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Cartocci G, Inguscio BMS, Giorgi A, Rossi D, Di Nardo W, Di Cesare T, Leone CA, Grassia R, Galletti F, Ciodaro F, Galletti C, Albera R, Canale A, Babiloni F. Investigation of Deficits in Auditory Emotional Content Recognition by Adult Cochlear Implant Users through the Study of Electroencephalographic Gamma and Alpha Asymmetry and Alexithymia Assessment. Brain Sci 2024; 14:927. [PMID: 39335422 PMCID: PMC11430703 DOI: 10.3390/brainsci14090927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Revised: 09/12/2024] [Accepted: 09/13/2024] [Indexed: 09/30/2024] Open
Abstract
BACKGROUND/OBJECTIVES Given the importance of emotion recognition for communication purposes, and the impairment for such skill in CI users despite impressive language performances, the aim of the present study was to investigate the neural correlates of emotion recognition skills, apart from language, in adult unilateral CI (UCI) users during a music in noise (happy/sad) recognition task. Furthermore, asymmetry was investigated through electroencephalographic (EEG) rhythm, given the traditional concept of hemispheric lateralization for emotional processing, and the intrinsic asymmetry due to the clinical UCI condition. METHODS Twenty adult UCI users and eight normal hearing (NH) controls were recruited. EEG gamma and alpha band power was assessed as there is evidence of a relationship between gamma and emotional response and between alpha asymmetry and tendency to approach or withdraw from stimuli. The TAS-20 questionnaire (alexithymia) was completed by the participants. RESULTS The results showed no effect of background noise, while supporting that gamma activity related to emotion processing shows alterations in the UCI group compared to the NH group, and that these alterations are also modulated by the etiology of deafness. In particular, relative higher gamma activity in the CI side corresponds to positive processes, correlated with higher emotion recognition abilities, whereas gamma activity in the non-CI side may be related to positive processes inversely correlated with alexithymia and also inversely correlated with age; a correlation between TAS-20 scores and age was found only in the NH group. CONCLUSIONS EEG gamma activity appears to be fundamental to the processing of the emotional aspect of music and also to the psychocognitive emotion-related component in adults with CI.
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Affiliation(s)
- Giulia Cartocci
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena 291, 00161 Rome, Italy
- BrainSigns Ltd., Via Tirso 14, 00198 Rome, Italy
| | - Bianca Maria Serena Inguscio
- BrainSigns Ltd., Via Tirso 14, 00198 Rome, Italy
- Department of Computer, Control, and Management Engineering "Antonio Ruberti", Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy
| | - Andrea Giorgi
- BrainSigns Ltd., Via Tirso 14, 00198 Rome, Italy
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy
| | - Dario Rossi
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena 291, 00161 Rome, Italy
- BrainSigns Ltd., Via Tirso 14, 00198 Rome, Italy
| | - Walter Di Nardo
- Institute of Otorhinolaryngology, Catholic University of Sacred Heart, Fondazione Policlinico "A Gemelli", IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Tiziana Di Cesare
- Institute of Otorhinolaryngology, Catholic University of Sacred Heart, Fondazione Policlinico "A Gemelli", IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Carlo Antonio Leone
- Department of Otolaringology Head-Neck Surgery, Monaldi Hospital, Via Leonardo Bianchi, 80131 Naples, Italy
| | - Rosa Grassia
- Department of Otolaringology Head-Neck Surgery, Monaldi Hospital, Via Leonardo Bianchi, 80131 Naples, Italy
| | - Francesco Galletti
- Department of Otorhinolaryngology, University of Messina, Piazza Pugliatti 1, 98122 Messina, Italy
| | - Francesco Ciodaro
- Department of Otorhinolaryngology, University of Messina, Piazza Pugliatti 1, 98122 Messina, Italy
| | - Cosimo Galletti
- Department of Otorhinolaryngology, University of Messina, Piazza Pugliatti 1, 98122 Messina, Italy
| | - Roberto Albera
- Department of Surgical Sciences, University of Turin, Via Genova 3, 10126 Turin, Italy
| | - Andrea Canale
- Department of Surgical Sciences, University of Turin, Via Genova 3, 10126 Turin, Italy
| | - Fabio Babiloni
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena 291, 00161 Rome, Italy
- BrainSigns Ltd., Via Tirso 14, 00198 Rome, Italy
- Department of Computer Science, Hangzhou Dianzi University, Hangzhou 310018, China
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Gao L, Wang K, Yang Q, Lu Y. The role of the target language culture on Arabic learners' fondness for Arabic poetry. Front Psychol 2024; 15:1310343. [PMID: 38756491 PMCID: PMC11098280 DOI: 10.3389/fpsyg.2024.1310343] [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: 10/09/2023] [Accepted: 04/02/2024] [Indexed: 05/18/2024] Open
Abstract
