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Jeong NH, Lee J, Yun JC, Park DH, Park SB. Does wearing facial masks increase perceived facial attractiveness? An eye-tracking experiment. Front Psychol 2023; 14:1141319. [PMID: 37251026 PMCID: PMC10214864 DOI: 10.3389/fpsyg.2023.1141319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 03/31/2023] [Indexed: 05/31/2023] Open
Abstract
As wearing a mask has become a routine of daily life since COVID-19, there is a growing need for psycho-physiological research to examine whether and how mask-fishing effects can occur and operate. Building upon a notion that people are likely to utilize information available from the facial areas uncovered by a mask to form the first impression about others, we posit a curvilinear relationship between the amount of the facial areas covered by a mask and the perception of others' attractiveness such that the attractiveness perception increases initially and then decreases as more facial areas are covered by a mask. To better examine this covering effect, we conduct an experiment using an eye-tracker and also administer a follow-up survey on the facial attractiveness of target persons. Our results showed that the facial attractiveness of target persons increased as the areas covered by a mask increased as in the moderate covering condition where the target persons wore only a facial mask, demonstrating that the mask-fishing was indeed possible thanks to the covering effect of a mask on the facial attractiveness. The experimental results, however, revealed that the mask-fishing effect disappeared as the areas covered increased further as in the excessive covering condition where the target persons' face and forehead were covered with a mask and a bucket hat. More importantly, the eye-tracking data analysis demonstrated that both the number of gaze fixation and revisits per unit area were significantly lower in the moderate covering than in the excessive covering condition, suggesting that participants in the moderate covering were able to form the impression about the target persons using cues available from the eyes and forehead areas such as hairstyle and eye color whereas those in the excessive covering were provided only a limited set of cues concentrated in the eyes area. As a result, the covering effect no longer existed under the excessive covering. Furthermore, our results showed that participants in the moderate covering were more likely than those in the excessive condition to exhibit the higher level of curiosity and perception of beautifulness but perceived the lower level of coldness when evaluating the target persons. The current research offers theoretical contributions and practical implications made from the eye-tracking experiment and discusses possible avenues for further research.
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Affiliation(s)
- Nan-Hee Jeong
- School of Business, Yonsei University, Seoul, Republic of Korea
| | - Junsik Lee
- Graduate School of Business IT, Kookmin University, Seoul, Republic of Korea
| | - Ji-Chan Yun
- Graduate School of Business IT, Kookmin University, Seoul, Republic of Korea
| | - Do-Hyung Park
- Graduate School of Business IT, Kookmin University, Seoul, Republic of Korea
| | - Se-Bum Park
- School of Business, Yonsei University, Seoul, Republic of Korea
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52
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Scheibe S, Grundmann F, Kranenborg B, Epstude K. Empathising with masked targets: limited side effects of face masks on empathy for dynamic, context-rich stimuli. Cogn Emot 2023; 37:683-695. [PMID: 37013854 DOI: 10.1080/02699931.2023.2193385] [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: 07/20/2022] [Revised: 03/14/2023] [Accepted: 03/15/2023] [Indexed: 04/05/2023]
Abstract
Multiple studies revealed detrimental effects of face masks on communication, including reduced empathic accuracy and enhanced listening effort. Yet, extant research relied on artificial, decontextualised stimuli, which prevented assessing empathy under more ecologically valid conditions. In this preregistered online experiment (N = 272), we used film clips featuring targets reporting autobiographical events to address motivational mechanisms underlying face mask effects on cognitive (empathic accuracy) and emotional facets (emotional congruence, sympathy) of empathy. Surprisingly, targets whose faces were covered by a mask (or a black bar) elicited the same level of empathy motives (affiliation, cognitive effort), and accordingly, the same level of cognitive and emotional empathy compared to targets with uncovered faces. We only found a negative direct effect of face coverings on sympathy. Additional analyses revealed that older (compared to young) adults showed higher empathy, but age did not moderate face mask effects. Our findings speak against strong negative face mask effects on empathy when using dynamic, context-rich stimuli, yet support motivational mechanisms of empathy.
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Affiliation(s)
- Susanne Scheibe
- Department of Psychology, University of Groningen, Groningen, Netherlands
| | - Felix Grundmann
- Department of Psychology, University of Groningen, Groningen, Netherlands
| | - Bart Kranenborg
- Department of Psychology, University of Groningen, Groningen, Netherlands
| | - Kai Epstude
- Department of Psychology, University of Groningen, Groningen, Netherlands
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53
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Klingner CM, Guntinas-Lichius O. Facial expression and emotion. Laryngorhinootologie 2023; 102:S115-S125. [PMID: 37130535 PMCID: PMC10171334 DOI: 10.1055/a-2003-5687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Human facial expressions are unique in their ability to express our emotions and communicate them to others. The mimic expression of basic emotions is very similar across different cultures and has also many features in common with other mammals. This suggests a common genetic origin of the association between facial expressions and emotion. However, recent studies also show cultural influences and differences. The recognition of emotions from facial expressions, as well as the process of expressing one's emotions facially, occurs within an extremely complex cerebral network. Due to the complexity of the cerebral processing system, there are a variety of neurological and psychiatric disorders that can significantly disrupt the coupling of facial expressions and emotions. Wearing masks also limits our ability to convey and recognize emotions through facial expressions. Through facial expressions, however, not only "real" emotions can be expressed, but also acted ones. Thus, facial expressions open up the possibility of faking socially desired expressions and also of consciously faking emotions. However, these pretenses are mostly imperfect and can be accompanied by short-term facial movements that indicate the emotions that are actually present (microexpressions). These microexpressions are of very short duration and often barely perceptible by humans, but they are the ideal application area for computer-aided analysis. This automatic identification of microexpressions has not only received scientific attention in recent years, but its use is also being tested in security-related areas. This article summarizes the current state of knowledge of facial expressions and emotions.
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Affiliation(s)
- Carsten M Klingner
- Hans Berger Department of Neurology, Jena University Hospital, Germany
- Biomagnetic Center, Jena University Hospital, Germany
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54
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Leos-Mendoza H, Gold I, Pérez-Gay Juárez F. Face masks negatively skew theory of mind judgements. Sci Rep 2023; 13:4950. [PMID: 36973300 PMCID: PMC10041502 DOI: 10.1038/s41598-023-31680-y] [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: 07/07/2022] [Accepted: 03/15/2023] [Indexed: 03/29/2023] Open
Abstract
Face masks obscure a significant portion of the face, reducing the amount of information available to gauge the mental states of others-that is, to exercise the Theory of Mind (ToM) capacity. In three experiments, we assessed the effect of face masks on ToM judgements, measuring recognition accuracy, perceived valence, and perceived arousal in various sets of facial expressions comprising 45 different mental states. Significant effects of face masks were found in all three variables. Judgements of all expressions are less accurate when masked, but, while judgements of negative expressions do not show consistent changes in valence or arousal, positive expressions are perceived to be less positive and less intense. In addition, we identified face muscles associated with changes in perceived valence and arousal, shedding light on the mechanisms through which masks impact ToM judgements, which might be relevant for mitigation strategies. We discuss the implications of these findings in the context of the recent pandemic.
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Affiliation(s)
- Héctor Leos-Mendoza
- Interfaculty Program of Cognitive Science, McGill University, Montreal, H3A 0G4, Canada
| | - Ian Gold
- Departments of Philosophy and Psychiatry, McGill University, Montreal, H3A 0G4, Canada.
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55
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Dalle Nogare L, Cerri A, Proverbio AM. Emojis Are Comprehended Better than Facial Expressions, by Male Participants. Behav Sci (Basel) 2023; 13:bs13030278. [PMID: 36975303 PMCID: PMC10045925 DOI: 10.3390/bs13030278] [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: 01/22/2023] [Revised: 03/19/2023] [Accepted: 03/20/2023] [Indexed: 03/29/2023] Open
Abstract
Emojis are colorful ideograms resembling stylized faces commonly used for expressing emotions in instant messaging, on social network sites, and in email communication. Notwithstanding their increasing and pervasive use in electronic communication, they are not much investigated in terms of their psychological properties and communicative efficacy. Here, we presented 112 different human facial expressions and emojis (expressing neutrality, happiness, surprise, sadness, anger, fear, and disgust) to a group of 96 female and male university students engaged in the recognition of their emotional meaning. Analyses of variance showed that male participants were significantly better than female participants at recognizing emojis (especially negative ones) while the latter were better than male participants at recognizing human facial expressions. Quite interestingly, male participants were better at recognizing emojis than human facial expressions per se. These findings are in line with more recent evidence suggesting that male individuals may be more competent and inclined to use emojis to express their emotions in messaging (especially sarcasm, teasing, and love) than previously thought. Finally, the data indicate that emojis are less ambiguous than facial expressions (except for neutral and surprise emotions), possibly because of the limited number of fine-grained details and the lack of morphological features conveying facial identity.
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Affiliation(s)
- Linda Dalle Nogare
- Department of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20162 Milan, Italy
| | - Alice Cerri
- Department of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20162 Milan, Italy
| | - Alice Mado Proverbio
- Department of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20162 Milan, Italy
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56
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Hanna E, Martin G, Campbell A, Connolly P, Fearon K. The impacts and implications of the community face mask use during the Covid-19 pandemic: A qualitative narrative interview study. Health Expect 2023; 26:1349-1357. [PMID: 36945787 PMCID: PMC10154787 DOI: 10.1111/hex.13752] [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: 03/15/2022] [Revised: 02/27/2023] [Accepted: 03/03/2023] [Indexed: 03/23/2023] Open
Abstract
INTRODUCTION A range of nonpharmaceutical public health interventions has been introduced in many countries following the rapid spread of Covid-19 since 2020, including recommendations or mandates for the use of face masks or coverings in the community. While the effectiveness of face masks in reducing Covid-19 transmission has been extensively discussed, scant attention has been paid to the lived experience of those wearing face masks. METHOD Drawing on 40 narrative interviews with a purposive sample of people in the United Kingdom, with a particular focus on marginalised and minoritized groups, our paper explores experiences of face mask use during the pandemic. RESULTS We find that face masks have a range of societal, health and safety impacts, and prompted positive and negative emotional responses for users. We map our findings onto Lorenc and Oliver's framework for intervention risks. We suggest that qualitative data offer particular insights into the experiences of public health interventions, allowing the potential downsides and risks of interventions to be more fully considered and informing public health policies that might avoid inadvertent harm, particularly towards marginalised groups. PATIENT OR PUBLIC CONTRIBUTION The study primarily involved members of the public in the conduct of the research, namely through participation in interviews (email and telephone). The conception for the study involved extensive discussions on social media with a range of people, and we received input and ideas from presentations we delivered on the preliminary analysis.
