Psychiatry and Psychology Commons^™

Investigating Interrater-Reliability In Assessing Social Behavior Of Monodelphis Domestica, Bianca A. Camacho, Johanna Perez, Jatziry L. Escobedo, John L. Vandeberg, Mario Gil

Research Symposium

Background: Reliable, consistent, and objective data is a goal all studies aim to achieve, but many struggle to obtain when subjective biases between researchers can occur. Inter-rater reliability (IRR) is a statistical measure used to quantify the degree of agreement between researchers qualitatively scoring the same phenomenon. The primary goal of this study is to enhance the methodology used to achieve optimal IRR. Using an established ethogram, our team of researchers scored the social behavior of the adult gray short-tailed opossum (Monodelphis domestica) to propose an effective method for achieving high IRR that can contribute to future …

Who Benefits And How: Five Dimensions Of Adolescent Psychological Well-Being And Their Relative Impact On Cardiometabolic Health In Adulthood, Farah Qureshi, Anna-Josee Guimond, Scott Delaney, Julia K. Boehm, Laura D. Kubzansky

Psychology Faculty Articles and Research

Purpose

Methods

Opportunities And Challenges For The Use Of Deep Brain Stimulation In The Treatment Of Refractory Major Depression, Prashin Unadkat, Joao Quevedo, Jair Soares, Albert Fenoy

Faculty, Staff and Student Publications

Major Depressive Disorder continues to remain one of the most prevalent psychiatric diseases globally. Despite multiple trials of conventional therapies, a subset of patients fail to have adequate benefit to treatment. Deep brain stimulation (DBS) is a promising treatment in this difficult to treat population and has shown strong antidepressant effects across multiple cohorts. Nearly two decades of work have provided insights into the potential for chronic focal stimulation in precise brain targets to modulate pathological brain circuits that are implicated in the pathogenesis of depression. In this paper we review the rationale that prompted the selection of various brain …

A Genotyping Array For The Globally Invasive Vector Mosquito, Aedes Albopictus, Luciano Veiga Cosme, Margaret Corley, Thomas Johnson, Dave W Severson, Guiyun Yan, Xiaoming Wang, Nigel Beebe, Andrew Maynard, Mariangela Bonizzoni, Ayda Khorramnejad, Ademir Jesus Martins, José Bento Pereira Lima, Leonard E Munstermann, Sinnathamby N Surendran, Chun-Hong Chen, Kevin Maringer, Isra Wahid, Shomen Mukherjee, Jiannon Xu, Michael C Fontaine, Elizabet L Estallo, Marina Stein, Todd Livdahl, Patricia Y Scaraffia, Brendan H Carter, Motoyoshi Mogi, Nobuko Tuno, James W Mains, Kim A Medley, David E Bowles, Richard J Gill, Roger Eritja, Ranulfo González-Obando, Huynh T T Trang, Sébastien Boyer, Ann-Marie Abunyewa, Kayleigh Hackett, Tina Wu, Justin Nguyễn, Jiangnan Shen, Hongyu Zhao, Jacob E Crawford, Peter Armbruster, Adalgisa Caccone

Faculty, Staff and Student Publications

BACKGROUND: Although whole-genome sequencing (WGS) is the preferred genotyping method for most genomic analyses, limitations are often experienced when studying genomes characterized by a high percentage of repetitive elements, high linkage, and recombination deserts. The Asian tiger mosquito (Aedes albopictus), for example, has a genome comprising up to 72% repetitive elements, and therefore we set out to develop a single-nucleotide polymorphism (SNP) chip to be more cost-effective. Aedes albopictus is an invasive species originating from Southeast Asia that has recently spread around the world and is a vector for many human diseases. Developing an accessible genotyping platform is essential in …

M-Chat Implementation Strategies To Improve Autism Screening Rates In Pediatric Clinics In Metro Detroit, Karamoja Monchamp

