Medicine and Health Sciences Commons^™

Multi-Class Emotion Classification With Xgboost Model Using Wearable Eeg Headband Data, James Khamthung, Nibhrat Lohia, Seement Srivastava

SMU Data Science Review

Electroencephalography (EEG) or brainwave signals serve as a valuable source for discerning human activities, thoughts, and emotions. This study explores the efficacy of EXtreme Gradient Boosting (XGBoost) models in sentiment classification using EEG signals, specifically those captured by the MUSE EEG headband. The MUSE device, equipped with four EEG electrodes (TP9, AF7, AF8, TP10), offers a cost-effective alternative to traditional EEG setups, which often utilize over 60 channels in laboratory-grade settings. Leveraging a dataset from previous MUSE research (Bird, J. et al., 2019), emotional states (positive, neutral, and negative) were observed in a male and a female participant, each for …

Specialized Late Cingulo-Opercular Network Activation Elucidates The Mechanisms Underlying Decisions About Ambiguity, Jordan E. Pierce, Nathan M. Petro, Elizabeth Clancy, Caterina Gratton, Steven E. Petersen, Maital Neta

Center for Brain, Biology, and Behavior: Faculty and Staff Publications

Cortical task control networks, including the cingulo-opercular (CO) network play a key role in decision-making across a variety of functional domains. In particular, the CO network functions in a performance reporting capacity that supports successful task performance, especially in response to errors and ambiguity. In two studies testing the contribution of the CO network to ambiguity processing, we presented a valence bias task in which masked clearly and ambiguously valenced emotional expressions were slowly revealed over several seconds. This slow reveal task design provides a window into the decision-making mechanisms as they unfold over the course of a trial. In …

Specialized Late Cingulo-Opercular Network Activation Elucidates The Mechanisms Underlying Decisions About Ambiguity, Jordan E. Pierce, Nathan M. Petro, Elizabeth Clancy, Caterina Gratton, Steven E. Petersen, Maital Neta

Center for Brain, Biology, and Behavior: Faculty and Staff Publications

Cortical task control networks, including the cingulo-opercular (CO) network play a key role in decision-making across a variety of functional domains. In particular, the CO network functions in a performance reporting capacity that supports successful task performance, especially in response to errors and ambiguity. In two studies testing the contribution of the CO network to ambiguity processing, we presented a valence bias task in which masked clearly and ambiguously valenced emotional expressions were slowly revealed over several seconds. This slow reveal task design provides a window into the decision-making mechanisms as they unfold over the course of a trial. In …

Atmosphere(S) For Architects: Between Phenomenology And Cognition, Michael A. Arbib, Elisabetta Canepa, Bob Condia, Federico De Matteis, Tonino Griffero, Robert Lamb Hart, Mark Alan Hewitt, Suchi Reddy, Mikaela Wynne

NPP eBooks

Interfaces 5 was born to home the dialogue that the neuroscientist Michael A. Arbib and the philosopher Tonino Griffero started at the end of 2021 about atmospheric experiences, striving to bridge the gap between cognitive science’s perspective and the (neo)phenomenological one. This conversation progressed due to Pato Paez’s offer to participate in the webinar “Architectural Atmospheres: Phenomenology, Cognition, and Feeling,” a roundtable hosted by The Commission Project (TCP) within the Applied Neuroaesthetics initiative. The event ran online on May 20, 2022. Bob Condia moderated the panel discussion between Suchi Reddy, Michael A. Arbib, and Tonino Griffero. The RESONANCES project was …

Comparison Of Machine Learning Methods For Classification Of Alexithymia In Individuals With And Without Autism From Eye-Tracking Data, Furkan Iigin, Megan A. Witherow, Khan M. Iftekharuddin

Electrical & Computer Engineering Faculty Publications

Alexithymia describes a psychological state where individuals struggle with feeling and expressing their emotions. Individuals with alexithymia may also have a more difficult time understanding the emotions of others and may express atypical attention to the eyes when recognizing emotions. This is known to affect individuals with Autism Spectrum Disorder (ASD) differently than neurotypical (NT) individuals. Using a public data set of eye-tracking data from seventy individuals with and without autism who have been assessed for alexithymia, we train multiple traditional machine learning models for alexithymia classification including support vector machines, logistic regression, decision trees, random forest, and multilayer perceptron. …

