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Verosky SC, Nishiura H, O'Brien L, Liu H, Aggadi N. Learned trustworthiness does not have the same influence on implicit responses measured via fast periodic visual stimulation as face trustworthiness. Psychophysiology 2024; 61:e14608. [PMID: 38741338 DOI: 10.1111/psyp.14608] [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] [Received: 11/27/2023] [Revised: 04/26/2024] [Accepted: 04/29/2024] [Indexed: 05/16/2024]
Abstract
Past research has demonstrated that it is possible to detect implicit responses to face trustworthiness using fast periodic visual stimulation (FPVS). Because people readily retrieve affective associations with faces, the current study investigated whether learned trustworthiness would yield similar responses to face trustworthiness as measured via FPVS. After learning to associate faces with untrustworthy or trustworthy behaviors, participants completed three separate tasks while electroencephalography (EEG) was recorded. In each of these tasks, participants viewed oddball sequences of faces where a single base face was presented repeatedly at a rate of 6 Hz and oddball faces with different identities were presented every fifth face (6 Hz/5 = 1.2 Hz). Providing evidence of learning, the oddball response at 1.2 Hz and its harmonics was stronger for the learned faces compared to novel faces over bilateral occipitotemporal cortex and beyond. In addition, reproducing previous findings with face trustworthiness, we observed a stronger response at 1.2 Hz and its harmonics for sequences with less trustworthy-looking versus trustworthy-looking oddball faces over bilateral occipitotemporal cortex and other sites. However, contrary to our predictions, we did not observe a significant influence of learned trustworthiness on the oddball response. These data indicate that impressions based on learning are treated differently than impressions based on appearance, and they raise questions about the types of design and stimuli that yield responses that are measurable via FPVS.
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Affiliation(s)
- Sara C Verosky
- Department of Psychology, Oberlin College, Oberlin, Ohio, USA
| | - Hannah Nishiura
- Department of Psychology, Oberlin College, Oberlin, Ohio, USA
| | - Lucie O'Brien
- Department of Psychology, Oberlin College, Oberlin, Ohio, USA
| | - Huanting Liu
- Department of Psychology, Oberlin College, Oberlin, Ohio, USA
| | - Nada Aggadi
- Department of Psychology, Oberlin College, Oberlin, Ohio, USA
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Wardle SG, Ewing L, Malcolm GL, Paranjape S, Baker CI. Children perceive illusory faces in objects as male more often than female. Cognition 2023; 235:105398. [PMID: 36791506 PMCID: PMC10085858 DOI: 10.1016/j.cognition.2023.105398] [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: 06/21/2022] [Revised: 02/02/2023] [Accepted: 02/04/2023] [Indexed: 02/15/2023]
Abstract
Face pareidolia is the experience of seeing illusory faces in inanimate objects. While children experience face pareidolia, it is unknown whether they perceive gender in illusory faces, as their face evaluation system is still developing in the first decade of life. In a sample of 412 children and adults from 4 to 80 years of age we found that like adults, children perceived many illusory faces in objects to have a gender and had a strong bias to see them as male rather than female, regardless of their own gender identification. These results provide evidence that the male bias for face pareidolia emerges early in life, even before the ability to discriminate gender from facial cues alone is fully developed. Further, the existence of a male bias in children suggests that any social context that elicits the cognitive bias to see faces as male has remained relatively consistent across generations.
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Affiliation(s)
- Susan G Wardle
- Laboratory of Brain and Cognition, National Institutes of Health, Bethesda, MD, USA.