Medical Student Research Symposium

The Modified Checklist for Autism in Toddlers (M-CHAT) is the most widely used autism screening tool. However, current practices for M-CHAT roll-outs and follow-ups are not wide-reaching, culturally sensitive, or consistent. This study aims to address the existing barriers to universal autism screenings and design a sustainable implementation strategy for a successful M-CHAT roll-out. We implemented strategies in five Henry Ford Health pediatric clinics, incorporating iPad-administered M-CHAT in waiting rooms, multilingual options, task shifting for referrals, forced choice mechanisms, and audit-and-feedback support. A Clinical Screening Dashboard tracked real-time M-CHAT data, including demographic information, collected from EPIC. Our goal is to …

Early Life Experiences As Later Life Predictors For Criminality: Examination Of Public Criminal Records., Juliana S. Bastien

College of Arts & Sciences Senior Theses

Crime's detrimental impact on society, victims, families, and the justice system is undeniable. Thus, identifying factors that contribute to the perpetration of crime is essential to reduce the public health impact of crime. Adverse Childhood Experiences (ACEs) are frequently found in community samples and are consistently associated with physical, psychological, and behavioral consequences. Research suggests that negative childhood experiences contribute to maladaptive behaviors, including delinquency and perpetration of crime later in life (Perez et al., 2018). The present study's purpose is to identify specific childhood experiences associated with criminality. The data presented on criminality and ACEs was collected from recruited …

Development And Feasibility Pilot Study Of Indigenous Recovery Planning: A Community-Engaged Approach To Addressing Substance Use In A Native Community, Monica C Skewes, Vivian M Gonzalez, Julie A Gameon, Adriann Ricker, Shannon Martell, Martel Reum, Shannon Holder

Faculty, Staff and Student Publications

Although Native (American Indian and Alaska Native [AI/AN]) populations have high rates of abstinence from alcohol, health problems associated with substance use remain a pressing concern in many AI/AN communities. As part of a longstanding community-based participatory research (CBPR) project involving five years of relationship building and three preliminary studies, our team of academic and community co-researchers developed a culturally grounded intervention to facilitate recovery from substance use disorders among tribal members from a rural AI reservation. Our Indigenous Recovery Planning (IRP) intervention consists of six weekly sessions and aims to provide inroads to existing resources in the community, affirm …

Annual Research Review: The Power Of Predictability – Patterns Of Signals In Early Life Shape Neurodevelopment And Mental Health Trajectories, Elysia Poggi Davis, Laura M. Glynn

Psychology Faculty Articles and Research

The global burden of early life adversity (ELA) is profound. The World Health Organization has estimated that ELA accounts for almost 30% of all psychiatric cases. Yet, our ability to identify which individuals exposed to ELA will develop mental illness remains poor and there is a critical need to identify underlying pathways and mechanisms. This review proposes unpredictability as an understudied aspect of ELA that is tractable and presents a conceptual model that includes biologically plausible mechanistic pathways by which unpredictability impacts the developing brain. The model is supported by a synthesis of published and new data illustrating the significant …

General Cognitive Ability In High School, Attained Education, Occupational Complexity, And Dementia Risk, Jimi Huh, Thalida Em Arpawong, Tara L. Gruenewald, Gwenith G. Fisher, Carol A. Prescott, Jennifer J. Manly, Dominika Seblova, Ellen E. Walters, Margaret Gatz

Psychology Faculty Articles and Research

INTRODUCTION

We address the extent to which adolescent cognition predicts dementia risk in later life, mediated by educational attainment and occupational complexity.

METHODS

Using data from Project Talent Aging Study (PTAS), we fitted two structural equation models to test whether adolescent cognition predicts cognitive impairment (CI) and Ascertain Dementia 8 (AD8) status simultaneously (N_{Cognitive Assessment} = 2477) and AD8 alone (N_{Questionnaire} = 6491) 60 years later, mediated by education and occupational complexity. Co-twin control analysis examined 82 discordant pairs for CI/AD8.