As an important carrier of culture, poetry plays a significant role in deepening language learners' understanding of the target language culture as well as enhancing their language skills; however, the effect of the target language culture on language learners' enjoyment of poetry remains unclear. The study served as an attempt to shed light on the point of whether the target language culture has different effects on high- and low-level Chinese Arabic learners' fondness for Arabic poetry with the use of pictures related to Arabic culture and those not related to Arabic culture. In the current study, 40 Arabic learners (20 high-level and 20 low-level) scored the Arabic poem line based on their fondness for it after viewing two kinds of picture with electroencephalogram (EEG) recording. Frontal alpha asymmetry index as a correlate of approach and avoidance related motivation measured by EEG power in the alpha band (8-13 Hz) was calculated for examining whether the behavioral results of Arabic learners' fondness for poetry are in line with the results of changes in the related EEG components. Behavioral results illustrated that low-level subjects showed significantly less liking for Arabic poetry after viewing pictures related to Arabic culture compared to those not related to Arabic culture. The high-level subjects did not show a significant difference in the level of liking for Arabic poetry between the two cases. FAA results demonstrated that low-level subjects presented a significant avoidance-related responses to Arabic poetry after viewing pictures related to Arabic culture in comparison to viewing pictures not related to Arabic culture; while the FAA values did not differ significantly between the two cases in high-level subjects, which is in line with behavioral results. The findings of this research can benefit teachers in motivating students to learn poetry in foreign language curriculum and also contribute to the literature on the effect of target language culture on language learners' enjoyment of poetry.
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Affiliation(s)
- Li Gao
- Institute of Corpus Studies and Applications, Shanghai International Studies University, Shanghai, China
| | - Kai Wang
- Department of Arabic, School of Asian and African Studies, Shanghai International Studies University, Shanghai, China
| | - Qian Yang
- Department of Arabic, School of Asian and African Studies, Shanghai International Studies University, Shanghai, China
| | - Yiwei Lu
- Department of Arabic, School of Asian and African Studies, Shanghai International Studies University, Shanghai, China
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Koirala N, Deroche MLD, Wolfe J, Neumann S, Bien AG, Doan D, Goldbeck M, Muthuraman M, Gracco VL. Dynamic networks differentiate the language ability of children with cochlear implants. Front Neurosci 2023; 17:1141886. [PMID: 37409105 PMCID: PMC10318154 DOI: 10.3389/fnins.2023.1141886] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 05/29/2023] [Indexed: 07/07/2023] Open
Abstract
Background Cochlear implantation (CI) in prelingually deafened children has been shown to be an effective intervention for developing language and reading skill. However, there is a substantial proportion of the children receiving CI who struggle with language and reading. The current study-one of the first to implement electrical source imaging in CI population was designed to identify the neural underpinnings in two groups of CI children with good and poor language and reading skill. Methods Data using high density electroencephalography (EEG) under a resting state condition was obtained from 75 children, 50 with CIs having good (HL) or poor language skills (LL) and 25 normal hearing (NH) children. We identified coherent sources using dynamic imaging of coherent sources (DICS) and their effective connectivity computing time-frequency causality estimation based on temporal partial directed coherence (TPDC) in the two CI groups compared to a cohort of age and gender matched NH children. Findings Sources with higher coherence amplitude were observed in three frequency bands (alpha, beta and gamma) for the CI groups when compared to normal hearing children. The two groups of CI children with good (HL) and poor (LL) language ability exhibited not only different cortical and subcortical source profiles but also distinct effective connectivity between them. Additionally, a support vector machine (SVM) algorithm using these sources and their connectivity patterns for each CI group across the three frequency bands was able to predict the language and reading scores with high accuracy. Interpretation Increased coherence in the CI groups suggest overall that the oscillatory activity in some brain areas become more strongly coupled compared to the NH group. Moreover, the different sources and their connectivity patterns and their association to language and reading skill in both groups, suggest a compensatory adaptation that either facilitated or impeded language and reading development. The neural differences in the two groups of CI children may reflect potential biomarkers for predicting outcome success in CI children.