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Affiliation(s)
- Esmée Hanna
- Leicester School of Allied Health Sciences, De Montfort University, Leicester, UK
| | - Graham Martin
- The Healthcare Improvement Studies Institute, Cambridge University, Cambridge, UK
| | - Anne Campbell
- NIHR Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance (NIHR HPRU AMR) in the Faculty of Medicine, Imperial College London, London, UK
| | - Paris Connolly
- Leicester School of Allied Health Sciences, De Montfort University, Leicester, UK
| | - Kristine Fearon
- Centre for Reproduction Research, De Montfort University, Leicester, UK
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Visentin C, Pellegatti M, Garraffa M, Di Domenico A, Prodi N. Be Quiet! Effects of Competing Speakers and Individual Characteristics on Listening Comprehension for Primary School Students. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:ijerph20064822. [PMID: 36981730 PMCID: PMC10049310 DOI: 10.3390/ijerph20064822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Revised: 03/03/2023] [Accepted: 03/05/2023] [Indexed: 05/06/2023]
Abstract
Students learn in noisy classrooms, where the main sources of noise are their own voices. In this sound environment, students are not equally at risk from background noise interference during lessons, due to the moderation effect of the individual characteristics on the listening conditions. This study investigates the effect of the number of competing speakers on listening comprehension and whether this is modulated by selective attention skills, working memory, and noise sensitivity. Seventy-one primary school students aged 10 to 13 years completed a sentence comprehension task in three listening conditions: quiet, two competing speakers, and four competing speakers. Outcome measures were accuracy, listening effort (response times and self-reported), motivation, and confidence in completing the task. Individual characteristics were assessed in quiet. Results showed that the number of competing speakers has no direct effects on the task, whilst the individual characteristics were found to moderate the effect of the listening conditions. Selective attention moderated the effects on accuracy and response times, working memory on motivation, and noise sensitivity on both perceived effort and confidence. Students with low cognitive abilities and high noise sensitivity were found to be particularly at risk in the condition with two competing speakers.
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Affiliation(s)
- Chiara Visentin
- Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy; (M.P.); (N.P.)
- Institute for Renewable Energy, Eurac Research, A. Volta Straße/Via A. Volta 13/A, 39100 Bolzano-Bozen, Italy
- Correspondence:
| | - Matteo Pellegatti
- Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy; (M.P.); (N.P.)
- Institute for Renewable Energy, Eurac Research, A. Volta Straße/Via A. Volta 13/A, 39100 Bolzano-Bozen, Italy
| | - Maria Garraffa
- School of Health Sciences, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, UK;
| | - Alberto Di Domenico
- Department of Psychological, Health and Territorial Sciences, University of Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy;
| | - Nicola Prodi
- Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy; (M.P.); (N.P.)
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58
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Thomas LE, Emich A, Weiss E, Zisman C, Foray K, Roberts DM, Page E, Ernst M. Examination of the COVID-19 Pandemic's Impact on Mental Health From Three Perspectives: Global, Social, and Individual. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2023; 18:513-526. [PMID: 36173751 PMCID: PMC10018233 DOI: 10.1177/17456916221078310] [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] [Indexed: 11/16/2022]
Abstract
The extent of the deleterious effects of the COVID-19 pandemic on mental health is recognized ubiquitously. However, these effects are subject to many modulatory factors from a plethora of domains of examination. It is important to understand the intersection of societal and individual levels for global stressors compared with local phenomena and physical-health outcomes. Here, we consider three perspectives: international/cultural, social, and individual. Both the enduring threat of COVID-19 infection and the protective measures to contain contagion have important consequences on individual mental health. These consequences, together with possible remedial interventions, are the focus of this article. We hope this work will stimulate more research and will suggest factors that need to be considered in the coordination of responses to a global threat, allowing for better preparation in the future.
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Affiliation(s)
- Lauren E. Thomas
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Abigail Emich
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Emily Weiss
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Corina Zisman
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Katherine Foray
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Deborah M. Roberts
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Emily Page
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
| | - Monique Ernst
- Section on the Neurobiology of Fear and Anxiety, National Institute of Mental Health, Bethesda, Maryland
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59
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Giovanelli E, Gianfreda G, Gessa E, Valzolgher C, Lamano L, Lucioli T, Tomasuolo E, Rinaldi P, Pavani F. The effect of face masks on sign language comprehension: performance and metacognitive dimensions. Conscious Cogn 2023; 109:103490. [PMID: 36842317 DOI: 10.1016/j.concog.2023.103490] [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: 10/28/2022] [Revised: 02/16/2023] [Accepted: 02/16/2023] [Indexed: 02/27/2023]
Abstract
In spoken languages, face masks represent an obstacle to speech understanding and influence metacognitive judgments, reducing confidence and increasing effort while listening. To date, all studies on face masks and communication involved spoken languages and hearing participants, leaving us with no insight on how masked communication impacts on non-spoken languages. Here, we examined the effects of face masks on sign language comprehension and metacognition. In an online experiment, deaf participants (N = 60) watched three parts of a story signed without mask, with a transparent mask or with an opaque mask, and answered questions about story content, as well as their perceived effort, feeling of understanding, and confidence in their answers. Results showed that feeling of understanding and perceived effort worsened as the visual condition changed from no mask to transparent or opaque masks, while comprehension of the story was not significantly different across visual conditions. We propose that metacognitive effects could be due to the reduction of pragmatic, linguistic and para-linguistic cues from the lower face, hidden by the mask. This reduction could impact on lower-face linguistic components perception, attitude attribution, classification of emotions and prosody of a conversation, driving the observed effects on metacognitive judgments but leaving sign language comprehension substantially unchanged, even if with a higher effort. These results represent a novel step towards better understanding what drives metacognitive effects of face masks while communicating face to face and highlight the importance of including the metacognitive dimension in human communication research.
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Affiliation(s)
- Elena Giovanelli
- Center for Mind/Brain Sciences - CIMeC, University of Trento, Rovereto, Italy.
| | - Gabriele Gianfreda
- Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | - Elena Gessa
- Center for Mind/Brain Sciences - CIMeC, University of Trento, Rovereto, Italy
| | - Chiara Valzolgher
- Center for Mind/Brain Sciences - CIMeC, University of Trento, Rovereto, Italy
| | - Luca Lamano
- Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | - Tommaso Lucioli
- Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | - Elena Tomasuolo
- Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | - Pasquale Rinaldi
- Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | - Francesco Pavani
- Center for Mind/Brain Sciences - CIMeC, University of Trento, Rovereto, Italy; Centro Interuniversitario di Ricerca "Cognizione, Linguaggio e Sordità" - CIRCLeS, Trento, Italy
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60
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Proverbio AM, Cerri A, Gallotta C. Facemasks selectively impair the recognition of facial expressions that stimulate empathy: An ERP study. Psychophysiology 2023:e14280. [PMID: 36847283 DOI: 10.1111/psyp.14280] [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: 06/01/2022] [Revised: 12/21/2022] [Accepted: 02/06/2023] [Indexed: 03/01/2023]
Abstract
Previous research suggests that masks disrupt expression recognition, but the neurophysiological implications of this phenomenon are poorly understood. In this study, 26 participants underwent EEG/ERP recording during the recognition of six masked/unmasked facial expressions. An emotion/word congruence paradigm was used. Face-specific N170 was significantly larger to masked than unmasked faces. The N400 component was larger for incongruent faces, but differences were more substantial for positive emotions (especially happiness). Anterior P300 (reflecting workload) was larger to masked than unmasked faces, while posterior P300 (reflecting categorization certainty) was larger to unmasked than masked faces, and to angry faces. Face masking was more detrimental to sadness, fear, and disgust than positive emotions, such as happiness. In addition, mask covering did not impair the recognition of angry faces, as the wrinkled forehead and frowning eyebrows remained visible. Overall, facial masking polarized nonverbal communication toward the happiness/anger dimension, while minimizing emotions that stimulate an empathic response.
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Affiliation(s)
- Alice Mado Proverbio
- Cognitive Electrophysiology Laboratory, Department of Psychology, University of Milano-Bicocca, Milan, Italy
| | - Alice Cerri
- Cognitive Electrophysiology Laboratory, Department of Psychology, University of Milano-Bicocca, Milan, Italy
| | - Cristina Gallotta
- Cognitive Electrophysiology Laboratory, Department of Psychology, University of Milano-Bicocca, Milan, Italy
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61
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Ikeda S. Social sensitivity predicts accurate emotion inference from facial expressions in a face mask: a study in Japan. CURRENT PSYCHOLOGY 2023; 43:1-10. [PMID: 36819755 PMCID: PMC9926429 DOI: 10.1007/s12144-023-04344-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 01/19/2023] [Accepted: 01/27/2023] [Indexed: 02/16/2023]
Abstract
Most prior research examining whether emotions can be accurately inferred from facial expressions with masks have been conducted with Western samples. Thus, there is a current lack of studies on this topic, as well as on factors affecting individual differences in the accuracy of emotion inference, among non-Western samples. This study examined the effects of social anxiety and social sensitivity on the accuracy of emotion inference from masked facial expressions in a Japanese sample. The results showed that wearing a mask made it difficult to identify the emotions of sadness and fear, happy and neutral expressions remained unaffected, and angry expressions were read more accurately. Further, while the findings show that a general higher ability to infer emotions from facial expressions may help ensure the accuracy of emotion inference from facial expressions with a mask, social sensitivity directly predicted the accuracy of emotion inference from facial expressions with a mask. These findings suggest that people who can infer complex mental states of others from subtle cues may be less susceptible to the effects of face masks.
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Affiliation(s)
- Shinnosuke Ikeda
- Faculty of Humanities, Kyoto University of Advanced Science, Gotanda-chou, Yamanouchi, Ukyo-ku, 18, Kyoto, Japan
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62
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Pinto R, Lima D, Mello B, Albuquerque PB. Remembering to whom we transmit information during pandemics: the effect of face masks on destination memory. Cogn Process 2023; 24:233-243. [PMID: 36753007 PMCID: PMC9907208 DOI: 10.1007/s10339-023-01126-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 01/23/2023] [Indexed: 02/09/2023]
Abstract
Considering the global pandemic we currently experience, face masks have become standard in our daily routine. Even though surgical masks are established as a safety measure against the dissemination of COVID-19, previous research showed that their wearing compromises face recognition. Consequently, the capacity to remember to whom we transmit information-destination memory-could also be compromised. In our study, through a between-participants design (experiment 1) and a within-participants design (experiment 2), undergraduate students have to transmit Portuguese proverbs to masked and unmasked celebrity faces. Following our hypothesis, participants who shared information with masked faces had worse destination memory performance than those who shared information with unmasked faces. Also, we observed lower recognition for masked faces compared to unmasked faces. These results were expected since using a surgical mask affects facial recognition, thus making it harder to recognize a person to whom information was previously transmitted. More importantly, these results also support the idea that variables associated with the recipient's face are important for destination memory performance.