RESULTS

Education partially mediated the effect of adolescent cognition on CI in the cognitive assessment aample and …

Barriers To Mental Health Seeking Among Army Aviation Personnel: A Preliminary Report, Aric J. Raus

National Training Aircraft Symposium (NTAS)

This research explores barriers to mental health seeking, self-reported symptoms, and perspectives on self-help mental-wellness options among U.S. Army Aviation Personnel. Safe aviation operations require constant focus and mental clarity. These requirements expand when considering the implications and added stress of military operations, especially in combat scenarios. Yet, recent studies demonstrate that aviation personnel avoid seeking healthcare due to fears of losing their medical certification. This report provides preliminary results from the first known study on barriers to mental health seeking among U.S. Army aviation personnel. Utilizing an anonymous survey instrument, facilitated primarily through Social Media recruiting of current and …

Impact Of Equine Interaction During Psychotherapy On Anxiety And Depression For Residential Treatment Program Patients Experiencing Substance Withdrawal, Molly M. Friend, Molly C. Nicodemus, Clay Cavinder, Caleb Lemley, Pauline Prince, Katherine A. Cagle-Holtcamp, Rebecca M. Swanson

People and Animals: The International Journal of Research and Practice

As incidences of substance use disorders (SUD) increase in the wake of the COVID-19 pandemic, there is a need for more effective treatment approaches. Further, treatment approaches currently available struggle to retain patients during the period of substance withdrawal in early treatment due to patients’ withdrawal symptoms including increased feelings of anxiety and depression. Withdrawal symptoms have been linked to dysregulated cortisol concentrations present in this period. Psychotherapy incorporating equine interaction (PIE) has emerged in other populations as a treatment that decreases cortisol concentrations and improves treatment retention. The present study investigated the impact of 4 weeks of PIE on …

Investigating The Motivational Differences For Healthy Eating In Men And Women, Kylie Martin, John Adams

Journal of Applied Disciplines

The study aimed to measure the differing levels of intrinsic and extrinsic motivation for healthy eating behaviors in men and women. Through social media outreach, a sample of 57 participants (n=57), aged 18-69, living across the United States, primarily in the midwestern area, completed an online survey. The Motivation for Healthy Eating Scale (MHES) assessed different subgroups of internal and external motivation for healthy eating. Five of the six subgroups were used in the online survey sent to participants (intrinsic motivation, integrated regulation, identified regulation, introjected regulation, and external regulation). An independent samples t-test was performed to assess …

A Validation Study Of The Occupational Depression Inventory In Poland And Ukraine, Krystyna Golonka, Karine O. Malysheva, Dominika Fortuna, Bożena Gulla, Leon T. De Beer, Irvin Sam Schonfeld, Renzo Bianchi

Publications and Research

This study examined the psychometric and structural properties of the Polish and Ukrainian versions of the Occupational Depression Inventory (ODI). We relied on two samples of Polish employees (NSample1 = 526, 47% female; NSample2 = 164, 64% female) and one sample of Ukrainian employees (NSample3 = 372, 73% female). In all samples, the ODI exhibited essential unidimensionality and high total-score reliability (e.g., McDonald’s omegas > 0.90). The homogeneity of the scale was strong (e.g., 0.59 ≤ scale-level Hs ≤ 0.68). The ODI’s total scores thus accurately ranked individuals on a latent occupational depression continuum. We found evidence of complete measurement invariance …

Safety And Academic Outcomes Of College Campus-Based Advocacy Services, Rachel J Voth Schrag, Elizabeth Baumler, Dixie Hairston, Cynthia Jones, Leila Wood

Faculty, Staff and Student Publications

Intimate partner violence (IPV), sexual assault, and stalking are consequential public health and safety issues with wide reaching impacts on emerging adults, including those on college campuses in the United States. In response to high rates of violence among college student populations, universities are developing campus-based advocacy (CBA) programs, which aim to support survivors of interpersonal violence through supportive connections, resource acquisition, and safety planning. However, little data exists related to their impact on key student-survivor outcomes. Thus, this study aims to understand (a) the approach CBA programs use to address safety and academic concerns of student-survivors, and (b) the …

Assessment Of Patient Satisfaction And Treatment Outcomes In Digital Smile Design Vs Conventional Smile Design: A Randomized Controlled Trial, Chetan Luniyal, Anuj K Shukla, Mayank Priyadarshi, Farah Ahmed, Nishu Kumari, Pinki Bankoti, Ramanpal S Makkad

Faculty, Staff and Student Publications

BACKGROUND: The esthetics of a smile holds significant importance in an individual's self-esteem and overall quality of life. In the realm of cosmetic dentistry, smile design has traditionally relied on conventional methods, but recent advances in technology have introduced digital smile design (DSD) as a promising alternative.