| | - Louise Ewing
- School of Psychology, University of East Anglia, UK
| | | | - Sanika Paranjape
- Laboratory of Brain and Cognition, National Institutes of Health, Bethesda, MD, USA; Department of Psychological and Brain Sciences, George Washington University, Washington, DC, USA
| | - Chris I Baker
- Laboratory of Brain and Cognition, National Institutes of Health, Bethesda, MD, USA
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Rossion B, Jacques C, Jonas J. Intracerebral Electrophysiological Recordings to Understand the Neural Basis of Human Face Recognition. Brain Sci 2023; 13:354. [PMID: 36831897 PMCID: PMC9954066 DOI: 10.3390/brainsci13020354] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/09/2023] [Accepted: 02/10/2023] [Indexed: 02/22/2023] Open
Abstract
Understanding how the human brain recognizes faces is a primary scientific goal in cognitive neuroscience. Given the limitations of the monkey model of human face recognition, a key approach in this endeavor is the recording of electrophysiological activity with electrodes implanted inside the brain of human epileptic patients. However, this approach faces a number of challenges that must be overcome for meaningful scientific knowledge to emerge. Here we synthesize a 10 year research program combining the recording of intracerebral activity (StereoElectroEncephaloGraphy, SEEG) in the ventral occipito-temporal cortex (VOTC) of large samples of participants and fast periodic visual stimulation (FPVS), to objectively define, quantify, and characterize the neural basis of human face recognition. These large-scale studies reconcile the wide distribution of neural face recognition activity with its (right) hemispheric and regional specialization and extend face-selectivity to anterior regions of the VOTC, including the ventral anterior temporal lobe (VATL) typically affected by magnetic susceptibility artifacts in functional magnetic resonance imaging (fMRI). Clear spatial dissociations in category-selectivity between faces and other meaningful stimuli such as landmarks (houses, medial VOTC regions) or written words (left lateralized VOTC) are found, confirming and extending neuroimaging observations while supporting the validity of the clinical population tested to inform about normal brain function. The recognition of face identity - arguably the ultimate form of recognition for the human brain - beyond mere differences in physical features is essentially supported by selective populations of neurons in the right inferior occipital gyrus and the lateral portion of the middle and anterior fusiform gyrus. In addition, low-frequency and high-frequency broadband iEEG signals of face recognition appear to be largely concordant in the human association cortex. We conclude by outlining the challenges of this research program to understand the neural basis of human face recognition in the next 10 years.
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Affiliation(s)
- Bruno Rossion
- CNRS, CRAN, Université de Lorraine, F-54000 Nancy, France
- Service de Neurologie, Université de Lorraine, CHRU-Nancy, F-54000 Nancy, France
- Psychological Sciences Research Institute (IPSY), Université Catholique de Louvain (UCLouvain), 1348 Louvain-la-Neuve, Belgium
| | - Corentin Jacques
- Psychological Sciences Research Institute (IPSY), Université Catholique de Louvain (UCLouvain), 1348 Louvain-la-Neuve, Belgium
| | - Jacques Jonas
- CNRS, CRAN, Université de Lorraine, F-54000 Nancy, France
- Service de Neurologie, Université de Lorraine, CHRU-Nancy, F-54000 Nancy, France
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Siddique S, Sutherland CAM, Jeffery L, Swe D, Gwinn OS, Palermo R. Children show neural sensitivity to facial trustworthiness as measured by fast periodic visual stimulation. Neuropsychologia 2023; 180:108488. [PMID: 36681187 DOI: 10.1016/j.neuropsychologia.2023.108488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 11/24/2022] [Accepted: 01/16/2023] [Indexed: 01/19/2023]
Abstract
Adults exhibit neural responses over the visual occipito-temporal area in response to faces that vary in how trustworthy they appear. However, it is not yet known when a mature pattern of neural sensitivity can be seen in children. Using a fast periodic visual stimulation (FPVS) paradigm, face images were presented to 8-to-9-year-old children (an age group which shows development of trust impressions; N = 31) and adult (N = 33) participants at a rate of 6 Hz (6 face images per second). Within this sequence, an 'oddball' face differing in the level of facial trustworthiness compared to the other faces, was presented at a rate of 1 Hz (once per second). Children were sensitive to variations in facial trustworthiness, showing reliable and significant neural responses at 1 Hz in the absence of instructions to respond to facial trustworthiness. Additionally, the magnitude of children's and adults' neural responses was similar, with strong Bayesian evidence that implicit neural responses to facial trustworthiness did not differ across the groups, and therefore, that visual sensitivity to differences in facial trustworthiness can show mature patterns by this age. Thus, nine or less years of social experience, perceptual and/or cognitive development may be sufficient for adult-like neural sensitivity to facial trustworthiness to emerge. We also validate the use of the FPVS methodology to examine children's implicit face-based trust processing for the first time, which is especially valuable in developmental research because this paradigm requires no explicit instructions or responses from participants.