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Affiliation(s)
- Raquel Pinto
- School of Psychology, University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal.
| | - Diogo Lima
- School of Psychology, University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal
| | - Beatriz Mello
- School of Psychology, University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal
| | - Pedro B Albuquerque
- School of Psychology, University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal
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63
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Bourke L, Lingwood J, Gallagher-Mitchell T, López-Pérez B. The effect of face mask wearing on language processing and emotion recognition in young children. J Exp Child Psychol 2023; 226:105580. [PMID: 36347070 PMCID: PMC9637007 DOI: 10.1016/j.jecp.2022.105580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 10/04/2022] [Accepted: 10/15/2022] [Indexed: 11/06/2022]
Abstract
Face mask wearing was an important preventative strategy for the transmission of the COVID-19 virus. However, the effects that occluding the mouth and nose area with surgical masks could have on young children's language processing and emotion recognition skills have received little investigation. To evaluate the possible effects, the current study recruited a sample of 74 children from the North West of England (aged 4-8 years). They completed two computer-based tasks with adults wearing or not wearing surgical face masks to assess (a) language processing skills and (b) emotion recognition ability. To control for individual differences, age, sex, receptive vocabulary, early reading skills, and parent-reported social-emotional competence were included in analyses. The findings from the study highlighted that although younger children were less accurate than older children, face masks did not significantly impair basic language processing ability. However, they had a significant effect on the children's emotion recognition accuracy-with masked angry faces more easily recognized and masked happy and sad faces less easily recognized. Children's age and social-emotional skills also played a role. The findings suggest that the effects of face masks should continue to be evaluated.
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Affiliation(s)
- Lorna Bourke
- Department of Psychology, Liverpool Hope University, Liverpool L16 9JD, UK.
| | - Jamie Lingwood
- Department of Psychology, Liverpool Hope University, Liverpool L16 9JD, UK
| | | | - Belén López-Pérez
- School of Health Sciences, University of Manchester, Manchester M13 9NT, UK
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64
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Shepherd JL, Rippon D. The impact of briefly observing faces in opaque facial masks on emotion recognition and empathic concern. Q J Exp Psychol (Hove) 2023; 76:404-418. [PMID: 35319298 PMCID: PMC9896299 DOI: 10.1177/17470218221092590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 02/11/2022] [Accepted: 02/16/2022] [Indexed: 02/06/2023]
Abstract
Since the outbreak of SARS-CoV-2 in 2019, there have been global public health initiatives that have advocated for the community use of face masks to reduce spread of the virus. Although the community use of facial coverings has been deemed essential for public health, there have been calls for enquiries to ascertain how face masks may impact non-verbal methods of communication. This study aimed to ascertain how the brief observations of faces in opaque facial coverings could impact facial emotion recognition. It was also an aim to ascertain if there was an association between the levels of empathic concern and facial emotion recognition when viewing masked faces. An opportunity sample of 199 participants, who resided in the United Kingdom, were randomly assigned to briefly observe either masked (n = 102) or unmasked (n = 97) faces. Participants in both conditions were required to view a series of facial expressions, from the Radboud Faces Database, with models conveying the emotional states of anger, disgust, fear, happiness, sadness, and surprised. Each face was presented to participants for a period of 250 ms in the masked and unmasked conditions. A 6 (emotion type) x 2 (masked/unmasked condition) mixed ANOVA revealed that viewing masked faces significantly reduced facial emotion recognition of disgust, fear, happiness, sadness, and surprised. However, there were no differences in the success rate of recognising the emotional state of anger between the masked and unmasked conditions. Furthermore, higher levels of empathic concern were associated with greater success in facially recognising the emotional state of disgust. The results of this study suggest that significant reductions in emotion recognition, when viewing faces in opaque masks, can still be observed when people are exposed to facial stimuli for a brief period of time.
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Affiliation(s)
- Josh Liam Shepherd
- Faculty of Health and Life Sciences, Northumbria University, Newcastle Upon Tyne, UK
| | - Daniel Rippon
- Faculty of Health and Life Sciences, Northumbria University, Newcastle Upon Tyne, UK
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Mukhiddinov M, Djuraev O, Akhmedov F, Mukhamadiyev A, Cho J. Masked Face Emotion Recognition Based on Facial Landmarks and Deep Learning Approaches for Visually Impaired People. SENSORS (BASEL, SWITZERLAND) 2023; 23:1080. [PMID: 36772117 PMCID: PMC9921901 DOI: 10.3390/s23031080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 01/10/2023] [Accepted: 01/15/2023] [Indexed: 06/18/2023]
Abstract
Current artificial intelligence systems for determining a person's emotions rely heavily on lip and mouth movement and other facial features such as eyebrows, eyes, and the forehead. Furthermore, low-light images are typically classified incorrectly because of the dark region around the eyes and eyebrows. In this work, we propose a facial emotion recognition method for masked facial images using low-light image enhancement and feature analysis of the upper features of the face with a convolutional neural network. The proposed approach employs the AffectNet image dataset, which includes eight types of facial expressions and 420,299 images. Initially, the facial input image's lower parts are covered behind a synthetic mask. Boundary and regional representation methods are used to indicate the head and upper features of the face. Secondly, we effectively adopt a facial landmark detection method-based feature extraction strategy using the partially covered masked face's features. Finally, the features, the coordinates of the landmarks that have been identified, and the histograms of the oriented gradients are then incorporated into the classification procedure using a convolutional neural network. An experimental evaluation shows that the proposed method surpasses others by achieving an accuracy of 69.3% on the AffectNet dataset.
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Affiliation(s)
- Mukhriddin Mukhiddinov
- Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea
| | - Oybek Djuraev
- Department of Hardware and Software of Control Systems in Telecommunication, Tashkent University of Information Technologies Named after Muhammad al-Khwarizmi, Tashkent 100084, Uzbekistan
| | - Farkhod Akhmedov
- Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea
| | - Abdinabi Mukhamadiyev
- Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea
| | - Jinsoo Cho
- Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea
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66
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Cuzzocrea F, Gugliandolo MC, Cannavò M, Liga F. Emotion recognition in individuals wearing facemasks: a preliminary analysis of age-related differences. CURRENT PSYCHOLOGY 2023; 42:1-4. [PMID: 36684462 PMCID: PMC9843093 DOI: 10.1007/s12144-023-04239-3] [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: 01/31/2022] [Revised: 11/11/2022] [Accepted: 01/03/2023] [Indexed: 01/19/2023]
Abstract
COVID-19 is severely affecting individuals' lives worldwide. Previous research warned that facial occlusion may impair facial emotion recognition, whilst other findings suggested that age-related differences may be relevant in emotion recognition in others' faces. However, studies observing individuals' ability to interpret others' facial mimicry are heterogenous, thus precluding the generalizability of the findings. This preliminary study examined age-related differences and the influence of different covering types (with and without face masks) in determining different levels of facial emotion recognition. 131 participants were split into 3 age-groups (10-14; 15-17; 20-25) and were asked to complete an emotion recognition task. Participants were better able to recognize facial emotions without any occlusion, and happiness was the most recognizable emotion. Moreover, adolescent group performed better in recognizing anger and fear in stimuli depicting masked and unmasked faces. Current results suggest the importance of monitoring emotion recognition abilities in developing individuals during the COVID-19 pandemic.
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Affiliation(s)
- Francesca Cuzzocrea
- Dipartimento di Scienze della Salute, Università degli Studi “Magna Graecia” di Catanzaro, Catanzaro, Italy
| | | | - Marco Cannavò
- Dipartimento di Scienze della Salute, Università degli Studi “Magna Graecia” di Catanzaro, Catanzaro, Italy
| | - Francesca Liga
- Dipartimento di Medicina Clinica e Sperimentale, Università degli Studi di Messina, Messina, Italy
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Nayani FZ, Yuki M, Maddux WW, Schug J. Lay theories about emotion recognition explain cultural differences in willingness to wear facial masks during the COVID-19 pandemic. CURRENT RESEARCH IN ECOLOGICAL AND SOCIAL PSYCHOLOGY 2023; 4:100089. [PMID: 36685995 PMCID: PMC9839383 DOI: 10.1016/j.cresp.2023.100089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 12/15/2022] [Accepted: 01/12/2023] [Indexed: 06/08/2023]
Abstract
Given that mask-wearing proved to be an important tool to slow the spread of infection during the COVID-19 pandemic, investigating the psychological and cultural factors that influence norms for mask wearing across cultures is exceptionally important. One factor that may influence mask wearing behavior is the degree to which people believe masks potentially impair emotion recognition. Based on previous research suggesting that there may be cultural differences in facial regions that people in Japan and the United States attend to when inferring a target's emotional state, we predicted that Americans would perceive masks (which cover the mouth) as more likely to impair emotion recognition, whereas Japanese would perceive facial coverings that conceal the eye region (sunglasses) to be more likely to impair emotion recognition. The results showed that Japanese participants reported wearing masks more than Americans. Americans also reported higher expected difficulty in interpreting emotions of individuals wearing masks (vs. sunglasses), while Japanese reported the reverse effect. Importantly, expectations about the negative impact of facial masks on emotion recognition explained cultural differences in mask-wearing behavior, even accounting for existing social norms.
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Affiliation(s)
- Fatima Z Nayani
- William & Mary, Department of Psychological Sciences, PO BOX 8795, Williamsburg, VA 23187, United States
| | - Masaki Yuki
- Hokkaido University, Department of Behavioral Science/Center for Experimental Research in Social Sciences, Kita-10, Nishi-7, Kita-ku, Sapporo, Hokkaido, 060-0810, Japan
| | - William W Maddux
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, United States
| | - Joanna Schug
- William & Mary, Department of Psychological Sciences, PO BOX 8795, Williamsburg, VA 23187, United States
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Kamatani M, Miyazaki Y, Kawahara JI. Occlusion of faces by sanitary masks improves facial attractiveness of other races. Front Psychol 2023; 13:953389. [PMID: 36710777 PMCID: PMC9878602 DOI: 10.3389/fpsyg.2022.953389] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 12/12/2022] [Indexed: 01/15/2023] Open
Abstract
Recent studies provide mixed results regarding whether the perception of facial attractiveness is increased or decreased by partial occlusion with a sanitary mask. One set of studies demonstrated that occluding the bottom half of a face increased facial attractiveness. This effect is thought to occur because the occluded area is interpolated by an average facial representation that is perceived as attractive. However, several groups of studies showed that partial occlusion can increase or decrease perceived attractiveness depending on the attractiveness of the original (unoccluded) face, due to regression to the mean. To reconcile this inconsistency, we propose that the occluded area is interpolated not by an average facial representation, but by a template of moderate attractiveness, shaped by the distribution of each viewer's experience. This hypothesis predicts an interaction between occlusion and the attractiveness of the original face so that occluded attractive faces are rated as less attractive, while occluded unattractive faces are rated as more attractive. To examine this hypothesis, the present study used attractiveness-rating tasks with mask-free versus masked faces in own-race and other-races categories. Viewers were familiar with own-race faces and unfamiliar with other-races faces. If moderate-attractiveness interpolation were the explanatory factor, the interaction between the occlusion and the attractiveness of the original face should be found only in the rating of own-race faces. Consistent with this hypothesis, the interaction between the occlusion and the attractiveness of the original faces was significant only for the own-race faces. Specifically, wearing a sanitary mask decreased the facial attractiveness of attractive faces in the own-race, while it increased the attractiveness regardless of the level of facial attractiveness in other-races. These findings suggest that the occluded area of own-race faces is interpolated by a facial template of moderate attractiveness. The other-races template could be developed using familiar exemplars such as celebrities. Thus, interpolation by such a template should result in elevated attractiveness relative to that by an own-race template. Accordingly, the apparent inconsistency in the literature regarding the effect of partial occlusion on physical attractiveness can be explained in terms of differences in the template involving interpolation of the occluded area.