MATERIALS AND METHODS: In this randomized controlled trial, 150 adult patients seeking smile enhancement procedures were enrolled and randomly assigned to one of two groups: the DSD group or the conventional smile design group. The DSD group underwent smile design using digital technology, including intraoral scans, computer-aided design, and 3D simulations. Meanwhile, the …

Investigating The Long-Term Success And Complication Rates Of Zirconia Dental Implants: A Prospective Clinical Study, Anuj Kishor Shukla, Mayank Priyadarshi, Nishu Kumari, Sonal Singh, Pallavi Goswami, Sparsh B Srivastava, Ramanpal S Makkad

Faculty, Staff and Student Publications

This study addresses the durability and complications of zirconia dental implants through a prospective clinical investigation. Zirconia implants are increasingly utilized in dental implantation, and a comprehensive understanding of their long-term performance is essential.

BACKGROUND: Zirconia dental implants have gained attention due to their biocompatibility and aesthetics. However, research on their extended success and complication rates is limited.

MATERIALS AND METHODS: A prospective clinical study involved the placement of 30 zirconia dental implants in patients requiring tooth replacement. The implants were followed up for five years. Success was defined as the implant remaining stable and functional. Complications, including peri-implant mucositis …

Alzheimer’S Disease And Inflammatory Biomarkers Positively Correlate In Plasma In The Uk-Adrc Cohort, Kate E. Foley, Zachary Winder, Tiffany L. Sudduth, Barbara J. Martin, Peter T. Nelson, Gregory Jicha, Jordan P. Harp, Erica M. Weekman, Donna M. Wilcock

Neurology Faculty Publications

INTRODUCTION: Protein-based plasma assays provide hope for improving accessibility and specificity of molecular diagnostics to diagnose dementia. METHODS: Plasma was obtained from participants (N = 837) in our community-based University of Kentucky Alzheimer’s Disease Research Center cohort. We evaluated six Alzheimer’s disease (AD)- and neurodegeneration-related (Aβ40, Aβ42, Aβ42/40, p- tau181, total tau, and NfLight) and five inflammatory biomarkers (TNF𝛼, IL6, IL8, IL10, and GFAP) using the SIMOA-based protein assay platform. Statistics were performed to assess correlations. RESULTS: Our large cohort reflects previous plasma biomarker findings. Relationships between biomarkers to understand AD–inflammatory biomarker correlations showed significant associations between AD and inflammatory …

Safety And Academic Outcomes Of College Campus-Based Advocacy Services, Rachel J Voth Schrag, Elizabeth Baumler, Dixie Hairston, Cynthia Jones, Leila Wood

Faculty, Staff and Student Publications

Intimate partner violence (IPV), sexual assault, and stalking are consequential public health and safety issues with wide reaching impacts on emerging adults, including those on college campuses in the United States. In response to high rates of violence among college student populations, universities are developing campus-based advocacy (CBA) programs, which aim to support survivors of interpersonal violence through supportive connections, resource acquisition, and safety planning. However, little data exists related to their impact on key student-survivor outcomes. Thus, this study aims to understand (a) the approach CBA programs use to address safety and academic concerns of student-survivors, and (b) the …

Influence Of Zirconia/Glass Veneer Thickness And Implant Abutment Material On The Final Shade Of Implant Restorations, Nishu Kumari, Anuj K Shukla, Rohit Malviya, Aman Raj, Bhagyashree Sutaria, Lalima Kumari, Ramanpal S Makkad

Faculty, Staff and Student Publications

BACKGROUND: Achieving an optimal shade match for these restorations is crucial for aesthetic outcomes. The thickness of zirconia/glass veneer and the choice of implant abutment material play vital roles in determining the final shade of implant restorations.