Indian Classical Music, Raaga As Music Therapy: Scope And Opportunities, Varun Malhotra, Samidha Vedabala, Sagar Khadanga, Anvesh Jallapally, Murlimanju Bv, Saikat Das, Amit Agrawal

Manipal Journal of Medical Sciences

The existing research on Indian classical music therapy faces several challenges that need attention for the field’s growth and credibility. Most studies rely on anecdotal evidence rather than rigorous scientific methodology, necessitating more controlled trials and longitudinal research. The rich diversity of ragas and talas in Indian classical music poses a challenge in standardizing their therapeutic application. Cultural sensitivity is crucial due to the deeply rooted nature of this therapy in Indian culture, and generalizing findings to diverse populations requires careful consideration. Music therapy is gaining recognition worldwide, with universities offering courses ranging from certificates to doctorates. Music therapy is …

Explicit And Implicit Emotion Processing In The Cerebellum: A Meta‑Analysis And Systematic Review, Jordan E. Pierce, Marine Thomasson, Philippe Voruz, Garance Selosse, Julie Péron

Center for Brain, Biology, and Behavior: Faculty and Staff Publications

The cerebellum’s role in affective processing is increasingly recognized in the literature, but remains poorly understood, despite abundant clinical evidence for affective disruptions following cerebellar damage. To improve the characterization of emotion processing and investigate how attention allocation impacts this processing, we conducted a meta-analysis on task activation foci using GingerALE software. Eighty human neuroimaging studies of emotion including 2761 participants identified through Web of Science and ProQuest databases were analyzed collectively and then divided into two categories based on the focus of attention during the task: explicit or implicit emotion processing. The results examining the explicit emotion tasks identified …

Gower's "Herte-Thoght": Thinking, Feeling, Healing, Eve Salisbury

Accessus

While much has been said about the ethical principles of Gower's poetry, less has been said about his understanding of the body, its principal organs, and its relation to the medical discourse of the time. This short paper, presented initially as part of the "Hope and Healing Symposium" sponsored by The Gower Project, approaches the poet's work from a more medically inflected point of view, one that suggests a stronger kinship between the material body and its use as a metaphor for the body politic. Gower appears to be situated within a continuing debate launched by Aristotle and taken up …

How Are The Physical Activity And Anxiety Levels Of The University Students Affected During The Coronavirus (Covid-19) Pandemic?, Zehra Güçhan Topcu, Beliz Belgen Kaygısız, Cisel Demiralp

Baltic Journal of Health and Physical Activity

Background: The Covid-19 pandemic has influenced all people’s lives. The aim of this study was to evaluate the level of physical activity and anxiety of university students during the pandemic, and then determine some associated factors with anxiety of these young adults. Material and methods: A web-based questionnaire was sent to the participants. International Physical Activity Questionnaire-Short Form (IPAQ-SF) and Beck Anxiety Inventory (BAI) were used to collect data about the levels of their physical activity and anxiety. Results: 247 participants (females = 151, males = 96) of the Faculty of Health Sciences whose mean ages were 21.46 ±2.1 years …

Ethics Of Interaction: Levinas And Enactivism On Affectivity, Responsibility, And Signification, Edward A. Lenzo

Middle Voices

In recent years, there have been a number of attempts to connect enactivism with the work of Emmanuel Levinas. This essay is such an attempt. Its major theme is the relationship between affectivity and ethics. My touchstones in enactivist thought are Giovanna Colombetti and Steve Torrances’ “Emotion and Ethics: an (inter-)enactive account” (2009) and the influential concept of participatory sense-making developed by Hanne De Jaegher and Ezequiel Di Paolo (2007). With respect to Levinas, I deploy major insights from Totality and Infinity and Otherwise than Being. I first show that enactivist thought (thus represented) and Levinas roughly agree on …

Effects Of Positive And Negative Emotion On Picture Naming For People With Mild To Moderate Aphasia: A Preliminary Investigation, Tyson G. Harmon, Courtney Nielsen, Corinne Loveridge, Camille Williams

Faculty Publications

Purpose: To investigate how emotional arousal and valence affect confrontational naming accuracy and response time in people with mild to moderate aphasia compared with adults without aphasia. We hypothesized that negative and positive emotions would facilitate naming for people with aphasia but lead to slower responses for adults with no aphasia.