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Affiliation(s)
- Miki Kamatani
- Faculty of Humanities and Human Sciences, Hokkaido University, Sapporo, Japan,*Correspondence: Miki Kamatani, ✉
| | - Yuki Miyazaki
- Department of Psychology, Fukuyama University, Hiroshima, Japan
| | - Jun I. Kawahara
- Faculty of Humanities and Human Sciences, Hokkaido University, Sapporo, Japan,Jun I. Kawahara, ✉
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UIBVFED-Mask: A Dataset for Comparing Facial Expressions with and without Face Masks. DATA 2023. [DOI: 10.3390/data8010017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
After the COVID-19 pandemic the use of face masks has become a common practice in many situations. Partial occlusion of the face due to the use of masks poses new challenges for facial expression recognition because of the loss of significant facial information. Consequently, the identification and classification of facial expressions can be negatively affected when using neural networks in particular. This paper presents a new dataset of virtual characters, with and without face masks, with identical geometric information and spatial location. This novelty will certainly allow researchers a better refinement on lost information due to the occlusion of the mask.
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Emotional face recognition when a colored mask is worn: a cross-sectional study. Sci Rep 2023; 13:174. [PMID: 36599964 PMCID: PMC9812539 DOI: 10.1038/s41598-022-27049-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 12/23/2022] [Indexed: 01/05/2023] Open
Abstract
Studies of the impact of face masks on emotional facial expression recognition are sparse in children. Moreover, to our knowledge no study has so far considered mask color (in adults and in children), even though this esthetic property is thought to have an impact on information processing. In order to explore these issues, the present study looked at whether first- and fifth-graders and young adults were influenced by the absence or presence (and color: pink, green, red, black, or white) of a face mask when asked to judge emotional facial expressions of fear, anger, sadness, or neutrality. Analysis of results suggested that the presence of a mask did affect the recognition of sad or fearful faces but did not influence significantly the perception of angry and neutral faces. Mask color slightly modulated the recognition of facial emotional expressions, without a systematic pattern that would allow a clear conclusion to be drawn. Moreover, none of these findings varied according to age group. The contribution of different facial areas to efficient emotion recognition is discussed with reference to methodological and theoretical considerations, and in the light of recent studies.
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71
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Rohrbeck P, Kersting A, Suslow T. Trait anger and negative interpretation bias in neutral face perception. Front Psychol 2023; 14:1086784. [PMID: 37213369 PMCID: PMC10196385 DOI: 10.3389/fpsyg.2023.1086784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 04/18/2023] [Indexed: 05/23/2023] Open
Abstract
Introduction Anger is a basic emotion helping people to achieve goals by preparing the body for action and prompting others to change their behavior but is also associated with health issues and risks. Trait anger, the disposition to experience angry feelings, goes along with an attribution of hostile traits to others. Negative distortions in the interpretation of social information have also been observed in anxiety and depression. The present study examined the associations between components of anger and negative interpretation tendencies in the perception of ambiguous and neutral schematic faces controlling for anxiety, depressed mood, and other variables. Methods A sample of 150 young adults performed a computer-based perception of facial expressions task and completed the State-Trait Anger Expression Inventory (STAXI-2) along with other self-report measures and tests. Results Trait anger and anger expression correlated with the perception of negative affects in neutral but not in ambiguous faces. More specifically, trait anger was linked to the attribution of anger, sadness, and anxiety to neutral faces. Trait anger predicted perceived negative affects in neutral faces when adjusting for anxiety, depression, and state anger. Discussion For neutral schematic faces, the present data support an association between trait anger and negatively biased interpretation of facial expression, which is independent of anxiety and depressed mood. The negative interpretation of neutral schematic faces in trait angry individuals seems not only to comprise the attribution of anger but also of negative emotions signaling weakness. Neutral schematic facial expressions might be useful stimuli in the future study of anger-related interpretation biases.
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72
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Liu M, Schwab J, Hess U. Language and face in interactions: emotion perception, social meanings, and communicative intentions. Front Psychol 2023; 14:1146494. [PMID: 37205062 PMCID: PMC10185906 DOI: 10.3389/fpsyg.2023.1146494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 04/05/2023] [Indexed: 05/21/2023] Open
Abstract
Introduction Human emotions can be complex to interpret as they have multiple sources and are often times ambiguous, for example, when the signals sent by different channels of communication are inconsistent. Our study investigates the interaction of linguistic and facial expressions of emotions. Methods In two experiments, participants read short scenarios in German containing a direct utterance with positive or negative emotive markers, in combination with different facial expressions as still images of the speaker (i.e., the protagonist in the story). They answered questions about their perception regarding the intensity of the emotions (e.g., happiness, sadness), the properties of the expresser (e.g., honesty, warmth, likeability) and their relation to the addressee (e.g., closeness), as well as the expresser intention (e.g., irony, joke). Results The findings suggest that facial expressions have a more dominant role in the emotion perception in comparison to emotive markers. Furthermore, consistent and inconsistent combinations of emotive markers and facial expressions convey distinct social meanings and communicative intentions. Conclusion This research points to the importance to consider emotive markers in the emotional context that they occur in.
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Affiliation(s)
- Mingya Liu
- Department of English and American Studies, Humboldt-Universität zu Berlin, Berlin, Germany
- *Correspondence: Mingya Liu,
| | - Juliane Schwab
- Department of Linguistics, Universität Tübingen, Tübingen, Germany
| | - Ursula Hess
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
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73
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Pavlova MA, Carbon CC, Coello Y, Sokolov AA, Proverbio AM. Editorial: Impact of face covering on social cognition and interaction. Front Neurosci 2023; 17:1150604. [PMID: 36895421 PMCID: PMC9989270 DOI: 10.3389/fnins.2023.1150604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 01/26/2023] [Indexed: 02/23/2023] Open
Affiliation(s)
- Marina A Pavlova
- Social Neuroscience Unit, Department of Psychiatry and Psychotherapy and Tübingen Center for Mental Health, Medical School and University Hospital, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Claus-Christian Carbon
- Department of General Psychology and Methodology, University of Bamberg, Bamberg, Bavaria, Germany
| | - Yann Coello
- Univ. Lille, CNRS, UMR 9193 - SCALab - Sciences Cognitives et Sciences Affectives, Lille, France
| | - Arseny A Sokolov
- Service de Neuropsychologie et de Neuroréhabilitation, Département des Neurosciences Cliniques, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Alice M Proverbio
- Cognitive Electrophysiology Lab, Department of Psychology, University of Milano-Bicocca, Milan, Italy
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Køster A. Becoming anonymous: how strict COVID-19 isolation protocols impacted ICU patients. PHENOMENOLOGY AND THE COGNITIVE SCIENCES 2022; 22:1-21. [PMID: 36620180 PMCID: PMC9805343 DOI: 10.1007/s11097-022-09882-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/13/2022] [Indexed: 06/17/2023]
Abstract
In this article, I provide phenomenological reflections on patients' experiences of undergoing extreme isolation protocols while admitted to Intensive Care Units [ICU] during the first wave of COVID-19. Based on observation studies from within the patient isolation rooms and retrospective, in-depth phenomenological interviews with patients, I characterize this exceptional experience as one of becoming anonymous. To illustrate this, I start by establishing a perspective on embodied existence as constituted on a scale between anonymous embodiment and being enrooted into a personal niche. Against the backdrop of this framework, I illustrate how being admitted to the ICU under strict isolation protocols produced extraordinary experiences of becoming anonymous. Sources of the anonymization were: (1) Mechanical expropriation, pacification and disownership of the visceral-kinaesthetic body; (2) Objectification; (3) Spatial and intercorporeal anonymity (4) Surrealism: the intermingling of objective impressions and dream-like interpretations. Finally, I illustrate how anonymization induced an experience of embodiment as raw materiality, confronting the patient with what Martin Heidegger called the facticity of naked existence. This experience is discussed against Levinas' critique of Heidegger, while I propose that insights from this exceptional case may substantiate Heidegger's account.
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Affiliation(s)
- Allan Køster
- The Danish National Center for Grief, Kejsergade 2, 1155 Copenhagen, Denmark
- Department of Anaesthesia and Intensive Care, Bispebjerg and Frederiksberg Hospital, University of Copenhagen, Entrance 7A. Nielsine Nielsens Vej 41A, 2400 Copenhagen, Denmark
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Leitner MC, Meurer V, Hutzler F, Schuster S, Hawelka S. The effect of masks on the recognition of facial expressions: A true-to-life study on the perception of basic emotions. Front Psychol 2022; 13:933438. [PMID: 36619058 PMCID: PMC9815612 DOI: 10.3389/fpsyg.2022.933438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 12/06/2022] [Indexed: 12/24/2022] Open
Abstract
Mouth-to-nose face masks became ubiquitous due to the COVID-19 pandemic. This ignited studies on the perception of emotions in masked faces. Most of these studies presented still images of an emotional face with a face mask digitally superimposed upon the nose-mouth region. A common finding of these studies is that smiles become less perceivable. The present study investigated the recognition of basic emotions in video sequences of faces. We replicated much of the evidence gathered from presenting still images with digitally superimposed masks. We also unearthed fundamental differences in comparison to existing studies with regard to the perception of smile which is less impeded than previous studies implied.
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Affiliation(s)
- Michael Christian Leitner
- Salzburg University of Applied Sciences, Salzburg, Austria,Centre for Cognitive Neuroscience (CCNS), University of Salzburg, Salzburg, Austria,Department of Psychology, University of Salzburg, Salzburg, Austria
| | - Verena Meurer
- Centre for Cognitive Neuroscience (CCNS), University of Salzburg, Salzburg, Austria,Department of Psychology, University of Salzburg, Salzburg, Austria
| | - Florian Hutzler
- Centre for Cognitive Neuroscience (CCNS), University of Salzburg, Salzburg, Austria,Department of Psychology, University of Salzburg, Salzburg, Austria
| | - Sarah Schuster
- Centre for Cognitive Neuroscience (CCNS), University of Salzburg, Salzburg, Austria,Department of Psychology, University of Salzburg, Salzburg, Austria
| | - Stefan Hawelka
- Centre for Cognitive Neuroscience (CCNS), University of Salzburg, Salzburg, Austria,Department of Psychology, University of Salzburg, Salzburg, Austria,*Correspondence: Stefan Hawelka, ✉
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Wagemann J, Tewes C, Raggatz J. Wearing face masks impairs dyadic micro-activities in nonverbal social encounter: A mixed-methods first-person study on the sense of I and Thou. Front Psychol 2022; 13:983652. [PMID: 36591068 PMCID: PMC9798329 DOI: 10.3389/fpsyg.2022.983652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 11/16/2022] [Indexed: 12/23/2022] Open
Abstract
The COVID-19 pandemic has manifold negative consequences for people around the world, of which the psychosocial ones have been rather underrepresented in the public eye. Regarding social distancing measures, there is already some experimental work demonstrating that the use of face masks has detrimental effects on various aspects of social cognition such as emotion reading, face identification, and perceived closeness of persons. However, while these findings provide important clues, they do not shed light on what people experience when interacting in real life in a masked society. Therefore, in critical distance to cognitivist accounts and taking Direct Social Perception (DSP) approaches seriously, we developed a first-person experimental design and conducted a study with thirty-four participants in a dyadic setting with two conditions (without vs. with face mask). Data were analyzed with mixed methods including in-depth qualitative coding at three levels, code relations analyses, and various statistical tests. Results yielded significant differences across conditions at all qualitative levels, comprising, for example, expressive behavior, and, in particular, significant decreases of content-independent, complimentary mental micro-activities. In the context of DSP, we argue in the paper that these activities suggest the constitution of a quasi-sensory modality - conceived as I-Thou sense - that oscillates between strongly and weakly embodied mental activities, as the analyses show. In sum, this study suggests that mask-wearing impairs both functional directions of mental activity in relation to more or less embodied experience and thus intervenes deeply in fundamental processes of social perception and interaction.
