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Li H, Song H, Li M, Li H. Nonverbal cues to deception: insights from a mock crime scenario in a Chinese sample. Front Psychol 2024; 15:1331653. [PMID: 38406306 PMCID: PMC10884279 DOI: 10.3389/fpsyg.2024.1331653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 01/29/2024] [Indexed: 02/27/2024] Open
Abstract
Nonverbal behaviors could play a crucial role in detecting deception, yet existing studies on deception cues have largely centered on Western populations, predominantly university students, thus neglecting the influence of cultural and sample diversity. To address this gap, our study explored deception cues within an Asian cultural setting, utilizing a mock crime paradigm. Our sample comprised Chinese participants, including both men and women with various socioeconomic status (SES) backgrounds. Our findings revealed that compared to truth tellers, liars exhibited heightened emotions and an increased cognitive load. Furthermore, liars showed a higher frequency of self-adaptors and a longer duration of gaze aversion. Our findings contribute to a more profound understanding of deception cues within Asian culture and have implications for practical fields such as criminal interrogation.
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Affiliation(s)
- He Li
- School of Public Administration, Northwest University, Xi’an, China
| | - Hu Song
- School of Public Administration, Northwest University, Xi’an, China
| | - Menghan Li
- School of Public Administration, Northwest University, Xi’an, China
| | - Hanxue Li
- College of Education, Hunan First Normal University, Changsha, China
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2
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Mishra C, Offrede T, Fuchs S, Mooshammer C, Skantze G. Does a robot's gaze aversion affect human gaze aversion? Front Robot AI 2023; 10:1127626. [PMID: 37427087 PMCID: PMC10326846 DOI: 10.3389/frobt.2023.1127626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 06/05/2023] [Indexed: 07/11/2023] Open
Abstract
Gaze cues serve an important role in facilitating human conversations and are generally considered to be one of the most important non-verbal cues. Gaze cues are used to manage turn-taking, coordinate joint attention, regulate intimacy, and signal cognitive effort. In particular, it is well established that gaze aversion is used in conversations to avoid prolonged periods of mutual gaze. Given the numerous functions of gaze cues, there has been extensive work on modelling these cues in social robots. Researchers have also tried to identify the impact of robot gaze on human participants. However, the influence of robot gaze behavior on human gaze behavior has been less explored. We conducted a within-subjects user study (N = 33) to verify if a robot's gaze aversion influenced human gaze aversion behavior. Our results show that participants tend to avert their gaze more when the robot keeps staring at them as compared to when the robot exhibits well-timed gaze aversions. We interpret our findings in terms of intimacy regulation: humans try to compensate for the robot's lack of gaze aversion.
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Affiliation(s)
| | - Tom Offrede
- Humboldt-Universität zu Berlin, Berlin, Germany
| | - Susanne Fuchs
- Leibniz-Centre General Linguistics (ZAS), Berlin, Germany
| | | | - Gabriel Skantze
- Furhat Robotics AB, Stockholm, Sweden
- Division of Speech, Music and Hearing, KTH Royal Institute of Technology, Stockholm, Sweden
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Koller M, Weiss A, Hirschmanner M, Vincze M. Robotic gaze and human views: A systematic exploration of robotic gaze aversion and its effects on human behaviors and attitudes. Front Robot AI 2023; 10:1062714. [PMID: 37102131 PMCID: PMC10123290 DOI: 10.3389/frobt.2023.1062714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 03/13/2023] [Indexed: 04/28/2023] Open
Abstract
Similar to human-human interaction (HHI), gaze is an important modality in conversational human-robot interaction (HRI) settings. Previously, human-inspired gaze parameters have been used to implement gaze behavior for humanoid robots in conversational settings and improve user experience (UX). Other robotic gaze implementations disregard social aspects of gaze behavior and pursue a technical goal (e.g., face tracking). However, it is unclear how deviating from human-inspired gaze parameters affects the UX. In this study, we use eye-tracking, interaction duration, and self-reported attitudinal measures to study the impact of non-human inspired gaze timings on the UX of the participants in a conversational setting. We show the results for systematically varying the gaze aversion ratio (GAR) of a humanoid robot over a broad parameter range from almost always gazing at the human conversation partner to almost always averting the gaze. The main results reveal that on a behavioral level, a low GAR leads to shorter interaction durations and that human participants change their GAR to mimic the robot. However, they do not copy the robotic gaze behavior strictly. Additionally, in the lowest gaze aversion setting, participants do not gaze back as much as expected, which indicates a user aversion to the robot gaze behavior. However, participants do not report different attitudes toward the robot for different GARs during the interaction. In summary, the urge of humans in conversational settings with a humanoid robot to adapt to the perceived GAR is stronger than the urge of intimacy regulation through gaze aversion, and a high mutual gaze is not always a sign of high comfort, as suggested earlier. This result can be used as a justification to deviate from human-inspired gaze parameters when necessary for specific robot behavior implementations.