MATERIALS AND METHODS: This study investigated the influence of zirconia/glass veneer thickness (0.5 mm and 1.0 mm) and implant abutment material (zirconia and titanium) on the final shade of implant restorations. A total of 60 identical implant restorations were fabricated and divided into four groups based on the combinations of veneer thickness and abutment material. The shade of each restoration was assessed using …

Risk Factors For Post-Discharge Adverse Outcomes Following Hospitalization Among Older Adults Diagnosed With Elder Mistreatment, Monique R Pappadis, Leila Wood, Allen Haas, Jordan Westra, Yong-Fang Kuo, Charles P Mouton

Faculty, Staff and Student Publications

Using 100% Medicare data files, this study explored whether primary elder mistreatment (EM) diagnosis, EM type, and facility type were associated with 3-year mortality and 1-year unplanned hospital readmission among older patients diagnosed with EM with hospital discharge from 10/01/2015 through 12/31/2018 (n = 11,023). We also examined outcome differences between older patients diagnosed with EM and matched non-EM patient controls. Neglect by others was the most common EM diagnosis. Three-year mortality was 56.7% and one-year readmission rate was 53.8%. Compared to matched non-EM patient controls, older EM patients were at an increased risk of mortality and readmission. Among …

Infant Hedonic/Anhedonic Processing Index (Hapi-Infant): Assessing Infant Anhedonia And Its Prospective Association With Adolescent Depressive Symptoms, Jessica L. Irwin, Elysia Poggi Davis, Curt A. Sandman, Tallie Z. Baram, Hal S. Stern, Laura M. Glynn

Psychology Faculty Articles and Research

Background

Anhedonia, an impairment in the motivation for or experience of pleasure, is a well-established transdiagnostic harbinger and core symptom of mental illness. Given increasing recognition of early life origins of mental illness, we posit that anhedonia should, and could, be recognized earlier if appropriate tools were available. However, reliable diagnostic instruments prior to childhood do not currently exist.

Methods

We developed an assessment instrument for anhedonia/reward processing in infancy, the Infant Hedonic/Anhedonic Processing Index (HAPI-Infant). Exploratory factor and psychometric analyses were conducted using data from 6- and 12-month-old infants from two cohorts (N = 188, N = 212). …

Racial Discrimination And Interpersonal Violence In Asian American Adolescents During The Covid-19 Pandemic, Yu Lu, Elizabeth Baumler, Leila Wood, Vi D Le, Shannon P Guillot-Wright, Jeff R Temple

Faculty, Staff and Student Publications

PURPOSE: Racial discrimination targeting Asians in the United States has increased sharply since the COVID-19 pandemic. Despite a well-established link with mental/physical health outcomes, little is known about how racial discrimination relates to interpersonal violence, particularly in adolescents. To address this gap in knowledge, we examined cross-sectional and longitudinal (1-year follow-up) associations between racial discrimination and interpersonal violence perpetration and victimization in Asian American adolescents in a large US city.

METHODS: Data from Waves 3 (2020) and 4 (2021) of a randomized clinical trial of a school-based violence prevention program were examined. We limited our sample to participants who identified …

Blood Epigenome-Wide Association Studies Of Suicide Attempt In Adults With Bipolar Disorder, Salahudeen Mirza, Camila N C Lima, Alexandra Del Favero-Campbell, Alexandre Rubinstein, Natasha Topolski, Brenda Cabrera-Mendoza, Emese H C Kovács, Hilary P Blumberg, Jenny Gringer Richards, Aislinn J Williams, John A Wemmie, Vincent A Magnotta, Jess G Fiedorowicz, Marie E Gaine, Consuelo Walss-Bass, Joao Quevedo, Jair C Soares, Gabriel R Fries