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Erschens R, Adam SH, Weisshap C, Giel KE, Wallis H, Herrmann-Werner A, Festl-Wietek T, Mazurak N, Zipfel S, Junne F. The role of face masks within in-patient psychotherapy: Results of a survey among inpatients and healthcare professionals. Front Neurosci 2022; 16:1030397. [PMID: 36570852 PMCID: PMC9779913 DOI: 10.3389/fnins.2022.1030397] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2022] [Accepted: 11/18/2022] [Indexed: 12/13/2022] Open
Abstract
Introduction Face-to-face medical and psychotherapeutic treatments during the Corona pandemic often involve patients and health care providers wearing face masks. We performed a pilot survey assessing the subjective experience of wearing face masks during psychotherapy sessions regarding (i) feasibility, (ii) psychotherapeutic treatment and (iii) communication, emotion and working alliance in patients and healthcare professionals. Methods A total of n = 62 inpatients (RR = 95.4%) and n = 33 healthcare professionals (RR = 86.8%) at an academic department of Psychosomatic Medicine and Psychotherapy participated in this survey anonymously. The items of the questionnaire were created by the interprofessional expert team and were based on existing instruments: (i) the Therapeutic Relationship Questionnaire and (ii) the German translation of Yalom's Questionnaire on Experiencing in Group Psychotherapy. Results The majority of patients rate their psychotherapy as highly profitable despite the mask. In individual therapy, face masks seem to have a rather low impact on subjective experience of psychotherapy and the relationship to the psychotherapist. Most patients reported using alternative facial expressions and expressions. In the interactional group therapy, masks were rather hindering. On the healthcare professional side, there were more frequent negative associations of face masks in relation to (i) experiencing connectedness with colleagues, (ii) forming relationships, and (iii) therapeutic treatment. Discussion Information should be given to patients about the possible effects of face masks on the recognition of emotions, possible misinterpretations and compensation possibilities through alternative stimuli (e.g., eye area) and they should be encouraged to ask for further information. Especially in group therapy, with patients from other cultural backgrounds and in cases of need for help (e.g., hearing impairment) or complex disorders, appropriate non-verbal gestures and body language should be used to match the intended emotional expression.
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Affiliation(s)
- Rebecca Erschens
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
| | - Sophia Helen Adam
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
| | - Chiara Weisshap
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
| | - Katrin Elisabeth Giel
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
| | - Hannah Wallis
- Department of Psychosomatic Medicine and Psychotherapy, Otto-von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Anne Herrmann-Werner
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
- Tübingen Institute for Medical Education, University of Tübingen, Tübingen, Germany
| | - Teresa Festl-Wietek
- Tübingen Institute for Medical Education, University of Tübingen, Tübingen, Germany
| | - Nazar Mazurak
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
| | - Stephan Zipfel
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
- Centre of Excellence for Eating Disorders Tüebingen (KOMET), Tübingen, Germany
| | - Florian Junne
- Department of Psychosomatic Medicine and Psychotherapy, Internal Medicine, University Medical Hospital Tübingen, Tübingen, Germany
- Department of Psychosomatic Medicine and Psychotherapy, Otto-von-Guericke-University Magdeburg, Magdeburg, Germany
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Kleiser R, Raffelsberger T, Trenkler J, Meckel S, Seitz R. What influence do face masks have on reading emotions in faces? NEUROIMAGE: REPORTS 2022. [DOI: 10.1016/j.ynirp.2022.100141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Mitzkovitz C, Dowd SM, Cothran T, Musil S. The Eyes Have It: Psychotherapy in the Era of Masks. J Clin Psychol Med Settings 2022; 29:886-897. [PMID: 35118604 PMCID: PMC8812949 DOI: 10.1007/s10880-022-09856-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/16/2022] [Indexed: 11/24/2022]
Abstract
Nonverbal communication is integral to the success of psychotherapy and facial expression is an important component of nonverbal communication. The SARS CoV-2 pandemic has caused alterations in how psychotherapy services are provided. In this paper, potential issues that may arise from conducting psychotherapy when both the patient and therapist are wearing masks are explored. These include higher likelihood of misidentifying facial expression, especially when expression is incongruent with body language, and when the lower face is more important for correct identification of emotion. These issues may be particularly problematic for patient populations for whom emotion recognition may be a problem at baseline, or for those more prone to biases in emotional recognition. Suggestions are made for therapists to consider when seeing patients in-person when masks are necessary.
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Affiliation(s)
- Cayla Mitzkovitz
- Department of Psychology, Central Michigan University, Mount Pleasant, MI, USA
| | - Sheila M Dowd
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Thomas Cothran
- Office of Neuropsychology, Community Care Network, Inc., Munster, IN, USA
| | - Suzanne Musil
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA.
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, 1645 W. Jackson Blvd, Ste. 400, Chicago, IL, 60612, USA.
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80
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Bani M, Raggi E, Russo S, Riccelli M, Ardenghi S, Rampoldi G, Strepparava MG. The impact of facemasks on blood donation process: The professionals' perspective. Nurs Health Sci 2022; 24:845-852. [PMID: 36097961 PMCID: PMC10092482 DOI: 10.1111/nhs.12985] [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: 07/27/2022] [Revised: 09/07/2022] [Accepted: 09/09/2022] [Indexed: 01/28/2023]
Abstract
Facemasks represent an essential measure of prevention against the spread of COVID-19; however, they lessen the ability to convey and understand emotions through facial expressions. In blood donation settings, facemasks may interfere with professionals' tasks. This qualitative study aims to describe healthcare staff's experiences, beliefs, and attitudes toward facemask wearing and strategies used to overcome communication and relational barriers along the blood donation process. Semistructured qualitative interviews were conducted with 25 healthcare professionals (14 physicians and 11 nurses) working in Italian blood donation centers. The framework analysis method was used to organize the data and identify emerging themes. More than 70% of participants reported discomfort and a negative impact on communicating effectively with donors and building empathic relationships. The difficulty to detect early signs of adverse reactions was reported by almost all nurses, and physicians were concerned that facemasks limited the identification of donors and the detection of deferral criteria. Facemasks have changed the blood donation process, reducing the healthcare professionals' ability to build empathic relationships and communicate with donors effectively. New strategies should be developed to overcome these limitations.
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Affiliation(s)
- Marco Bani
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Erika Raggi
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Selena Russo
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Mattia Riccelli
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Stefano Ardenghi
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Giulia Rampoldi
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy
| | - Maria Grazia Strepparava
- School of Medicine and Surgery, University of Milano - Bicocca, Milano, Italy.,Department of Mental Health, Clinical Psychology Unit, San Gerardo Hospital, ASST-Monza, Monza, Italy
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81
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Yang B, Wu J, Ikeda K, Hattori G, Sugano M, Iwasawa Y, Matsuo Y. Face-mask-aware Facial Expression Recognition based on Face Parsing and Vision Transformer. Pattern Recognit Lett 2022; 164:173-182. [PMID: 36407855 PMCID: PMC9645067 DOI: 10.1016/j.patrec.2022.11.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 10/05/2022] [Accepted: 11/04/2022] [Indexed: 11/11/2022]
Abstract
As wearing face masks is becoming an embedded practice due to the COVID-19 pandemic, facial expression recognition (FER) that takes face masks into account is now a problem that needs to be solved. In this paper, we propose a face parsing and vision Transformer-based method to improve the accuracy of face-mask-aware FER. First, in order to improve the precision of distinguishing the unobstructed facial region as well as those parts of the face covered by a mask, we re-train a face-mask-aware face parsing model, based on the existing face parsing dataset automatically relabeled with a face mask and pixel label. Second, we propose a vision Transformer with a cross attention mechanism-based FER classifier, capable of taking both occluded and non-occluded facial regions into account and reweigh these two parts automatically to get the best facial expression recognition performance. The proposed method outperforms existing state-of-the-art face-mask-aware FER methods, as well as other occlusion-aware FER methods, on two datasets that contain three kinds of emotions (M-LFW-FER and M-KDDI-FER datasets) and two datasets that contain seven kinds of emotions (M-FER-2013 and M-CK+ datasets).
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Affiliation(s)
- Bo Yang
- KDDI Research, Inc., 2-1-15 Ohara, Fujimino-shi, Saitama, 356-8502, Japan
- The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8654 Japan
| | - Jianming Wu
- KDDI Research, Inc., 2-1-15 Ohara, Fujimino-shi, Saitama, 356-8502, Japan
| | - Kazushi Ikeda
- KDDI Research, Inc., 2-1-15 Ohara, Fujimino-shi, Saitama, 356-8502, Japan
| | - Gen Hattori
- KDDI Research, Inc., 2-1-15 Ohara, Fujimino-shi, Saitama, 356-8502, Japan
| | - Masaru Sugano
- KDDI Research, Inc., 2-1-15 Ohara, Fujimino-shi, Saitama, 356-8502, Japan
| | - Yusuke Iwasawa
- The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8654 Japan
| | - Yutaka Matsuo
- The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8654 Japan
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82
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Lobmaier JS, Knoch D. Face masks have a limited effect on the feeling of being looked at. Front Neurosci 2022; 16:1028915. [PMID: 36523436 PMCID: PMC9745070 DOI: 10.3389/fnins.2022.1028915] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 11/10/2022] [Indexed: 08/14/2023] Open
Abstract
Introduction Wearing face masks has been promoted as an effective measure to reduce the spread of COVID-19. Because face masks cover a major part of the face, they have detrimental effects on various aspects of social cognition. Yet, a highly important feature of the face is not occluded by face masks: the eyes. The eyes play an important role in social interactions: knowing where another person is looking is of central importance when interacting with others. Recent research has reported an attentional shift toward the eye region as a consequence of the widespread exposure to face masks. However, no study has yet investigated the influence of face masks on the perception of eye gaze direction. Here we investigated whether face masks have an effect on the feeling of being looked at. Assuming an attentional shift toward the eyes, we might expect more accurate gaze perception in faces wearing face masks. Methods Sixty-five participants decided for a series of realistic avatar faces whether each face was making eye contact or not. Half of the faces wore face masks, the other half did not. For each participant and separately for each condition (mask vs. no mask), we calculated the cone of direct gaze (CoDG), a commonly used measure to quantify the range of gaze angles within which an observer assumes mutual gaze. Results Contrary to our expectations, results show that mutual gaze is not recognized more accurately in masked faces. Rather, the CoDG was, on average, slightly wider for faces wearing masks compared to faces without masks. Discussion Notwithstanding the relatively small effect of face mask, these findings potentially have implications on our social interactions. If we inadvertently feel looked at by an onlooker, we may react inappropriately by reciprocating the alleged approach orientation.