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Affiliation(s)
- Michael Koller
- Automation and Control Institute, TU Wien, Vienna, Austria
- *Correspondence: Michael Koller,
| | - Astrid Weiss
- Human Computer Interaction Group, TU Wien, Vienna, Austria
| | | | - Markus Vincze
- Automation and Control Institute, TU Wien, Vienna, Austria
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Servais A, Hurter C, Barbeau EJ. Gaze direction as a facial cue of memory retrieval state. Front Psychol 2022; 13:1063228. [PMID: 36619020 PMCID: PMC9813397 DOI: 10.3389/fpsyg.2022.1063228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 12/02/2022] [Indexed: 12/24/2022] Open
Abstract
Gaze direction is a powerful social cue that indicates the direction of attention and can be used to decode others' mental states. When an individual looks at an external object, inferring where their attention is focused from their gaze direction is easy. But when people are immersed in memories, their attention is oriented towards their inner world. Is there any specific gaze direction in this situation, and if so, which one? While trying to remember, a common behavior is gaze aversion, which has mostly been reported as an upward-directed gaze. Our primary aim was to evaluate whether gaze direction plays a role in the inference of the orientation of attention-i.e., external vs. internal-in particular, whether an upward direction is considered as an indicator of attention towards the internal world. Our secondary objective was to explore whether different gaze directions are consistently attributed to different types of internal mental states and, more specifically, memory states (autobiographical or semantic memory retrieval, or working memory). Gaze aversion is assumed to play a role in perceptual decoupling, which is supposed to support internal attention. We therefore also tested whether internal attention was associated with high gaze eccentricity because the mismatch between head and eye direction alters visual acuity. We conducted two large-sample (160-163 participants) online experiments. Participants were asked to choose which mental state-among different internal and external attentional states-they would attribute to faces with gazes oriented in different directions. Participants significantly associated internal attention with an upward-averted gaze across experiments, while external attention was mostly associated with a gaze remaining on the horizontal axis. This shows that gaze direction is robustly used by observers to infer others' mental states. Unexpectedly, internal attentional states were not more associated with gaze eccentricity at high (30°) than low (10°) eccentricity and we found that autobiographical memory retrieval, but not the other memory states, was highly associated with 10° downward gaze. This reveals the possible existence of different types of gaze aversion for different types of memories and opens new perspectives.
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Affiliation(s)
- Anaïs Servais
- Centre de Recherche Cerveau et Cognition (CerCo), CNRS-UPS, UMR5549, Toulouse, France,Ecole Nationale d’Aviation Civile (ENAC), Toulouse, France,*Correspondence: Anaïs Servais,
| | | | - Emmanuel J. Barbeau
- Centre de Recherche Cerveau et Cognition (CerCo), CNRS-UPS, UMR5549, Toulouse, France
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Acarturk C, Indurkya B, Nawrocki P, Sniezynski B, Jarosz M, Usal KA. Gaze aversion in conversational settings: An investigation based on mock job interview. J Eye Mov Res 2021; 14. [PMID: 34122746 PMCID: PMC8188832 DOI: 10.16910/jemr.14.1.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
We report the results of an empirical study on gaze aversion during dyadic human-to-human
conversation in an interview setting. To address various methodological challenges in assessing
gaze-to-face contact, we followed an approach where the experiment was conducted
twice, each time with a different set of interviewees. In one of them the interviewer’s gaze
was tracked with an eye tracker, and in the other the interviewee’s gaze was tracked. The
gaze sequences obtained in both experiments were analyzed and modeled as Discrete-Time
Markov Chains. The results show that the interviewer made more frequent and longer gaze
contacts compared to the interviewee. Also, the interviewer made mostly diagonal gaze
aversions, whereas the interviewee made sideways aversions (left or right). We discuss the
relevance of this research for Human-Robot Interaction, and discuss some future research
problems.