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Affiliation(s)
- Saba Siddique
- School of Psychological Science, University of Western Australia, 35 Stirling Hwy, Crawley, 6009, Australia.
| | - Clare A M Sutherland
- School of Psychological Science, University of Western Australia, 35 Stirling Hwy, Crawley, 6009, Australia; School of Psychology, University of Aberdeen, King's College, Aberdeen, AB24 3FX, UK.
| | - Linda Jeffery
- School of Psychological Science, University of Western Australia, 35 Stirling Hwy, Crawley, 6009, Australia; School of Population Health, Curtin University, Kent St, Bentley WA 6102, Australia.
| | - Derek Swe
- School of Psychological Science, University of Western Australia, 35 Stirling Hwy, Crawley, 6009, Australia.
| | - O Scott Gwinn
- College of Education, Psychology, and Social Work, Flinders University, Sturt Rd, Bedford Park SA 5042, Australia.
| | - Romina Palermo
- School of Psychological Science, University of Western Australia, 35 Stirling Hwy, Crawley, 6009, Australia.
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Rossion B. Twenty years of investigation with the case of prosopagnosia PS to understand human face identity recognition. Part I: Function. Neuropsychologia 2022; 173:108278. [DOI: 10.1016/j.neuropsychologia.2022.108278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 03/28/2022] [Accepted: 05/25/2022] [Indexed: 10/18/2022]
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Illusory faces are more likely to be perceived as male than female. Proc Natl Acad Sci U S A 2022; 119:2117413119. [PMID: 35074880 PMCID: PMC8812520 DOI: 10.1073/pnas.2117413119] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/17/2021] [Indexed: 12/04/2022] Open
Abstract
Face pareidolia is the phenomenon of perceiving illusory faces in inanimate objects. Here we show that illusory faces engage social perception beyond the detection of a face: they have a perceived age, gender, and emotional expression. Additionally, we report a striking bias in gender perception, with many more illusory faces perceived as male than female. As illusory faces do not have a biological sex, this bias is significant in revealing an asymmetry in our face evaluation system given minimal information. Our result demonstrates that the visual features that are sufficient for face detection are not generally sufficient for the perception of female. Instead, the perception of a nonhuman face as female requires additional features beyond that required for face detection. Despite our fluency in reading human faces, sometimes we mistakenly perceive illusory faces in objects, a phenomenon known as face pareidolia. Although illusory faces share some neural mechanisms with real faces, it is unknown to what degree pareidolia engages higher-level social perception beyond the detection of a face. In a series of large-scale behavioral experiments (ntotal = 3,815 adults), we found that illusory faces in inanimate objects are readily perceived to have a specific emotional expression, age, and gender. Most strikingly, we observed a strong bias to perceive illusory faces as male rather than female. This male bias could not be explained by preexisting semantic or visual gender associations with the objects, or by visual features in the images. Rather, this robust bias in the perception of gender for illusory faces reveals a cognitive bias arising from a broadly tuned face evaluation system in which minimally viable face percepts are more likely to be perceived as male.
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Campbell A, Tanaka JW. When a stranger becomes a friend: Measuring the neural correlates of real-world face familiarisation. VISUAL COGNITION 2021. [DOI: 10.1080/13506285.2021.2002993] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Alison Campbell
- Department of Psychology, University of Victoria, Victoria, Canada
| | - James W. Tanaka
- Department of Psychology, University of Victoria, Victoria, Canada
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