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Affiliation(s)
- Janek S. Lobmaier
- Department of Social Neuroscience and Social Psychology, Institute of Psychology, University of Bern, Bern, Switzerland
| | - Daria Knoch
- Department of Social Neuroscience and Social Psychology, Institute of Psychology, University of Bern, Bern, Switzerland
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83
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Tsujimoto KC, Cost KT, LaForge-MacKenzie K, Anagnostou E, Birken CS, Charach A, Monga S, Kelly E, Nicolson R, Georgiadis S, Lee N, Osokin K, Arnold P, Schachar R, Burton C, Crosbie J, Korczak DJ. School and learning contexts during the COVID-19 pandemic: Implications for child and youth mental health. CURRENT PSYCHOLOGY 2022; 42:1-17. [PMID: 36468159 PMCID: PMC9685153 DOI: 10.1007/s12144-022-03941-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/26/2022] [Indexed: 11/25/2022]
Abstract
Despite significant disruption to school during the COVID-19 pandemic, research on the impact on children is sparse. This study examines in-person and virtual learning contexts and the impact of school format on mental health (MH). Children and adolescents were recruited from community and clinical settings. Parents and children completed prospective online surveys about school experiences (November 2020) and MH symptoms (February/March 2021), including school format and activities. Standardized measures of depression, anxiety, inattention, and hyperactivity were collected. Hierarchical regression analyses tested associations between school format and MH. Children (N = 1011; aged 6-18 years) attending school in-person (n = 549) engaged in high levels of participation in COVID-19 health measures and low levels of social learning activities. Learning online in high school was associated with greater MH symptoms (B = -2.22, CI[-4.32,-.12] to B = -8.18, CI[-15.59,-.77]). Children with no previous MH condition that attended school virtually experienced a similar magnitude of MH symptoms as those with previous MH conditions. However, children who attended school in a hybrid in-person format, with no previous MH condition, experienced less hyperactivity as same-age peers with prior MH problems (B = -8.08, CI[1.58,14.58]). Children's learning environments looked very different compared to before the pandemic. Removing children from school environments and limiting opportunities that support their MH, such as social learning activities, is problematic. Efforts to address the learning contexts to protect the mental health of children are needed.
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Affiliation(s)
- Kimberley C. Tsujimoto
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
| | - Katherine Tombeau Cost
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
| | - Kaitlyn LaForge-MacKenzie
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
| | - Evdokia Anagnostou
- Deprtment of Pediatrics, Faculty of Medicine, University of Toronto, Toronto, ON Canada
- Holland Bloorview Research Institute, Toronto, ON Canada
| | - Catherine S. Birken
- Deprtment of Pediatrics, Faculty of Medicine, University of Toronto, Toronto, ON Canada
- Division of Pediatric Medicine, Hospital for Sick Children, Toronto, ON Canada
| | - Alice Charach
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Suneeta Monga
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Elizabeth Kelly
- Departments of Psychology and Psychiatry, Queens University, Kingston, ON Canada
| | - Rob Nicolson
- Department of Child and Adolescent Psychiatry, University of Western Ontario, London, ON Canada
| | - Stelios Georgiadis
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, ON Canada
| | - Nicole Lee
- Toronto District School Board, Toronto, ON Canada
| | | | - Paul Arnold
- Department of Psychiatry, University of Calgary, AB Calgary, Canada
- Department Medical Genetics, University of Calgary, AB Calgary, Canada
| | - Russell Schachar
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Christie Burton
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
| | - Jennifer Crosbie
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Daphne J. Korczak
- Department of Psychiatry, Hospital for Sick Children, 1145 Burton Wing, 555 University Ave, Toronto, ON M5G 1X8 Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON Canada
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84
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Liu J, Yang J, Huang L, Zhou L, Xie J, Hu Z. Masked face is looking at me: Face mask increases the feeling of being looked at during the COVID-19 pandemic. Front Neurosci 2022; 16:1056793. [PMID: 36507359 PMCID: PMC9730803 DOI: 10.3389/fnins.2022.1056793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 11/08/2022] [Indexed: 11/25/2022] Open
Abstract
Background As the COVID-19 global pandemic unfolded, governments recommended wearing face masks as a protective measure. Recent studies have found that a face mask influences perception; but how it affects social perception, especially the judgment of being looked at, is still unknown. This study investigated how wearing a mask influences the judgment of gaze direction by conducting a cone of direct gaze (CoDG) task. Methods In Experiment 1, three types of masked faces were considered to investigate whether the effect of masks on CoDG is modulated by mask types. Experiment 2 was to further validate the results of Experiment 1 by adding a learning phase to help participants better distinguish N95 and surgical masks. Furthermore, to investigate whether the effect of masks derives from its social significance, a face with only the eye-region (a mouth-cut face) was used as the stimuli in Experiment 3. Results The results of Experiment 1 found that wearing masks widens the CoDG, irrespective of the mask type. Experiment 2 replicated the results of Experiment 1. Experiment 3 found that the CoDG of N95-masked faces was wider than the mouth-cut and non-masked faces, while no significant difference existed between the CoDG of mouth-cut and non-masked faces, illustrating that the influence of wearing masks on CoDG was due to high-level social significance rather than low-level facial feature information. Conclusion The results show that face mask increases the feeling of being looked at during the COVID-19 Pandemic. The present findings are of significance for understanding the impact of wearing masks on human social cognition in the context of COVID-19.
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Affiliation(s)
- Jiakun Liu
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu, China
| | - Jiajia Yang
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu, China
| | - Lihui Huang
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu, China
| | - Li Zhou
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu, China
| | - Jinxi Xie
- Jinhua Middle School, Suining, China
| | - Zhonghua Hu
- Institute of Brain and Psychological Sciences, Sichuan Normal University, Chengdu, China,Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, China,*Correspondence: Zhonghua Hu, ; orcid.org/0000-0002-9213-457X
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85
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Rabadan V, Ricou C, Latinus M, Aguillon-Hernandez N, Wardak C. Facial mask disturbs ocular exploration but not pupil reactivity. Front Neurosci 2022; 16:1033243. [DOI: 10.3389/fnins.2022.1033243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 10/28/2022] [Indexed: 11/22/2022] Open
Abstract
IntroductionThe COVID-19 pandemic has imposed to wear a face mask that may have negative consequences for social interactions despite its health benefits. A lot of recent studies focused on emotion recognition of masked faces, as the mouth is, with the eyes, essential to convey emotional content. However, none have studied neurobehavioral and neurophysiological markers of masked faces perception, such as ocular exploration and pupil reactivity. The purpose of this eye tracking study was to quantify how wearing a facial accessory, and in particular a face mask, affected the ocular and pupillary response to a face, emotional or not.MethodsWe used videos of actors wearing a facial accessory to characterize the visual exploration and pupillary response in several occlusion (no accessory, sunglasses, scarf, and mask) and emotional conditions (neutral, happy, and sad) in a population of 44 adults.ResultsWe showed that ocular exploration differed for face covered with an accessory, and in particular a mask, compared to the classical visual scanning pattern of a non-covered face. The covered areas of the face were less explored. Pupil reactivity seemed only slightly affected by the mask, while its sensitivity to emotions was observed even in the presence of a facial accessory.DiscussionThese results suggest a mixed impact of the mask on attentional capture and physiological adjustment, which does not seem to be reconcilable with its strong effect on behavioral emotional recognition previously described.
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86
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Mendel LL, Pousson MA, Shukla B, Sander K, Larson B. Listening Effort and Speech Perception Performance Using Different Facemasks. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2022; 65:4354-4368. [PMID: 36215671 DOI: 10.1044/2022_jslhr-22-00081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
PURPOSE The aim of this study was to assess the effect of eight different facemasks on speech perception and listening effort in listeners with normal hearing (NH) and hearing loss by manipulating both mask type and background noise levels. METHOD Forty adults listened to Quick Speech-in-Noise Test sentences recorded by a female talker through eight different facemasks including a baseline condition with no mask. Listeners were tested in the sound field positioned 6 ft from the loudspeaker. Signal-to-noise ratio (SNR) loss and listening effort were measured. RESULTS Listeners with NH exhibited a mild SNR loss, whereas those with hearing loss experienced a moderate SNR loss. Scores for the mild hearing loss group were significantly poorer (higher) than those with slight hearing loss. Speech perception performance was best in the no mask, KN95, and surgical mask conditions and poorest in the cloth mask and cloth mask plus face shield conditions for all groups. As listening effort decreased, speech perception increased for all groups. CONCLUSIONS The impact of different types of facemasks on speech perception in noise was demonstrated in this study indicating that as the SNR was reduced, listening effort increased and speech perception performance decreased for listeners with NH and slight/mild hearing loss. No mask, KN95, and surgical masks had the least impact on performance, whereas cloth masks posed a significant detriment to communication. If communication is to occur in a background of noise while wearing masks, a KN95 mask and an SNR of at least +15 dB is recommended regardless of hearing status.
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Affiliation(s)
- Lisa Lucks Mendel
- School of Communication Sciences and Disorders, University of Memphis, TN
- Institute for Intelligent Systems, University of Memphis, TN
| | - Monique A Pousson
- School of Communication Sciences and Disorders, University of Memphis, TN
| | - Bhanu Shukla
- School of Communication Sciences and Disorders, University of Memphis, TN
- Institute for Intelligent Systems, University of Memphis, TN
| | - Kara Sander
- School of Communication Sciences and Disorders, University of Memphis, TN
| | - Brooke Larson
- School of Communication Sciences and Disorders, University of Memphis, TN
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87
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Geers L, Coello Y. The influence of face mask on social spaces depends on the behavioral immune system. Front Neurosci 2022; 16:991578. [PMID: 36440271 PMCID: PMC9691846 DOI: 10.3389/fnins.2022.991578] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 10/26/2022] [Indexed: 02/18/2024] Open
Abstract
Interacting with objects and people requires specifying localized spaces where these interactions can take place. Previous studies suggest that the space for interacting with objects (i.e., the peripersonal space) contributes to defining the space for interacting with people (i.e., personal and interpersonal spaces). Furthermore, situational factors, such as wearing a face mask, have been shown to influence social spaces, but how they influence the relation between action and social spaces and are modulated by individual factors is still not well understood. In this context, the present study investigated the relationship between action peripersonal and social personal and interpersonal spaces in participants approached by male and female virtual characters wearing or not wearing a face mask. We also measured individual factors related to the behavioral immune system, namely willingness to take risks, perceived infectability and germ aversion. The results showed that compared to peripersonal space, personal space was smaller and interpersonal space was larger, but the three spaces were positively correlated. All spaces were altered by gender, being shorter when participants faced female characters. Personal and interpersonal spaces were reduced with virtual characters wearing a face mask, especially in participants highly aversive to risks and germs. Altogether, these findings suggest that the regulation of the social spaces depends on the representation of action peripersonal space, but with an extra margin that is modulated by situational and personal factors in relation to the behavioral immune system.