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Affiliation(s)
- Cengiz Acarturk
- Department of Cognitive Science, Middle East Technical University, Turkey
| | - Bipin Indurkya
- Department of Cognitive Science, Jagiellonian University, Poland
| | - Piotr Nawrocki
- Institute of Computer Science, AGH University of Science and Technology,, Poland
| | | | - Mateusz Jarosz
- Institute of Computer Science, AGH University of Science and Technology,, Poland
| | - Kerem Alp Usal
- Department of Cognitive Science, Middle East Technical University, Turkey
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Poole KL, Schmidt LA. Vigilant or avoidant? Children's temperamental shyness, patterns of gaze, and physiology during social threat. Dev Sci 2021; 24:e13118. [PMID: 33999466 DOI: 10.1111/desc.13118] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 04/12/2021] [Accepted: 04/22/2021] [Indexed: 11/28/2022]
Abstract
Temperamental shyness is characterized by fear, wariness, and the perception of threat in response to social novelty. Previous work has been inconsistent regarding attentional patterns to social threat among shy children, with evidence for both avoidance and vigilance. We examined relations between children's shyness and gaze aversion during the approach of a stranger (i.e., a context of social novelty), and tested whether these patterns of gaze moderated relations between shyness and autonomic reactivity and recovery. Participants included 152 typically-developing children (Mage = 7.82 years, SD = 0.44 years) who had their respiratory sinus arrhythmia (RSA) recorded during baseline, social novelty, and recovery. Children's shyness correlated with increases in self-reported nervousness from baseline to social novelty, providing support for perceived threat. Results revealed that children's proportion of gaze aversion from social novelty was related to shyness in a U-shape pattern such that both low levels of gaze aversion (i.e., attentional vigilance) and high levels of gaze aversion (i.e., attentional avoidance) were related to higher levels of shyness. Further, we found that children's shyness was directly related to decreases in RSA from baseline to social novelty, whereas quadratic gaze to social novelty moderated the relation between shyness and RSA recovery. Specifically, shyness was related to greater RSA recovery among children who exhibited attentional vigilance during the novel social interaction. Our findings provide support for both avoidance of, and vigilance to, social threat among different shy children, and these gaze strategies may be differentially related to physiological regulation during novel social encounters.
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Affiliation(s)
- Kristie L Poole
- Department of Psychology, Neuroscience & Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - Louis A Schmidt
- Department of Psychology, Neuroscience & Behaviour, McMaster University, Hamilton, Ontario, Canada
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Abstract
Human–wildlife conflict is one of the greatest threats to species populations worldwide. One species facing national declines in the UK is the herring gull (Larus argentatus), despite an increase in numbers in urban areas. Gulls in urban areas are often considered a nuisance owing to behaviours such as food-snatching. Whether urban gull feeding behaviour is influenced by human behavioural cues, such as gaze direction, remains unknown. We therefore measured the approach times of herring gulls to a food source placed in close proximity to an experimenter who either looked directly at the gull or looked away. We found that only 26% of targeted gulls would touch the food, suggesting that food-snatching is likely to be conducted by a minority of individuals. When gulls did touch the food, they took significantly longer to approach when the experimenter's gaze was directed towards them compared with directed away. However, inter-individual behaviour varied greatly, with some gulls approaching similarly quickly in both treatments, while others approached much more slowly when the experimenter was looking at them. These results indicate that reducing human–herring gull conflict may be possible through small changes in human behaviour, but will require consideration of behavioural differences between individual gulls.
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Affiliation(s)
- Madeleine Goumas
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Treliever Road, Penryn TR10 9FE, UK
| | - Isabella Burns
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Treliever Road, Penryn TR10 9FE, UK
| | - Laura A Kelley
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Treliever Road, Penryn TR10 9FE, UK
| | - Neeltje J Boogert
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Treliever Road, Penryn TR10 9FE, UK
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Davidson GL, Reichert MS, Crane JMS, O'Shea W, Quinn JL. Repeatable aversion across threat types is linked with life-history traits but is dependent on how aversion is measured. R Soc Open Sci 2018; 5:172218. [PMID: 29515906 PMCID: PMC5830795 DOI: 10.1098/rsos.172218] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2017] [Accepted: 01/23/2018] [Indexed: 05/28/2023]
Abstract
Personality research suggests that individual differences in risk aversion may be explained by links with life-history variation. However, few empirical studies examine whether repeatable differences in risk avoidance behaviour covary with life-history traits among individuals in natural populations, or how these links vary depending on the context and the way risk aversion is measured. We measured two different risk avoidance behaviours (latency to enter the nest and inspection time) in wild great tits (Parus major) in two different contexts-response to a novel object and to a predator cue placed at the nest-box during incubation---and related these behaviours to female reproductive success and condition. Females responded equally strongly to both stimuli, and although both behaviours were repeatable, they did not correlate. Latency to enter was negatively related to body condition and the number of offspring fledged. By contrast, inspection time was directly explained by whether incubating females had been flushed from the nest before the trial began. Thus, our inferences on the relationship between risk aversion and fitness depend on how risk aversion was measured. Our results highlight the limitations of drawing conclusions about the relevance of single measures of a personality trait such as risk aversion.