Method: Eight participants with mild to moderate aphasia, 15 older adults, and 17 young adults completed a confrontational naming task across three conditions (positive, negative, neutral) in an ABA case series design. Immediately following each naming condition, participants self-reported their perceived arousal and pleasure. Accuracy and response time were …

Mental Construal And Alterations In Emotional Memory, Olivia D. Beers

Dissertations

Psychological distancing refers to a shift from a psychologically immersed perspective that involves thinking about the details of an event (concretely) or stepping back from it and watching the event from an outside point of view (abstractly)––this can help individuals change how they feel about the experience. Investigating how construal levels affect emotional memories may provide more insight into how individuals may potentially alter the recall of their memories. The current study reflects a new examination of the effect of primed high and low construal levels on the recall of positive and negative arousing stimuli. This study included a pilot …

Emotion And Judgment In Young Women Of A Society In Transition, Maura A. E. Pilotti, Khadija El Alaoui

International Journal of Transpersonal Studies Advance Publication Archive

The present study asked whether emotional responses to narratives of moral transgressions are shaped by the reader’s assumed relationship with the injured party (i.e., oneself, familiar other, and unfamiliar other). Its goal was to test a cultural, religious, and individualistic account of such responses in young females of a traditional society in transition towards a sustainable integration into the global economy. To this end, female college students from the Kingdom of Saudi Arabia were asked to identify their emotional reaction to each of several moral transgressions, report its intensity and then judge the severity of the transgression. In agreement with …

The Emotional Word-Emotional Face Stroop Task In The Abcd Study: Psychometric Validation And Associations With Measures Of Cognition And Psychopathology, Harry R. Smolker, Kai Wang, Monica Luciana, James M. Bjork, Raul Gonzalez, Deanna M. B, Erin C. Mcglade, Roselinde H. Kaiser, Naomi P. Friedman, John K. Hewitt, Marie T. Banich

Psychiatry Publications

Characterizing the interactions among attention, cognitive control, and emotion during adolescence may provide important insights into why this critical developmental period coincides with a dramatic increase in risk for psychopathology. However, it has proven challenging to develop a single neurobehavioral task that simultaneously engages and differentially measures these diverse domains. In the current study, we describe properties of performance on the Emotional Word-Emotional Face Stroop (EWEFS) task in the Adolescent Brain Cognitive Development (ABCD) Study, a task that allows researchers to concurrently measure processing speed/attentional vigilance (i.e., performance on congruent trials), inhibitory control (i.e., Stroop interference effect), and emotional information …

Emotional Component Of Pain Perception In The Medicinal Leech?, Brian D. Burrell

Animal Sentience

Crump et al. have provided a series of criteria to assess animal sentience that is focused on the perception of pain, which is known to have both sensory and emotional components. They also provide a qualitative scoring system to assess data that address the eight criteria and apply this paradigm to decapod crustaceans. The criteria laid out have the potential to be applied to other invertebrates typically thought to have sensory response to tissue damage, but no emotional component to pain perception.

How Lyrics Influence The Effect Of Music On Emotions Regarding Differences In Musical Training, Keyan Ivy Wu

Senior Projects Fall 2022

Senior Project submitted to The Division of Science, Mathematics and Computing of Bard College.

How Lyrics Influence The Effect Of Music On Emotions Regarding Differences In Musical Training, Keyan Wu

Senior Projects Fall 2022

Senior Project submitted to The Division of Science, Mathematics and Computing of Bard College.

Emotion And Judgment In Young Women Of A Society In Transition, Maura A. E. Pilotti, Khadija El Alaoui

International Journal of Transpersonal Studies

The present study asked whether emotional responses to narratives of moral transgressions are shaped by the reader’s assumed relationship with the injured party (i.e., oneself, familiar other, and unfamiliar other). Its goal was to test a cultural, religious, and individualistic account of such responses in young females of a traditional society in transition towards a sustainable integration into the global economy. To this end, female college students from the Kingdom of Saudi Arabia were asked to identify their emotional reaction to each of several moral transgressions, report its intensity and then judge the severity of the transgression. In agreement with …

Why Do Family Members Reject Ai In Health Care? Competing Effects Of Emotions, Eun Hee Park, Karl Werder, Lan Cao, Balasubramaniam Ramesh