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Affiliation(s)
| | - Yann Coello
- Univ. Lille, CNRS, UMR 9193 - SCALab - Sciences Cognitives et Sciences Affectives, Lille, France
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88
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Fatfouta R, Oganian Y. Face masks drive increased rational decision-making. CURRENT PSYCHOLOGY 2022; 42:1-10. [PMID: 36373111 PMCID: PMC9638248 DOI: 10.1007/s12144-022-03895-1] [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: 10/16/2022] [Indexed: 11/06/2022]
Abstract
Face masks play a pivotal role in the control of respiratory diseases, such as the novel coronavirus (COVID-19). Despite their widespread use, little is known about how face masks affect human social interaction. Using unique experimental data collected early on in the pandemic, we investigate how facial occlusion by face masks alters socio-economic exchange. In a behavioral economics study (N = 481), individuals accepted more monetary offers and lower offer amounts when interacting with a masked versus unmasked opponent. Importantly, this effect was mainly driven by faces covered with surgical masks relative to bandana-type masks. In the first weeks of mask use during the COVID-19 pandemic, motive attributions further moderated this effect: Participants who believed that mask wearers were seeking to protect others showed the highest acceptance rates. Overall, we describe a new phenomenon, the face-mask effect on socio-economic exchange, and show that it is modulated by contextual factors.
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Affiliation(s)
- Ramzi Fatfouta
- HMKW Hochschule für Medien, Kommunikation und Wirtschaft, University of Applied Sciences, Ackerstraße 76, 13355 Berlin, Germany
| | - Yulia Oganian
- Center for Integrative Neuroscience, University Medical Center Tübingen, Ottfried-Müller-Str. 25, 72076 Tübingen, Germany
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89
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Biermann M, Schulze A, Unterseher F, Hamm M, Atanasova K, Stahlberg D, Lis S. Trustworthiness judgments and Borderline Personality Disorder: an experimental study on the interplay of happiness and trustworthiness appraisals and the effects of wearing face masks during the Covid-19 pandemic in Germany. Borderline Personal Disord Emot Dysregul 2022; 9:27. [PMID: 36324166 PMCID: PMC9629878 DOI: 10.1186/s40479-022-00193-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Accepted: 07/13/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND Judging positive emotional states or the trustworthiness of others is important for forming and maintaining social affiliations. Past studies have described alterations in these appraisal processes in Borderline Personality Disorder (BPD), which might have been exacerbated during the Covid-19 pandemic by the requirement to wear face masks. In the present study, we investigated in an online-survey a) whether social judgments are particularly strongly affected in individuals with BPD when they have to judge happiness and trustworthiness in facial stimuli covered by a mask, b) whether appraising a positive emotional state affects trustworthiness appraisals differentially in BPD and healthy individuals and c) whether social judgments are related to how individuals with BPD experience wearing masks during the pandemic. METHODS Participants (67 HC, 75 BPD) judged happiness and trustworthiness of faces with calm expression with and without masks. Additionally, data on participants' confidence in their judgments, the experience of the burden induced by wearing masks, the protective benefits of masks, and compliance to wearing masks were collected. RESULTS Happiness and trustworthiness were evaluated less confidently and less intense in the BPD group compared to HC. Masks reduced happiness and trustworthiness ratings in both groups. Lower happiness appraisals contributed to lower trustworthiness appraisals except for those with BPD and low levels of symptom severity. Lower trustworthiness ratings were associated with a higher burden, attributing a lower benefit to masks and lower compliance with wearing masks in BPD. CONCLUSIONS Masks do not exacerbate deficits in social judgments. However, lower trustworthiness appraisals in general were linked with more negative evaluations of wearing masks in the BPD group. TRIAL REGISTRATION The aims and hypotheses were preregistered together with the design and planned analyses ( https://aspredicted.org/f5du7.pdf ). For findings of an additionally preregistered research question on the impact of adverse childhood experiences see supplementary material.
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Affiliation(s)
- Miriam Biermann
- Department of Psychiatric and Psychosomatic Medicine, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany. .,Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany.
| | - Anna Schulze
- Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Franziska Unterseher
- Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Marie Hamm
- Department of Psychiatric and Psychosomatic Medicine, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany.,Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Konstantina Atanasova
- Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Dagmar Stahlberg
- School of Social Sciences, University of Mannheim, A5, 6, 68159, Mannheim, Germany
| | - Stefanie Lis
- Department of Psychiatric and Psychosomatic Medicine, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany.,Department of Clinical Psychology, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
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90
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Primbs MA, Rinck M, Holland R, Knol W, Nies A, Bijlstra G. The effect of face masks on the stereotype effect in emotion perception. JOURNAL OF EXPERIMENTAL SOCIAL PSYCHOLOGY 2022. [DOI: 10.1016/j.jesp.2022.104394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
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91
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Giordano K, Palmieri CS, LaTourette R, Godoy KM, Denicola G, Paulino H, Kosecki O. Face Masks and Emotion Literacy in Preschool Children: Implications During the COVID-19 Pandemic. EARLY CHILDHOOD EDUCATION JOURNAL 2022; 52:1-9. [PMID: 36339523 PMCID: PMC9628515 DOI: 10.1007/s10643-022-01400-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/17/2022] [Indexed: 06/16/2023]
Abstract
With the arrival of the COVID-19 pandemic, safety regulations, such as face mask wearing, have become ubiquitous. Due to such regulations, many children's interpersonal interactions occurring outside of the home now involve face coverings. The present study examined young children's ability to identify emotions in an adult model wearing a face mask. Children (n = 77) between the ages of 3 and 5 were shown 16 different graphics of a model expressing four common emotions (happy, sad, angry, scared) across four conditions: still unmasked photo, still masked photo, masked video verbally implying the emotion, masked video verbally explicitly stating the emotion. We found that children were better able to identify emotions in an unmasked model and when the masked model explicitly stated or implied the emotion. No difference was found between an unmasked model, an explicitly stated emotion, or a verbally implied emotion. Children who were older, had more exposure to adults wearing masks, and attending group care were better able to identify the emotions. No relationship was found between the type of emotion, or participant's gender or race and the ability to identify the emotions. Implications of these results are discussed.
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Affiliation(s)
- Keri Giordano
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Carleigh S. Palmieri
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Richard LaTourette
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Kristina M. Godoy
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Gabrielle Denicola
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Henessys Paulino
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
| | - Oscar Kosecki
- Advanced Studies in Psychology, Kean University, 1000 Morris Avenue, 07083 Union, NJ USA
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92
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Shehu HA, Browne WN, Eisenbarth H. A comparison of humans and machine learning classifiers categorizing emotion from faces with different coverings. Appl Soft Comput 2022. [DOI: 10.1016/j.asoc.2022.109701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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93
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Ganesapillai M, Mondal B, Sarkar I, Sinha A, Ray SS, Kwon YN, Nakamura K, Govardhan K. The face behind the Covid-19 mask - A comprehensive review. ENVIRONMENTAL TECHNOLOGY & INNOVATION 2022; 28:102837. [PMID: 35879973 PMCID: PMC9299984 DOI: 10.1016/j.eti.2022.102837] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/16/2022] [Accepted: 07/16/2022] [Indexed: 05/07/2023]
Abstract
The threat of epidemic outbreaks like SARS-CoV-2 is growing owing to the exponential growth of the global population and the continual increase in human mobility. Personal protection against viral infections was enforced using ambient air filters, face masks, and other respiratory protective equipment. Available facemasks feature considerable variation in efficacy, materials usage and characteristic properties. Despite their widespread use and importance, face masks pose major potential threats due to the uncontrolled manufacture and disposal techniques. Improper solid waste management enables viral propagation and increases the volume of associated biomedical waste at an alarming rate. Polymers used in single-use face masks include a spectrum of chemical constituents: plasticisers and flame retardants leading to health-related issues over time. Despite ample research in this field, the efficacy of personal protective equipment and its impact post-disposal is yet to be explored satisfactorily. The following review assimilates information on the different forms of personal protective equipment currently in use. Proper waste management techniques pertaining to such special wastes have also been discussed. The study features a holistic overview of innovations made in face masks and their corresponding impact on human health and environment. Strategies with SDG3 and SDG12, outlining safe and proper disposal of solid waste, have also been discussed. Furthermore, employing the CFD paradigm, a 3D model of a face mask was created based on fluid flow during breathing techniques. Lastly, the review concludes with possible future advancements and promising research avenues in personal protective equipment.
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Affiliation(s)
- Mahesh Ganesapillai
- Mass Transfer Group, School of Chemical Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India
| | - Bidisha Mondal
- Mass Transfer Group, School of Chemical Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India
| | - Ishita Sarkar
- Mass Transfer Group, School of Chemical Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India
| | - Aritro Sinha
- Mass Transfer Group, School of Chemical Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India
| | - Saikat Sinha Ray
- Department of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology, Republic of Korea
| | - Young-Nam Kwon
- Department of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology, Republic of Korea
| | - Kazuho Nakamura
- Faculty of Engineering, Division of Material Science and Chemical Engineering, Yokohama National University, Tokiwadai, Yokohama, Kanagawa 240-8501, Japan
| | - K Govardhan
- Department of Micro and Nano-Electronics, School of Electronics Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India
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94
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Isernia S, MacPherson SE, Baksh RA, Bergsland N, Marchetti A, Baglio F, Massaro D. Italian adaptation of the Edinburgh Social Cognition Test (ESCoT): A new tool for the assessment of theory of mind and social norm understanding. Front Psychol 2022; 13:971187. [PMID: 36389515 PMCID: PMC9651931 DOI: 10.3389/fpsyg.2022.971187] [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: 06/16/2022] [Accepted: 10/07/2022] [Indexed: 11/01/2023] Open
Abstract
The relevance of social cognition assessment has been formally described in the Diagnostic and Statistical Manual of Mental Disorders-5. However, social cognition tools evaluating different socio-cognitive components for Italian-speaking populations are lacking. The Edinburgh Social Cognition Test (ESCoT) is a new social cognition measure that uses animations of everyday social interactions to assess (i) cognitive theory of mind, (ii) affective theory of mind, (iii) interpersonal social norm understanding, and (iv) intrapersonal social norm understanding. Previous studies have shown that the ESCoT is a sensitive measure of social cognition in healthy and clinical populations in the United Kingdom. This work aimed to adapt and validate the ESCoT in an Italian population of healthy adults. A translation-back-translation procedure was followed to create and refine the Italian version. Then, 94 healthy adults (47 females, mean age 35 ± 15.9) completed the ESCoT, a battery of conventional social cognition tests (Yoni; Reading the Mind in the Eyes Strange Stories, and Social Norm Questionnaire, SNQ) and measures of intelligence and executive functions. Reliability, convergent validity, and predictors of performance on the ESCoT were examined. Results demonstrated good reliability of the ESCoT and an association between the ESCoT scores and some traditional social cognition tests (Yoni cognitive subscale, SNQ). Hierarchical regression results showed that the ESCoT total score was associated with age. Also, the ESCoT subscore (intrapersonal social norm understanding) was associated with education. These findings support the ESCoT as a valid tool testing social norm understanding, a reliable measure of social cognition for an adult Italian population, and provides further evidence that the ESCoT is sensitive to age- and education-related changes in social cognition, and it is a task not affected by general cognitive functioning.