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Affiliation(s)
- Gabrielle L. Davidson
- Biological, Earth and Environmental Sciences, University College Cork, Cork, Ireland
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Loth S. Beyond Likeability: Investigating Social Interactions with Artificial Agents and Objective Metrics. Front Psychol 2017; 8:1662. [PMID: 29018386 PMCID: PMC5614972 DOI: 10.3389/fpsyg.2017.01662] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2016] [Accepted: 09/11/2017] [Indexed: 11/13/2022] Open
Affiliation(s)
- Sebastian Loth
- Social Cognitive Systems and Psycholinguistics, Centre of Excellence on Cognitive Interaction Technology (CITEC), Faculty of Technology, Bielefeld UniversityBielefeld, Germany
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Rossi A, Parada FJ, Latinus M, Puce A. Photographic but not line-drawn faces show early perceptual neural sensitivity to eye gaze direction. Front Hum Neurosci 2015; 9:185. [PMID: 25914636 PMCID: PMC4392689 DOI: 10.3389/fnhum.2015.00185] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2014] [Accepted: 03/19/2015] [Indexed: 01/08/2023] Open
Abstract
Our brains readily decode facial movements and changes in social attention, reflected in earlier and larger N170 event-related potentials (ERPs) to viewing gaze aversions vs. direct gaze in real faces (Puce et al., 2000). In contrast, gaze aversions in line-drawn faces do not produce these N170 differences (Rossi et al., 2014), suggesting that physical stimulus properties or experimental context may drive these effects. Here we investigated the role of stimulus-induced context on neurophysiological responses to dynamic gaze. Sixteen healthy adults viewed line-drawn and real faces, with dynamic eye aversion and direct gaze transitions, and control stimuli (scrambled arrays and checkerboards) while continuous electroencephalographic (EEG) activity was recorded. EEG data from 2 temporo-occipital clusters of 9 electrodes in each hemisphere where N170 activity is known to be maximal were selected for analysis. N170 peak amplitude and latency, and temporal dynamics from Event-Related Spectral Perturbations (ERSPs) were measured in 16 healthy subjects. Real faces generated larger N170s for averted vs. direct gaze motion, however, N170s to real and direct gaze were as large as those to respective controls. N170 amplitude did not differ across line-drawn gaze changes. Overall, bilateral mean gamma power changes for faces relative to control stimuli occurred between 150–350 ms, potentially reflecting signal detection of facial motion. Our data indicate that experimental context does not drive N170 differences to viewed gaze changes. Low-level stimulus properties, such as the high sclera/iris contrast change in real eyes likely drive the N170 changes to viewed aversive movements.
