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Xu L, Paffen CLE, Van der Stigchel S, Gayet S. Statistical Learning Facilitates Access to Awareness. Psychol Sci 2024; 35:1035-1047. [PMID: 39222160 DOI: 10.1177/09567976241263344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024] Open
Abstract
Statistical learning is a powerful mechanism that enables the rapid extraction of regularities from sensory inputs. Although numerous studies have established that statistical learning serves a wide range of cognitive functions, it remains unknown whether statistical learning impacts conscious access. To address this question, we applied multiple paradigms in a series of experiments (N = 153 adults): Two reaction-time-based breaking continuous flash suppression (b-CFS) experiments showed that probable objects break through suppression faster than improbable objects. A preregistered accuracy-based b-CFS experiment showed higher localization accuracy for suppressed probable (versus improbable) objects under identical presentation durations, thereby excluding the possibility of processing differences emerging after conscious access (e.g., criterion shifts). Consistent with these findings, a supplemental visual-masking experiment reaffirmed higher localization sensitivity to probable objects over improbable objects. Together, these findings demonstrate that statistical learning alters the competition for scarce conscious resources, thereby potentially contributing to established effects of statistical learning on higher-level cognitive processes that require consciousness.
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Affiliation(s)
- Luzi Xu
- Experimental Psychology, Helmholtz Institute, Utrecht University
| | - Chris L E Paffen
- Experimental Psychology, Helmholtz Institute, Utrecht University
| | | | - Surya Gayet
- Experimental Psychology, Helmholtz Institute, Utrecht University
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Dong X, Zhang M, Dong B, Jiang Y, Bao M. Reward produces learning of a consciously inaccessible feature. Br J Psychol 2021; 113:49-67. [PMID: 34159589 DOI: 10.1111/bjop.12518] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 05/08/2021] [Indexed: 11/29/2022]
Abstract
Reward has a significant impact on behaviour and perception. Most past work in associative reward learning has used perceptually distinct visual cues to associate with different reward values. Thus, it remains unknown to what extent the learned bias towards reward-associated stimuli depends on consciousness of the apparent differences between stimuli. Here, we resolved this issue by using an inter-ocular suppression paradigm with the monetary rewarding and non-rewarding cues identical to each other except for their eye-of-origin information. Thus, the reward coding system cannot rely on consciousness to select the reward-associated cue. Surprisingly, the targets in the rewarded eye broke into awareness faster than those in the non-rewarded eye. We further revealed that producing this effect required both top-down attention and inter-ocular suppression. These findings suggest that the human's reward coding system can produce two different types of reward-based learning. One is independent of consciousness yet fairly consuming attentional resources. The other one results from volitional selection of stimuli of behavioural significance.
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Affiliation(s)
- Xue Dong
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Mingxia Zhang
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Bo Dong
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, Suzhou University of Science and Technology, Suzhou, China
| | - Yi Jiang
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China.,State Key Laboratory of Brain and Cognitive Science, Beijing, China.,CAS Center for Excellence in Brain Science and Intelligence Technology, Shanghai, China.,Chinese Institute for Brain Research, Beijing, China.,Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China
| | - Min Bao
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
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3
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Stein T, Peelen MV. Dissociating conscious and unconscious influences on visual detection effects. Nat Hum Behav 2021; 5:612-624. [PMID: 33398144 DOI: 10.1038/s41562-020-01004-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 10/21/2020] [Indexed: 01/28/2023]
Abstract
The scope of unconscious processing is highly debated, with recent studies showing that even high-level functions such as perceptual integration and category-based attention occur unconsciously. For example, upright faces that are suppressed from awareness through interocular suppression break into awareness more quickly than inverted faces. Similarly, verbal object cues boost otherwise invisible objects into awareness. Here, we replicate these findings, but find that they reflect a general difference in detectability not specific to interocular suppression. To dissociate conscious and unconscious influences on visual detection effects, we use an additional discrimination task to rule out conscious processes as a cause for these differences. Results from this detection-discrimination dissociation paradigm reveal that, while face orientation is processed unconsciously, category-based attention requires awareness. These findings provide insights into the function of conscious perception and offer an experimental approach for mapping out the scope and limits of unconscious processing.
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Affiliation(s)
- Timo Stein
- Brain and Cognition, Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands.
| | - Marius V Peelen
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
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Ding Y, Naber M, Gayet S, Van der Stigchel S, Paffen CLE. Assessing the generalizability of eye dominance across binocular rivalry, onset rivalry, and continuous flash suppression. J Vis 2018; 18:6. [DOI: 10.1167/18.6.6] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Yun Ding
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
| | - Marnix Naber
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
| | - Surya Gayet
- Donders Centre for Cognition, Donders Institute for Brain, Cognition & Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Stefan Van der Stigchel
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
| | - Chris L. E. Paffen
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
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Zhan M, Engelen T, de Gelder B. Influence of continuous flash suppression mask frequency on stimulus visibility. Neuropsychologia 2018; 128:65-72. [PMID: 29763616 DOI: 10.1016/j.neuropsychologia.2018.05.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2017] [Revised: 05/09/2018] [Accepted: 05/11/2018] [Indexed: 12/16/2022]
Abstract
The continuous flash suppression (CFS) paradigm is increasingly used in consciousness research, but its mechanisms are still not fully understood. To better understand its temporal properties, we presented the CFS masks at 9 frequencies, and examined their influence on stimuli visibility, while taking into account the inter-individual variability and the change of CFS suppression as the experiment progressed. The frequencies consisted of fundamental frequencies of 3, 4 and 5 Hz, and their 2nd and 3rd harmonics, which included the 10 Hz frequency typically used in most of the CFS studies. We found that the suppression of stimulus awareness was stronger under 4, 6 and 8 Hz than 10 Hz. After controlling for inter-individual variability with mixed-effects analysis, we found that the number of seen trials was lower for the 4 Hz-basis frequencies than the 5 Hz ones, and was lower for the 2nd than 3rd harmonic. We propose that this may be caused by an interaction between the CFS masks and the ongoing sampling of the attentional mechanism. Examining individual data, we also found a habituation effect that the participants saw significantly more stimuli as the experiment progressed. Our results suggest that these factors need to be taken care of in future CFS studies in order to achieve optimal visual awareness suppression and ensure the generalizability of results.