Information Technology & Decision Sciences Faculty Publications

Artificial intelligence (AI) enables continuous monitoring of patients’ health, thus improving the quality of their health care. However, prior studies suggest that individuals resist such innovative technology. In contrast to prior studies that investigate individuals’ decisions for themselves, we focus on family members’ rejection of AI monitoring, as family members play a significant role in health care decisions. Our research investigates competing effects of emotions toward the rejection of AI monitoring for health care. Based on two scenario-based experiments, our study reveals that emotions play a decisive role in family members’ decision making on behalf of their parents. We find …

Measuring Science Teachers' Emotional Experiences With Evolution Using Real World Scenarios, William Lee Romine, Rutuja Mahajan, Amber Todd

Biological Sciences Faculty Publications

Low acceptance of evolution remains an obstacle to quality biology instruction. We develop and utilize a novel assessment which measures emotional experience in light of real-world evolution education scenarios. We presented 296 science teachers 4 pro-evolution and 8 anti-evolution scenarios and asked them to rate their levels of joy, anger, sadness, fear, disgust, shame, and guilt elicited by that scenario on an ordinal 5-point scale. We used exploratory factor analysis to extract the most important dimensions in the teachers’ responses, Rasch analysis to explore the validity of the extracted subscales, and stepwise regression to find the most important factors driving …

Psychosocial Factors Associated With Mask-Wearing Behavior During The Covid-19 Pandemic, Cliff (Yung-Chi) Chen, Mengjia Lei

Publications and Research

Although increasing evidence has supported the efficacy of masks to prevent the spread of the coronavirus (COVID-19), inconsistent and noncompliant mask-wearing behavior has been observed among members of the society. Because mask-wearing is often considered a social contract, it is important to understand the psychosocial factors that influence people’s mask-wearing behavior in order to implement the necessary steps to respond to the pandemic. Based on the protection motivation theory (PMT), this study examined the cognitive factors (threat and coping appraisals) that contribute to mask-wearing behavior and the intention to engage in health protective behavior until the end of the pandemic. …

Lesion Loci Of Impaired Affective Prosody: A Systematic Review Of Evidence From Stroke, Alexandra Zezinka Durfee, Shannon M. Sheppard, Margaret L. Blake, Argye E. Hillis

Communication Sciences and Disorders Faculty Articles and Research

Affective prosody, or the changes in rate, rhythm, pitch, and loudness that convey emotion, has long been implicated as a function of the right hemisphere (RH), yet there is a dearth of literature identifying the specific neural regions associated with its processing. The current systematic review aimed to evaluate the evidence on affective prosody localization in the RH. One hundred and ninety articles from 1970 to February 2020 investigating affective prosody comprehension and production in patients with focal brain damage were identified via database searches. Eleven articles met inclusion criteria, passed quality reviews, and were analyzed for affective prosody localization. …

Explicit Training To Improve Affective Prosody Recognition In Adults With Acute Right Hemisphere Stroke, Alexandra Zezinka Durfee, Shannon M. Sheppard, Erin L. Meier, Lisa Bunker, Erjia Cui, Ciprian Crainiceanu, Argye E. Hillis

Communication Sciences and Disorders Faculty Articles and Research

Difficulty recognizing affective prosody (receptive aprosodia) can occur following right hemisphere damage (RHD). Not all individuals spontaneously recover their ability to recognize affective prosody, warranting behavioral intervention. However, there is a dearth of evidence-based receptive aprosodia treatment research in this clinical population. The purpose of the current study was to investigate an explicit training protocol targeting affective prosody recognition in adults with RHD and receptive aprosodia. Eighteen adults with receptive aprosodia due to acute RHD completed affective prosody recognition before and after a short training session that targeted proposed underlying perceptual and conceptual processes. Behavioral impairment and lesion characteristics were …

Serial-Multiple Mediation Of Enjoyment And Intention On The Relationship Between Creativity And Physical Activity, Myungjin Jung, Han Soo Kim, Paul D. Loprinzi, Minsoo Kang

Faculty and Student Publications

The purpose of the present study was to examine a serial-multiple mediation of physical activity (PA) enjoyment and PA intention in the relationship between creativity and PA level (i.e., moderate-to-vigorous PA). A total of 298 undergraduate and graduate students completed a selfreported questionnaire evaluating creativity, PA enjoyment, PA intention, and PA level. Data analysis was conducted using descriptive statistics, Pearson correlation coefficient, ordinary leastsquares regression analysis, and bootstrap methodology. Based on the research findings, both PA enjoyment (β = 0.06; 95% CI [0.003, 0.12]) and PA intention (β = 0.08; 95% CI [0.03, 0.13]) were found to be a mediator …