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Affiliation(s)
- Alejandra Rossi
- Cognitive Science Program, Indiana University Bloomington, IN, USA ; Program in Neuroscience, Indiana University Bloomington, IN, USA
| | - Francisco J Parada
- Program in Neuroscience, Indiana University Bloomington, IN, USA ; Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA ; Department of Psychiatry, Harvard Medical School Boston, MA, USA
| | - Marianne Latinus
- Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA ; Institut de Neurosciences de la Timone, UMR7289, CNRS, Aix-Marseille Université Marseille, France
| | - Aina Puce
- Cognitive Science Program, Indiana University Bloomington, IN, USA ; Program in Neuroscience, Indiana University Bloomington, IN, USA ; Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA
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Buchanan H, Markson L, Bertrand E, Greaves S, Parmar R, Paterson KB. Effects of social gaze on visual-spatial imagination. Front Psychol 2014; 5:671. [PMID: 25071645 PMCID: PMC4082314 DOI: 10.3389/fpsyg.2014.00671] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2013] [Accepted: 06/10/2014] [Indexed: 11/13/2022] Open
Abstract
Previous research suggests that closing one’s eyes or averting one’s gaze from another person can benefit visual-spatial imagination by interrupting cognitive demands associated with face-to-face interaction (Markson and Paterson, 2009). The present study further investigated this influence of social gaze on adults’ visual-spatial imagination, using the matrix task (Kerr, 1987, 1993). Participants mentally kept track of a pathway through an imaginary 2-dimensional (2D) or 3-dimensional (3D) matrix. Concurrent with this task, participants either kept their eyes closed or maintained eye contact with another person, mutual gaze with a person whose eyes were obscured (by wearing dark glasses), or unreciprocated gaze toward the face of a person whose own gaze was averted or whose face was occluded (by placing a paper bag over her head). Performance on the 2D task was poorest in the eye contact condition, and did not differ between the other gaze conditions, which produced ceiling performance. However, the more difficult 3D task revealed clear effects of social gaze. Performance on the 3D task was poorest for eye contact, better for mutual gaze, and equally better still for the unreciprocated gaze and eye-closure conditions. The findings reveal the especially disruptive influence of eye contact on concurrent visual-spatial imagination and a benefit for cognitively demanding tasks of disengaging eye contact during face-to-face interaction.
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Affiliation(s)
| | - Lucy Markson
- Department of Psychology, University of Cambridge Cambridge, UK ; Institute of Criminology, University of Cambridge Cambridge, UK
| | - Emma Bertrand
- School of Psychology, University of Leicester Leicester, UK
| | - Sian Greaves
- School of Psychology, University of Leicester Leicester, UK
| | - Reena Parmar
- School of Psychology, University of Leicester Leicester, UK
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Abstract
Animals often respond fearfully when encountering eyes or eye-like shapes. Although gaze aversion has been documented in mammals when avoiding group-member conflict, the importance of eye coloration during interactions between conspecifics has yet to be examined in non-primate species. Jackdaws (Corvus monedula) have near-white irides, which are conspicuous against their dark feathers and visible when seen from outside the cavities where they nest. Because jackdaws compete for nest sites, their conspicuous eyes may act as a warning signal to indicate that a nest is occupied and deter intrusions by conspecifics. We tested whether jackdaws' pale irides serve as a deterrent to prospecting conspecifics by comparing prospectors' behaviour towards nest-boxes displaying images with bright eyes (BEs) only, a jackdaw face with natural BEs, or a jackdaw face with dark eyes. The jackdaw face with BEs was most effective in deterring birds from making contact with nest-boxes, whereas both BE conditions reduced the amount of time jackdaws spent in proximity to the image. We suggest BEs in jackdaws may function to prevent conspecific competitors from approaching occupied nest sites.
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Abstract
BACKGROUND During face-to-face questioning, typically developing children and adults use gaze aversion (GA), away from their questioner, when thinking. GA increases with question difficulty and improves the accuracy of responses. This is the first study to investigate whether individuals with autism spectrum disorder (ASD; associated with reduced sociability and atypical face gaze) and Williams syndrome (WS; associated with hypersociability and atypical face gaze) use GA to manage cognitive load during face-to-face interactions. METHODS Two studies were conducted exploring the typicality of GA during face-to-face questioning in (a) ASD and (b) WS. RESULTS In Study 1, children with ASD increased their GA as question difficulty increased. In addition, they used most GA when thinking about their responses to questions, mirroring evidence from typically developing children. An important atypicality for participants with ASD was a significantly higher level of GA when listening to interlocutors. In Study 2, participants with WS showed typical patterns of GA in relation to question difficulty and across different points of the interaction. CONCLUSIONS Two different neuro-developmental disorders, both characterized by significant problems with executive control of attention and atypicalities of social interactions, exhibited generally typical patterns of GA. All groups used most GA while thinking about questions, and increased their GA as questions got harder. In addition, children with ASD showed elevated levels of GA while listening to questions, but not while thinking about or making their responses, suggesting that they sometimes fail to see the relevance of attending to visual cues rather than actively avoiding them. Results have important implications for how professionals interpret GA in these populations and for social skills training.
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Affiliation(s)
- Gwyneth Doherty-Sneddon
- School of Life Sciences, Northumbria University, Newcastle upon Tyne School of Psychology, Newcastle University, Newcastle upon Tyne, UK.
| | - Deborah M Riby
- School of Psychology, Newcastle UniversityNewcastle upon Tyne
| | - Lisa Whittle
- School of Natural Sciences, Stirling UniversityStirling, UK
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