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Affiliation(s)
- Minye Zhan
- Faculty of Psychology and Neuroscience, Department of Cognitive Neurosciences, Maastricht University, 6229EV Maastricht, The Netherlands
| | - Tahnée Engelen
- Faculty of Psychology and Neuroscience, Department of Cognitive Neurosciences, Maastricht University, 6229EV Maastricht, The Netherlands
| | - Beatrice de Gelder
- Faculty of Psychology and Neuroscience, Department of Cognitive Neurosciences, Maastricht University, 6229EV Maastricht, The Netherlands; Department of Computer Science, University College London, WC1E 6BT, UK.
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Ventral and Dorsal Pathways Relate Differently to Visual Awareness of Body Postures under Continuous Flash Suppression. eNeuro 2018; 5:eN-NWR-0285-17. [PMID: 29445766 PMCID: PMC5810040 DOI: 10.1523/eneuro.0285-17.2017] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2017] [Revised: 12/08/2017] [Accepted: 12/14/2017] [Indexed: 11/21/2022] Open
Abstract
Visual perception includes ventral and dorsal stream processes. However, it is still unclear whether the former is predominantly related to conscious and the latter to nonconscious visual perception as argued in the literature. In this study upright and inverted body postures were rendered either visible or invisible under continuous flash suppression (CFS), while brain activity of human participants was measured with functional MRI (fMRI). Activity in the ventral body-sensitive areas was higher during visible conditions. In comparison, activity in the posterior part of the bilateral intraparietal sulcus (IPS) showed a significant interaction of stimulus orientation and visibility. Our results provide evidence that dorsal stream areas are less associated with visual awareness.
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Probing the influence of unconscious fear-conditioned visual stimuli on eye movements. Conscious Cogn 2016; 46:60-70. [PMID: 27684607 DOI: 10.1016/j.concog.2016.09.016] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2016] [Revised: 09/08/2016] [Accepted: 09/17/2016] [Indexed: 11/22/2022]
Abstract
Efficient threat detection from the environment is critical for survival. Accordingly, fear-conditioned stimuli receive prioritized processing and capture overt and covert attention. However, it is unknown whether eye movements are influenced by unconscious fear-conditioned stimuli. We performed a classical fear-conditioning procedure and subsequently recorded participants' eye movements while they were exposed to fear-conditioned stimuli that were rendered invisible using interocular suppression. Chance-level performance in a forced-choice-task demonstrated unawareness of the stimuli. Differential skin conductance responses and a change in participants' fearfulness ratings of the stimuli indicated the effectiveness of conditioning. However, eye movements were not biased towards the fear-conditioned stimulus. Preliminary evidence suggests a relation between the strength of conditioning and the saccadic bias to the fear-conditioned stimulus. Our findings provide no strong evidence for a saccadic bias towards unconscious fear-conditioned stimuli but tentative evidence suggests that such an effect may depend on the strength of the conditioned response.
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Moors P, Stein T, Wagemans J, van Ee R. Serial correlations in Continuous Flash Suppression. Neurosci Conscious 2015; 2015:niv010. [PMID: 30619623 PMCID: PMC6307532 DOI: 10.1093/nc/niv010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2015] [Revised: 11/09/2015] [Accepted: 11/26/2015] [Indexed: 11/13/2022] Open
Abstract
Research on visual rivalry has demonstrated that consecutive dominance durations are serially dependent, implying that the underlying competition mechanism is not driven by some random process but includes a memory component. Here we asked whether serial dependence is also observed in continuous flash suppression (CFS). We addressed this question by analyzing a large dataset of time series of suppression durations obtained in a series of so-called “breaking CFS” experiments in which the duration of the period is measured until a suppressed target breaks through the CFS mask. Across experimental manipulations, stimuli, and observers, we found that (i) the distribution of breakthrough rates was fit less well by a gamma distribution than in conventional visual rivalry paradigms, (ii) the suppression duration on a previous trial influenced the suppression duration on a later trial up to as long as a lag of eight trials, and (iii) the mechanism underlying these serial correlations was predominantly monocular. We conclude that the underlying competition mechanism of CFS also includes a memory component that is primarily, but not necessarily exclusively, monocular in nature. We suggest that the temporal dependency structure of suppression durations in CFS is akin to those observed in binocular rivalry, which might imply that both phenomena tap into similar rather than distinct mechanisms.
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Affiliation(s)
- Pieter Moors
- Laboratory of Experimental Psychology, Department of Brain & Cognition, University of Leuven (KU Leuven), Belgium
| | - Timo Stein
- Center for Mind/Brain Sciences (CIMeC), University of Trento, Rovereto, Italy
| | - Johan Wagemans
- Laboratory of Experimental Psychology, Department of Brain & Cognition, University of Leuven (KU Leuven), Belgium
| | - Raymond van Ee
- Laboratory of Experimental Psychology, Department of Brain & Cognition, University of Leuven (KU Leuven), Belgium.,Donders Institute, Radboud University, Department of Biophysics, Nijmegen, The Netherlands.,Philips Research Laboratories, Department of Brain, Body & Behavior, Eindhoven, The Netherlands
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