Faculty, Staff and Student Publications

Suicide attempt (SA) risk is elevated in individuals with bipolar disorder (BD), and DNA methylation patterns may serve as possible biomarkers of SA. We conducted epigenome-wide association studies (EWAS) of blood DNA methylation associated with BD and SA. DNA methylation was measured at >700,000 positions in a discovery cohort of n = 84 adults with BD with a history of SA (BD/SA), n = 79 adults with BD without history of SA (BD/non-SA), and n = 76 non-psychiatric controls (CON). EWAS revealed six differentially methylated positions (DMPs) and seven differentially methylated regions (DMRs) between BD/SA and BD/non-SA, with multiple immune-related …

Action-Outcome Delays Modulate The Temporal Expansion Of Intended Outcomes, Rohan R Donapati, Anuj Shukla, Raju S Bapi

Faculty, Staff and Student Publications

The phenomenon of intentional binding pertains to the perceived connection between a voluntary action and its anticipated result. When an individual intends an outcome, it appears to subjectively extend in time due to a pre-activation of the intended result, particularly evident at shorter action-outcome delays. However, there is a concern that the operationalisation of intention might have led to a mixed interpretation of the outcome expansion attributed to the pre-activation of intention, given the sensitivity of time perception and intentional binding to external cues that could accelerate the realisation of expectations. To investigate the expansion dynamics of an intended outcome, …

Sleep Attitudes As An Indirect Predictor Of Risk For Metabolic Syndrome In First Year College Students, Sophie Hirsch, Hannah Peach, Trudy L. Moore-Harrison, Philip Zendels, Aria Ruggiero, Jane F. Gaultney

Journal of Social, Behavioral, and Health Sciences

Background: Habit formation can be a challenge for first-year students. Research has suggested that regardless of sleep knowledge, favorable sleep attitudes predict better sleep.

Aim: Our aim was to investigate whether sleep attitudes directly or indirectly predicted risk for metabolic syndrome via sleep.

Method: Students completed self-report and physiological measures. Participants wore wristwatches to collect sleep data. Path analyses investigated the direct or indirect effect of sleep attitude on risk for metabolic syndrome via subjective sleep (sleep quality, duration, risk for apnea) and objective sleep (sleep efficiency, duration, subjective risk for apnea).

Results: In our subjective analysis that sleep attitudes …

Identifying Barriers To Mental Health Services Utilization For Black Youth In The United States: A Qualitative Study, Emily Stein, Matthew Hutnyan, Neely Myers

SMU Journal of Undergraduate Research

Mental health in Black communities and racial/ethnic disparities in mental health service utilization remain growing concerns. Evidence suggests that psychotic disorders may be more prevalent among Black individuals than white individuals and the Black community faces barriers to care that can negatively influence outcomes. To better understand these barriers, we interviewed mental healthcare providers (n = 11) and Black young adults with first-person experience of psychosis (n = 13) about the experiences of minority young adults with mental health treatment. We analyzed interview transcripts and, consistent with constructivist grounded theory methods, identified iterative patterns across individuals about barriers to care. …

Multiple Timescales Of Temporal Context In Risky Choice: Behavioral Identification And Relationships To Physiological Arousal, Hayley R. Brooks, Peter Sokol-Hessner

Psychology: Faculty Scholarship

Context-dependence is fundamental to risky monetary decision-making. A growing body of evidence suggests that temporal context, or recent events, alters risk-taking at a minimum of three timescales: immediate (e.g. trial-by-trial), neighborhood (e.g. a group of consecutive trials), and global (e.g. task-level). To examine context effects, we created a novel monetary choice set with intentional temporal structure in which option values shifted between multiple levels of value magnitude ("contexts") several times over the course of the task. This structure allowed us to examine whether effects of each timescale were simultaneously present in risky choice behavior and the potential mechanistic role of …

Overnight 1-Mg Dst Serum Cortisol In Various Stages Of Chronic Kidney Disease-Normative Data And Underlying Mechanisms, Robin Garg, Saba Samad Memon, Anurag Lila, Vijaya Sarathi, Priyanka Patil, Tukaram Jamale, Sreyashi Bose, Manjiri Karlekar, Virendra Patil, Nalini Shah, Tushar Bandgar

Faculty, Staff and Student Publications

CONTEXT: Data on the overnight 1 mg-dexamethasone suppression test (ONDST) in renal dysfunction are limited.