The Role Of Vocal Hostility On Mood: Initial Development Of An Alternative Stress Paradigm, Jaquoy Sowell, Jennifer Gray, Christa C. Christ

University of South Carolina Upstate Student Research Journal

Maltreatment, such as physical or emotional abuse, can alter one’s later emotional regularity and responses to stimuli. To be able to study the effect of maltreatment on later stimuli response, appropriate laboratory paradigms need to be available, which is not currently true. The purpose of the study was to investigate the effect of vocal hostility stimuli on mood change as preliminary steps toward the creation of a laboratory paradigm. Participants were recruited from a regional university in southeast United States and asked to react to recorded audio with a hostile tone. Study 1 found that participants’ mood did not differ …

Animals In Drama And Theatrical Performance: Anthropocentric Emotionalism, Peta Tait

Animal Studies Journal

This article outlines how nonhuman animals are framed by the emotions of drama, theatre and contemporary performance and considers a distinctive tradition in western culture of enacting animal characters who function as surrogate humans. It argues that, contradictorily, while animal characters confirm anthropocentric emotionalism, drama also contains pro-animal values and concern for animal welfare. Animals embodying emotions in theatrical languages are part of the way animals are used in the traditions of western culture and to think and philosophize with, but they also indicate thinking about the emotions in theatrical performance. The article considers if, however, staging living animals can …

Hooked On A Feeling: Influence Of Brief Exposure To Familiar Music On Feelings Of Emotion In Individuals With Alzheimer's Disease, Alaine E. Reschke-Hernández, Amy M. Belfi, Edmarie Guzmán-Vélez, Daniel Tranel

Music Faculty Publications

BACKGROUND: Research has indicated that individuals with Alzheimer's-type dementia (AD) can experience prolonged emotions, even when they cannot recall the eliciting event. Less is known about whether music can modify the emotional state of individuals with AD and whether emotions evoked by music linger in the absence of a declarative memory for the eliciting event.

OBJECTIVE: We examined the effects of participant-selected recorded music on self-reported feelings of emotion in individuals with AD, and whether these feelings persisted irrespective of declarative memory for the emotion-inducing stimuli.

METHODS: Twenty participants with AD and 19 healthy comparisons (HCs) listened to two 4.5-minute …

Barriers To Psychosocial Support And Quality Of Life For Patients With Inflammatory Bowel Disease: A Survey Study, Rebecca Lawrence, Md, Cuckoo Choudhary, Md

Department of Medicine Faculty Papers

Background: Psychological comorbidities are common among people with inflammatory bowel disease (IBD) and are associated with worse disease outcomes. Evidence-based psychotherapy is an effective means to increase psychosocial support. This study aimed to identify the barriers to attending psychotherapy.

Methods: This electronic survey study included a demographic, quality of life, and barriers to psychotherapy questionnaire. Quality of life was assessed using the Short Inflammatory Bowel Disease Questionnaire (SIBDQ). Barriers were assessed using the Perceived Barriers to Psychological Treatments scale (PBPT). Linear regression was used to identify participant characteristics associated with higher PBPT scores.

Results: One hundred eighty-seven …

We All Feel Feelings, Ben Ohene

Theses and Dissertations

Consisting of three illustrated books, We All Feel Feelings is designed as a vehicle for the discussion of emotional and mental health with young boys. These books will help foster a mindset of openness and acceptance through different methods of displaying and understanding emotions.

Stress And Negative Affect As Mediators In The Association Between Parental Social Support And Lung Function In Adolescents With Asthma, Amber Osorno, Eric Sternlicht, Pornchai Tirakitsoontorn, Azucena Talamantes, Anchalee Yuengsrigul, Zeev N. Kain, Brooke Jenkins

SURF Posters and Papers

Asthma is the leading chronic condition amongst children in the United States as 7.5% of children are diagnosed with asthma. Studies have shown that positive social support is associated with positive asthma management. A strong social support system predicts good management of asthma symptoms; however, current literature has not yet examined how social support impacts lung function as opposed to merely symptom management. Stress and negative affect have been revealed to be associated with worse asthma control, as well as exacerbation of symptoms. Stressful situations, such as the death of a family member, unemployment, and familial tensions lead to worsening …