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Affiliation(s)
- Sara Isernia
- IRCCS Don Carlo Gnocchi Foundation ONLUS, Milan, Italy
| | - Sarah E. MacPherson
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - R. Asaad Baksh
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King’s College London, London, United Kingdom
| | | | - Antonella Marchetti
- Research Unit on Theory of Mind, Department of Psychology, Università Cattolica del Sacro Cuore, Milan, Italy
| | | | - Davide Massaro
- Research Unit on Theory of Mind, Department of Psychology, Università Cattolica del Sacro Cuore, Milan, Italy
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95
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Castelli L, Tumino M, Carraro L. Face mask use as a categorical dimension in social perception. Sci Rep 2022; 12:17860. [PMID: 36284157 PMCID: PMC9595091 DOI: 10.1038/s41598-022-22772-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 10/19/2022] [Indexed: 01/20/2023] Open
Abstract
Prevention measures aimed at combating COVID-19 pandemic strongly impact several aspects of social life. In particular, interpersonal perception is affected as a function of whether the persons perceived wear or not face masks. In two experimental studies, we here explored whether people rely on the presence vs. absence of face masks when encoding information in memory about other individuals. In a memory confusion paradigm, participants were initially presented with individuals either wearing a face mask or not, each conveying a series of sentences. Next, participants were probed about the identity of the speaker of each sentence. Results showed that it was more likely to erroneously attribute a sentence to a speaker who also was wearing a face mask (or not) as the original speaker, demonstrating that the cue about wearing or not a face mask was spontaneously used to encode information. Study 2 ruled out an alternative explanation based on perceptual processes, suggesting that face masks represent meaningful social objects. Overall, it emerged that participants spontaneously categorize others as a function of whether they wear a mask or not. Findings also confirmed previous research evidence about the more positive evaluation of mask wearers as compared to non-wearers, and the overall detrimental impact that face masks may have on the correct identification of social targets.
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Affiliation(s)
- Luigi Castelli
- grid.5608.b0000 0004 1757 3470Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131 Padua, Italy
| | - Matilde Tumino
- grid.5608.b0000 0004 1757 3470Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131 Padua, Italy
| | - Luciana Carraro
- grid.5608.b0000 0004 1757 3470Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131 Padua, Italy
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96
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Castellano G, De Carolis B, Macchiarulo N. Automatic facial emotion recognition at the COVID-19 pandemic time. MULTIMEDIA TOOLS AND APPLICATIONS 2022; 82:12751-12769. [PMID: 36313484 PMCID: PMC9589699 DOI: 10.1007/s11042-022-14050-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 09/23/2022] [Accepted: 10/06/2022] [Indexed: 06/16/2023]
Abstract
People use various nonverbal communicative channels to convey emotions, among which facial expressions are considered the most important ones. Thus, automatic Facial Expression Recognition (FER) is a fundamental task to increase the perceptive skills of computers, especially in human-computer interaction. Like humans, state-of-art FER systems are able to recognize emotions from the entire face of a person. However, the COVID-19 pandemic has imposed a massive use of face masks that help in preventing infection but may hamper social communication and make the recognition of facial expressions a very challenging task due to facial occlusion. In this paper we propose a FER system capable to recognize emotions from masked faces. The system checks for the presence of a mask on the face image and, in case of mask detection, it extracts the eyes region and recognizes the emotion only considering that portion of the face. The effectiveness of the developed FER system was tested in recognizing emotions and their valence only from the eyes region and comparing the results when considering the entire face. As it was expected, emotions that are related mainly to the mouth region (e.g., disgust) are barely recognized, while positive emotions are better identified by considering only the eyes region. Moreover, we compared the results of our FER system to the human annotation of emotions on masked faces. We found out that the FER system outperforms the human annotation, thus showing that the model is able to learn proper features for each emotion leveraging only the eyes region.
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Affiliation(s)
| | | | - Nicola Macchiarulo
- Department of Computer Science, University of Bari, Bari, Italy
- Exprivia S.p.A., Molfetta, Italy
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97
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Díaz-Agea JL, Pujalte-Jesús MJ, Arizo-Luque V, García-Méndez JA, López-Chicheri-García I, Rojo-Rojo A. How Are You Feeling? Interpretation of Emotions through Facial Expressions of People Wearing Different Personal Protective Equipment: An Observational Study. NURSING REPORTS 2022; 12:758-774. [PMID: 36278768 PMCID: PMC9590080 DOI: 10.3390/nursrep12040075] [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: 08/13/2022] [Revised: 10/10/2022] [Accepted: 10/13/2022] [Indexed: 11/05/2022] Open
Abstract
(1) Background: The perception of others’ emotions based on non-verbal cues, such as facial expressions, is fundamental for interpersonal communication and mutual support. Using personal protection equipment (PPE) in a work environment during the SAR-CoV-2 pandemic challenged health professionals’ ability to recognise emotions and expressions while wearing PPE. The working hypothesis of this study was that the increased limitation of facial visibility, due to the use of a personal protective device, would interfere with the perception of basic emotions in the participants. (2) Methods: Through a cross-sectional descriptive study, the present research aimed to analyse the identification of four basic emotions (happiness; sadness; fear/surprise; and disgust/anger) through three types of PPE (FFP2 respirator, protective overall and powered air-purifying respirator (PAPR)), by using 32 photographs. The study was conducted using volunteer participants who met the inclusion criteria (individuals older than 13 without cognitive limitations). Participants had to recognise the emotions of actors in photographs that were randomly displayed in an online form. (3) Results: In general, the 690 participants better recognised happiness and fear, independently of the PPE utilised. Women could better identify different emotions, along with university graduates and young and middle-aged adults. Emotional identification was at its worst when the participants wore protective overalls (5.42 ± 1.22), followed by the PAPR (5.83 ± 1.38); the best scores were obtained using the FFP2 masks (6.57 ± 1.20). Sadness was the least recognised emotion, regardless of age. (4) Conclusions: The personal protective devices interfere in the recognition of emotions, with the protective overalls having the greatest impact, and the FFP2 mask the least. The emotions that were best recognised were happiness and fear/surprise, while the least recognised emotion was sadness. Women were better at identifying emotions, as well as participants with higher education, and young and middle-aged adults.
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98
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Wong HK, Estudillo AJ. Face masks affect emotion categorisation, age estimation, recognition, and gender classification from faces. Cogn Res Princ Implic 2022; 7:91. [PMID: 36209185 PMCID: PMC9547636 DOI: 10.1186/s41235-022-00438-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 09/25/2022] [Indexed: 11/06/2022] Open
Abstract
Although putting on a mask over our nose and mouth is a simple but powerful way to protect ourselves and others during a pandemic, face masks may interfere with how we perceive and recognize one another, and hence, may have far-reaching impacts on communication and social interactions. To date, it remains relatively unknown the extent to which wearing a face mask that conceals the bottom part of the face affects the extraction of different facial information. To address this question, we compared young adults' performance between masked and unmasked faces in four different tasks: (1) emotion recognition task, (2) famous face recognition and naming test, (3) age estimation task, and (4) gender classification task. Results revealed that the presence of face mask has a negative impact on famous face recognition and emotion recognition, but to a smaller extent on age estimation and gender classification tasks. More interestingly, we observed a female advantage in the famous face recognition and emotion recognition tasks and a female own-gender bias in gender categorisation and age estimation tasks. Overall, these findings allude to the lack of malleability of the adulthood face recognition and perceptual systems.
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Affiliation(s)
- Hoo Keat Wong
- School of Psychology, University of Nottingham Malaysia, Semenyih, Selangor, Malaysia.
| | - Alejandro J Estudillo
- School of Psychology, University of Nottingham Malaysia, Semenyih, Selangor, Malaysia
- Department of Psychology, Bournemouth University, Bournemouth, UK
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99
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Guerra N, Pinto R, Mendes PS, Rodrigues PFS, Albuquerque PB. The impact of COVID-19 on memory: Recognition for masked and unmasked faces. Front Psychol 2022; 13:960941. [PMID: 36275225 PMCID: PMC9583883 DOI: 10.3389/fpsyg.2022.960941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
Abstract
Considering the current state of the worldwide pandemic, it is still common to encounter people wearing face protection masks. Although a safety measure against COVID-19, face masks might be compromising our capacity for face recognition. We conducted an online study where 140 participants observed masked and unmasked faces in a within-subjects design and then performed a recognition memory task. The best performance was found when there were no masks either at study and test phase, i.e., at the congruent unmasked condition. The worst performance was found for faces encoded with a mask but tested without it (i.e., masked-unmasked incongruent condition), which can be explained by the disruption in holistic face processing and the violation of the encoding specificity principle. Interestingly, considering the unmasked-masked incongruent condition, performance was probably affected by the violation of the encoding specificity principle but protected by holistic processing that occurred during encoding.
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Affiliation(s)
- Natália Guerra
- School of Psychology, University of Minho, Braga, Portugal
| | - Raquel Pinto
- School of Psychology, University of Minho, Braga, Portugal
| | - Pedro S. Mendes
- Centro de Investigação e Intervenção Social, Instituto Universitário de Lisboa (ISCTE-IUL), Lisbon, Portugal
| | - Pedro F. S. Rodrigues
- Portucalense Institute for Human Development (INPP), Portucalense University, Porto, Portugal
| | - Pedro B. Albuquerque
- School of Psychology, University of Minho, Braga, Portugal
- *Correspondence: Pedro B. Albuquerque,
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100
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Sinagra C, Wiener S. The perception of intonational and emotional speech prosody produced with and without a face mask: an exploratory individual differences study. Cogn Res Princ Implic 2022; 7:89. [PMID: 36194295 PMCID: PMC9530435 DOI: 10.1186/s41235-022-00439-w] [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: 10/29/2021] [Accepted: 09/25/2022] [Indexed: 11/05/2022] Open
Abstract
Face masks affect the transmission of speech and obscure facial cues. Here, we examine how this reduction in acoustic and facial information affects a listener's understanding of speech prosody. English sentence pairs that differed in their intonational (statement/question) and emotional (happy/sad) prosody were created. These pairs were recorded by a masked and unmasked speaker and manipulated to contain audio or not. This resulted in a continuum from typical unmasked speech with audio (easiest) to masked speech without audio (hardest). English listeners (N = 129) were tested on their discrimination of these statement/question and happy/sad pairs. We also collected six individual difference measures previously reported to affect various linguistic processes: Autism Spectrum Quotient, musical background, phonological short-term memory (digit span, 2-back), and congruence task (flanker, Simon) behavior. The results indicated that masked statement/question and happy/sad prosodies were harder to discriminate than unmasked prosodies. Masks can therefore make it more difficult to understand a speaker's intended intonation or emotion. Importantly, listeners differed considerably in their ability to understand prosody. When wearing a mask, speakers should try to speak clearer and louder, if possible, and make intentions and emotions explicit to the listener.
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Affiliation(s)
- Chloe Sinagra
- grid.147455.60000 0001 2097 0344Language Acquisition, Processing, and Pedagogy Lab, Department of Modern Languages, Carnegie Mellon University, Pittsburgh, PA USA
| | - Seth Wiener
- grid.147455.60000 0001 2097 0344Language Acquisition, Processing, and Pedagogy Lab, Department of Modern Languages, Carnegie Mellon University, Pittsburgh, PA USA
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