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Affiliation(s)
- Nabin Koirala
- Child Study Center, Yale School of Medicine, Yale University, New Haven, CT, United States
| | | | - Jace Wolfe
- Hearts for Hearing Foundation, Oklahoma City, OK, United States
| | - Sara Neumann
- Hearts for Hearing Foundation, Oklahoma City, OK, United States
| | - Alexander G. Bien
- Department of Otolaryngology – Head and Neck Surgery, University of Oklahoma Medical Center, Oklahoma City, OK, United States
| | - Derek Doan
- University of Oklahoma College of Medicine, Oklahoma City, OK, United States
| | - Michael Goldbeck
- University of Oklahoma College of Medicine, Oklahoma City, OK, United States
| | - Muthuraman Muthuraman
- Department of Neurology, Neural Engineering with Signal Analytics and Artificial Intelligence (NESA-AI), Universitätsklinikum Würzburg, Würzburg, Germany
| | - Vincent L. Gracco
- Child Study Center, Yale School of Medicine, Yale University, New Haven, CT, United States
- School of Communication Sciences and Disorders, McGill University, Montreal, QC, Canada
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Giorgi A, Menicocci S, Forte M, Ferrara V, Mingione M, Alaimo Di Loro P, Inguscio BMS, Ferrara S, Babiloni F, Vozzi A, Ronca V, Cartocci G. Virtual and Reality: A Neurophysiological Pilot Study of the Sarcophagus of the Spouses. Brain Sci 2023; 13:brainsci13040635. [PMID: 37190600 DOI: 10.3390/brainsci13040635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 03/29/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023] Open
Abstract
Art experience is not solely the observation of artistic objects, but great relevance is also placed on the environment in which the art experience takes place, often in museums and galleries. Interestingly, in the last few years, the introduction of some forms of virtual reality (VR) in museum contexts has been increasing. This has solicited enormous research interest in investigating any eventual differences between looking at the same artifact either in a real context (e.g. a museum) and in VR. To address such a target, a neuroaesthetic study was performed in which electroencephalography (EEG) and autonomic signals (heart rate and skin conductance) were recorded during the observation of the Etruscan artifact "Sarcophagus of the Spouses", both in the museum and in a VR reproduction. Results from EEG analysis showed a higher level of the Workload Index during observation in the museum compared to VR (p = 0.04), while the Approach-Withdrawal Index highlighted increased levels during the observation in VR compared to the observation in the museum (p = 0.03). Concerning autonomic indices, the museum elicited a higher Emotional Index response than the VR (p = 0.03). Overall, preliminary results suggest a higher engagement potential of the museum compared to VR, although VR could also favour higher embodiment than the museum.
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Affiliation(s)
- Andrea Giorgi
- Unit of Histology and Medical Embryology, SAIMLAL Department, Sapienza University of Rome, 00185 Rome, Italy
- BrainSigns Ltd., 00185 Rome, Italy
| | - Stefano Menicocci
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
| | - Maurizio Forte
- Department of Classical Studies, Duke University, Durham, NC 27708, USA
| | - Vincenza Ferrara
- Art and Medical Humanities Lab, Sapienza University of Rome, 00185 Rome, Italy
| | - Marco Mingione
- Department of Political Sciences, Roma Tre University, 00145 Rome, Italy
| | - Pierfrancesco Alaimo Di Loro
- Department of Law, Economics, Politics and Modern Languages, Libera Università Maria SS. Assunta (LUMSA), 00192 Rome, Italy
| | - Bianca Maria Serena Inguscio
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Human Neuroscience, Sapienza University of Rome, 00185 Rome, Italy
| | | | - Fabio Babiloni
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
- Department of Computer Science, Hangzhou Dianzi University, Hangzhou 310018, China
| | - Alessia Vozzi
- Unit of Histology and Medical Embryology, SAIMLAL Department, Sapienza University of Rome, 00185 Rome, Italy
- BrainSigns Ltd., 00185 Rome, Italy
| | - Vincenzo Ronca
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Computer, Control and Management Engineering "Antonio Ruberti", Sapienza University of Rome, 00185 Rome, Italy
| | - Giulia Cartocci
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
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Beckers L, Tromp N, Philips B, Mylanus E, Huinck W. Exploring neurocognitive factors and brain activation in adult cochlear implant recipients associated with speech perception outcomes-A scoping review. Front Neurosci 2023; 17:1046669. [PMID: 36816114 PMCID: PMC9932917 DOI: 10.3389/fnins.2023.1046669] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 01/05/2023] [Indexed: 02/05/2023] Open
Abstract
