g., low luminance), resulting in a low signal-to-noise ratio during unconscious stimulus presentation. To lengthen the stimulus exposure, we introduced intermittent presentation into interocular suppression. This discontinuous suppression allowed us to insert a word during each suppression period and deliver multiple words over time unconsciously. We found that, after participants received the subliminal context, they responded faster to a syntactically incongruent target word in a lexical decision task. We later replicated the finding in a separate experiment where participants exhibited chance performance on locating the subliminal context. These results confirmed that the sentential context was both subjectively and objectively subliminal. Critically, the effect disappeared when the context was disrupted by presenting only partial sentences or sentences with a reversed word order. These control experiments showed that the effect was not merely driven by word-word association but instead required integration over multiple words in the correct order. These findings support the possibility of unconscious high-level, complex information integration.
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Affiliation(s)
- Shao-Min Hung
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
- Neuroscience and Behavioral Disorders Program, Duke-NUS Medical School, Singapore
| | - Po-Jang Hsieh
- Department of Psychology, National Taiwan University, Taipei City, Taiwan
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Nobre ADP, de Melo GM, Gauer G, Wagemans J. Implicit processing during inattentional blindness: A systematic review and meta-analysis. Neurosci Biobehav Rev 2020; 119:355-375. [PMID: 33086130 DOI: 10.1016/j.neubiorev.2020.10.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Revised: 08/17/2020] [Accepted: 10/05/2020] [Indexed: 01/25/2023]
Abstract
The occurrence of implicit processing of visual stimuli during inattentional blindness is still a matter of debate. To assess the evidence available in this debate, we conducted a systematic review of articles that explored whether unexpected visual stimuli presented during inattentional blindness are implicitly processed despite not being reported. Additionally, we employed meta-analysis to combine 59 behavioral experiments and investigate the statistical support for such implicit processing across experiments. Results showed that visual stimuli can be processed when unattended and unnoticed. Additionally, we reviewed the measures used to assess participants' awareness of the unexpected stimuli. We also employed meta-analysis to search for differences in awareness of the unexpected stimuli that may result from adopting distinct criteria to categorize participants as aware or unaware. The results showed that the overall effect of awareness changed depending on whether more demanding or less demanding measures of awareness were employed. This suggests that the choice of awareness measure may influence conclusions about whether processing of the US is implicit or explicit. We discuss the implications of these results for the study of implicit processing and the role of attention in visual cognition.
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Affiliation(s)
- Alexandre de Pontes Nobre
- Institute of Psychology, Federal University of Rio Grande do Sul, Ramiro Barcelos 2600, room 227, 90035-003, Porto Alegre, Rio Grande do Sul, Brazil; Brain & Cognition, KU Leuven, Tiensestraat 102, box 3711, 3000, Leuven, Belgium.
| | - Gabriela Mueller de Melo
- Institute of Biosciences, University of São Paulo (P)US, Rua do Matão, tv. 14, n° 321, Cidade Universitária, 05508-090, São Paulo, SP, Brazil
| | - Gustavo Gauer
- Institute of Psychology, Federal University of Rio Grande do Sul, Ramiro Barcelos 2600, room 227, 90035-003, Porto Alegre, Rio Grande do Sul, Brazil
| | - Johan Wagemans
- Brain & Cognition, KU Leuven, Tiensestraat 102, box 3711, 3000, Leuven, Belgium
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