OBJECTIVE: We aim to determine the normative range of ONDST cortisol across chronic kidney disease (CKD) stages and reasons for its alteration.

METHODS: Prospectively, 180 CKD (30 each in G2-G5/5D) patients and 30 healthy controls underwent ONDST 8 Am serum cortisol (chemiluminescent immunoassay [CLIA]). In an exploratory cohort, 45 (15 each: G3b/G4, G5/G5D, and healthy controls) individuals' blood biochemistry for basal (8 Am) cortisol and adrenocorticotropin (ACTH), post-ONDST 8 Am dexamethasone, ACTH, cortisol (CLIA and liquid chromatography-tandem mass spectrometry), and 4 Pm cortisol was collected. …

Digital Phobia: An Inquiry For Mapping The Unseen Dimension Of New Digital Anxiety, The ‘Digiphobia’, Amarjit Kumar Singh ,Library Assistant, Md. Arshad Ali , Professional Assistant, Dr. Pankaj Mathur, Deputy Librarian,

Library Philosophy and Practice (e-journal)

Background: As technology continues to advance, individuals' interactions with digital platforms have become integral to daily life. Amidst this technological evolution, a novel concern emerges—Digital Phobia, hereafter referred to as “Digiphobia.” This phenomenon, although not previously explored in scholarly literature, necessitates an in-depth investigation due to its potential impact on individuals' well-being. Our research employs a two-step methodology to investigate its existence, implications, and manifestations.

Introduction: This research paper introduces and proposes the term "Digiphobia" as a comprehensive conceptualization of anxiety arising from interactions with digital spaces, applications, and environments. The proliferation of digital technologies has led to the emergence …

Multi-Site Benchmark Classification Of Major Depressive Disorder Using Machine Learning On Cortical And Subcortical Measures, Vladimir Belov, Tracy Erwin-Grabner, Moji Aghajani, Andre Aleman, Alyssa R Amod, Zeynep Basgoze, Francesco Benedetti, Bianca Besteher, Robin Bülow, Christopher R K Ching, Colm G Connolly, Kathryn Cullen, Christopher G Davey, Danai Dima, Annemiek Dols, Jennifer W Evans, Cynthia H Y Fu, Ali Saffet Gonul, Ian H Gotlib, Hans J Grabe, Nynke Groenewold, J Paul Hamilton, Ben J Harrison, Tiffany C Ho, Benson Mwangi, Natalia Jaworska, Neda Jahanshad, Bonnie Klimes-Dougan, Sheri-Michelle Koopowitz, Thomas Lancaster, Meng Li, David E J Linden, Frank P Macmaster, David M A Mehler, Elisa Melloni, Bryon A Mueller, Amar Ojha, Mardien L Oudega, Brenda W J H Penninx, Sara Poletti, Edith Pomarol-Clotet, Maria J Portella, Elena Pozzi, Liesbeth Reneman, Matthew D Sacchet, Philipp G Sämann, Anouk Schrantee, Kang Sim, Jair C Soares, Dan J Stein, Sophia I Thomopoulos, Aslihan Uyar-Demir, Nic J A Van Der Wee, Steven J A Van Der Werff, Henry Völzke, Sarah Whittle, Katharina Wittfeld, Margaret J Wright, Mon-Ju Wu, Tony T Yang, Carlos Zarate, Dick J Veltman, Lianne Schmaal, Paul M Thompson, Roberto Goya-Maldonado, Enigma Major Depressive Disorder Working Group

Faculty, Staff and Student Publications

Machine learning (ML) techniques have gained popularity in the neuroimaging field due to their potential for classifying neuropsychiatric disorders. However, the diagnostic predictive power of the existing algorithms has been limited by small sample sizes, lack of representativeness, data leakage, and/or overfitting. Here, we overcome these limitations with the largest multi-site sample size to date (N = 5365) to provide a generalizable ML classification benchmark of major depressive disorder (MDD) using shallow linear and non-linear models. Leveraging brain measures from standardized ENIGMA analysis pipelines in FreeSurfer, we were able to classify MDD versus healthy controls (HC) with a balanced accuracy …