Background Cochlear implants (CIs) are considered an effective treatment for severe-to-profound sensorineural hearing loss. However, speech perception outcomes are highly variable among adult CI recipients. Top-down neurocognitive factors have been hypothesized to contribute to this variation that is currently only partly explained by biological and audiological factors. Studies investigating this, use varying methods and observe varying outcomes, and their relevance has yet to be evaluated in a review. Gathering and structuring this evidence in this scoping review provides a clear overview of where this research line currently stands, with the aim of guiding future research. Objective To understand to which extent different neurocognitive factors influence speech perception in adult CI users with a postlingual onset of hearing loss, by systematically reviewing the literature. Methods A systematic scoping review was performed according to the PRISMA guidelines. Studies investigating the influence of one or more neurocognitive factors on speech perception post-implantation were included. Word and sentence perception in quiet and noise were included as speech perception outcome metrics and six key neurocognitive domains, as defined by the DSM-5, were covered during the literature search (Protocol in open science registries: 10.17605/OSF.IO/Z3G7W of searches in June 2020, April 2022). Results From 5,668 retrieved articles, 54 articles were included and grouped into three categories using different measures to relate to speech perception outcomes: (1) Nineteen studies investigating brain activation, (2) Thirty-one investigating performance on cognitive tests, and (3) Eighteen investigating linguistic skills. Conclusion The use of cognitive functions, recruiting the frontal cortex, the use of visual cues, recruiting the occipital cortex, and the temporal cortex still available for language processing, are beneficial for adult CI users. Cognitive assessments indicate that performance on non-verbal intelligence tasks positively correlated with speech perception outcomes. Performance on auditory or visual working memory, learning, memory and vocabulary tasks were unrelated to speech perception outcomes and performance on the Stroop task not to word perception in quiet. However, there are still many uncertainties regarding the explanation of inconsistent results between papers and more comprehensive studies are needed e.g., including different assessment times, or combining neuroimaging and behavioral measures. Systematic review registration https://doi.org/10.17605/OSF.IO/Z3G7W.
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Affiliation(s)
- Loes Beckers
- Cochlear Ltd., Mechelen, Belgium
- Department of Otorhinolaryngology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands
| | - Nikki Tromp
- Cochlear Ltd., Mechelen, Belgium
- Department of Otorhinolaryngology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands
| | | | - Emmanuel Mylanus
- Department of Otorhinolaryngology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands
| | - Wendy Huinck
- Department of Otorhinolaryngology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands
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Inguscio BMS, Mancini P, Greco A, Nicastri M, Giallini I, Leone CA, Grassia R, Di Nardo W, Di Cesare T, Rossi F, Canale A, Albera A, Giorgi A, Malerba P, Babiloni F, Cartocci G. ‘Musical effort’ and ‘musical pleasantness’: a pilot study on the neurophysiological correlates of classical music listening in adults normal hearing and unilateral cochlear implant users. HEARING, BALANCE AND COMMUNICATION 2022. [DOI: 10.1080/21695717.2022.2079325] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
| | - Patrizia Mancini
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Antonio Greco
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Maria Nicastri
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Ilaria Giallini
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Carlo Antonio Leone
- Department of Otolaryngology/Head and Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Rosa Grassia
- Department of Otolaryngology/Head and Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Walter Di Nardo
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Tiziana Di Cesare
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Federica Rossi
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Andrea Canale
- Division of Otorhinolaryngology, Department of Surgical Sciences, University of Turin, Italy
| | - Andrea Albera
- Division of Otorhinolaryngology, Department of Surgical Sciences, University of Turin, Italy
| | | | | | - Fabio Babiloni
- BrainSigns Srl, Rome, Italy
- Department of Computer Science, Hangzhou Dianzi University, Hangzhou, China
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
| | - Giulia Cartocci
- BrainSigns Srl, Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
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NeuroDante: Poetry Mentally Engages More Experts but Moves More Non-Experts, and for Both the Cerebral Approach Tendency Goes Hand in Hand with the Cerebral Effort. Brain Sci 2021; 11:brainsci11030281. [PMID: 33668815 PMCID: PMC7996310 DOI: 10.3390/brainsci11030281] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Revised: 02/17/2021] [Accepted: 02/18/2021] [Indexed: 11/17/2022] Open
Abstract
Neuroaesthetics, the science studying the biological underpinnings of aesthetic experience, recently extended its area of investigation to literary art; this was the humus where neurocognitive poetics blossomed. Divina Commedia represents one of the most important, famous and studied poems worldwide. Poetry stimuli are characterized by elements (meter and rhyme) promoting the processing fluency, a core aspect of neuroaesthetics theories. In addition, given the evidence of different neurophysiological reactions between experts and non-experts in response to artistic stimuli, the aim of the present study was to investigate, in poetry, a different neurophysiological cognitive and emotional reaction between Literature (L) and Non-Literature (NL) students. A further aim was to investigate whether neurophysiological underpinnings would support explanation of behavioral data. Investigation methods employed: self-report assessments (recognition, appreciation, content recall) and neurophysiological indexes (approach/withdrawal (AW), cerebral effort (CE) and galvanic skin response (GSR)). The main behavioral results, according to fluency theories in aesthetics, suggested in the NL but not in the L group that the appreciation/liking went hand by hand with the self-declared recognition and with the content recall. The main neurophysiological results were: (i) higher galvanic skin response in NL, whilst higher CE values in L; (ii) a positive correlation between AW and CE indexes in both groups. The present results extended previous evidence relative to figurative art also to auditory poetry stimuli, suggesting an emotional attenuation “expertise-specific” showed by experts, but increased cognitive processing in response to the stimuli.
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Cartocci G, Modica E, Rossi D, Cherubino P, Maglione AG, Colosimo A, Trettel A, Mancini M, Babiloni F. Neurophysiological Measures of the Perception of Antismoking Public Service Announcements Among Young Population. Front Hum Neurosci 2018; 12:231. [PMID: 30210322 PMCID: PMC6124418 DOI: 10.3389/fnhum.2018.00231] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Accepted: 07/25/2018] [Indexed: 01/04/2023] Open
Abstract
Tobacco constitutes a global emergency with totally preventable millions of deaths per year and smoking-related illnesses. Public service announcements (PSAs) are the main tool against smoking and by now their efficacy is still assessed through questionnaires and metrics, only months after their circulation. The present study focused on the young population, because at higher risk of developing tobacco addiction, investigating the reaction to the vision of Effective, Ineffective and Awarded antismoking PSAs through: electroencephalography (EEG), autonomic activity variation (Galvanic skin response—GSR- and Heart Rate—HR-) and Eye-Tracking (ET). The employed indices were: the EEG frontal alpha band asymmetry and the frontal theta; the Emotional Index (EI), deriving from the GSR and HR signals matching; the ET Visual Attention (VA) index, based on the ratio between the total time spent fixating an area of interest (AOI) and its area. Smokers expressed higher frontal alpha asymmetry values in comparison to non-smokers. Concerning frontal theta, Awarded PSAs reported the highest values in comparison to both Effective and Ineffective PSAs. EI results highlighted that lowest values were expressed by Heavy Smokers (HS), and Effective PSAs obtained the highest EI values. Finally, concerning the Effective PSAs, regression analysis highlighted a correlation between the number of cigarettes smoked by participants (independent variable) and frontal alpha asymmetry, frontal theta and EI values. ET results suggested that for the Ineffective PSAs the main focus were texts, while for the Effective and Awarded PSAs were the visual elements. Results support the use of methods aimed at assessing the physiological reaction for the evaluation of PSAs images, in particular when considering the smoking habits of target populations.
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Affiliation(s)
- Giulia Cartocci
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
| | - Enrica Modica
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Rome, Italy
| | - Dario Rossi
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Rome, Italy
| | | | | | - Alfredo Colosimo
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Rome, Italy
| | | | | | - Fabio Babiloni
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy.,Department of Computer Science, Hangzhou Dianzi University, Xiasha Higher Education Zone, Hangzhou, China
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