Mental and Social Health Commons^™

Prevalence Of Depression Among Type 2 Diabetes Mellitus Patients In Urban Mysuru – A Cross-Sectional Study, Jesymol Joy, Renuka M, Chiranjeevi G S

Digital Journal of Clinical Medicine

Background: Depression is a significant comorbidity among individuals with Type 2 Diabetes Mellitus (T2DM) adversely affecting disease management and overall quality of life. Diabetes and depression have a bidirectional relationship, where poorly managed diabetes increases the risk of depression, and depression exacerbates diabetes-related complications. Depression contributes to poor glycemic control, decreased adherence to treatment, increased risk of diabetes-related complications, and higher healthcare utilization.

Objectives: To determine the prevalence of depression and its associated factors among Type 2 Diabetes Mellitus patients in urban Mysuru.

Methods: A community-based cross-sectional study was conducted among 300 Type 2 Diabetes mellitus patients >18 years of …

Allergic Bronchopulmonary Aspergillosis In Pediatric Asthma : A Diagnostic Challenge Mimicking Tuberculosis, Praveen Das, Santosh Kondekar, Surbhi Rathi

Digital Journal of Clinical Medicine

Allergic bronchopulmonary aspergillosis (ABPA) is a rare hypersensitivity reaction to Aspergillus fumigatus, more commonly observed in adults and patients with cystic fibrosis. It can, however, present in pediatric asthmatics with refractory symptoms, leading to diagnostic challenges due to overlapping features with other pulmonary diseases, including tuberculosis. ABPA should be considered in children with uncontrolled asthma and atypical radiologic features, especially when unresponsive to standard therapies. Early recognition and appropriate management are critical to prevent irreversible lung damage and improve quality of life.

Pregnancy-Related Delusional Beliefs In Midlife And Late-Life Women: A Case Series, Dyuksha Arora, Ashita Adarsh, Kishor M. Manohar Rao, Anand R, Soumya Rajshekar Patil, Akshatha Cj

Digital Journal of Clinical Medicine

Pseudocyesis and delusional pregnancy represent rare but clinically significant presentations across psychiatric practice. While pseudocyesis involves a false belief of pregnancy accompanied by physical manifestations, delusion of pregnancy refers to a fixed belief of being pregnant despite clear contrary evidence. Both conditions pose considerable challenges as they involve close consultation and liaison between Obstetrics & Gynaecology and Psychiatry. There are a few studies from tertiary care general hospitals in India. Here we report two case series.

Case 1: A 43-year-old married woman from a rural background with an 8-year history of recurrent depressive disorder and dysthymia, presented with 3 months …

One Airway, One Disease In Pregnancy: A Prospective Observational Study On The Correlation Between Upper And Lower Airway Inflammation In Pregnant Women, Durga K, Yuvarajan S

Digital Journal of Clinical Medicine

Background: The well-established "One Airway, One Disease" concept recognizes the deep physiological and pathological connections between conditions affecting both the upper and lower respiratory tracts, most notably allergic rhinitis and asthma. During pregnancy, a woman's body undergoes significant immunological, hormonal, and physiological changes, which can profoundly influence and modulate existing or emerging airway inflammation.

Objective: This prospective observational study was designed with the primary objective of meticulously evaluating the correlation between upper and lower airway inflammation in pregnant women. We aimed to achieve this by assessing a range of clinical symptoms, objective functional parameters, and specific inflammatory markers.

Methods: We …

Comparision Of Buprenorphine Versus Butorphanol As An Adjuvant To Intrathecal Hyperbaric Bupivacaine For Elective Infraumbilical Surgeries : A Randomised Control Study At A Tertiary Care Hospital, Mandya, Surabhi C A, Dr. Kiran A V. Associate Professor, Dr. Shivakumar G Pofessor And Hod, Umesh N P

Digital Journal of Clinical Medicine

Introduction: Spinal anaesthesia is the most popularly performed procedure in the field of anaesthesiology. Hyperbaric bupivacaine, the local anaesthetic most commonly used, has limitation as its effect lasts only for 1.5-2 hours. Hence a lot of adjuvants have been tried to enhance the analgesic effect of bupivacaine.^[2] Opioids remain the mainstay among the various adjuvants to local anesthetics in spinal anaesthesia primarily by virtue of its various properties such as reducing the dose of local anaesthetic, minimizing side effects, and prolonging the duration of anaesthesia.^[3]

Aim: This study aims to compare the sensory and motor characteristics …

Resilience And Reality: Exploring The Lived Experiences Of People Living With Hiv In Texas During The Covid-19 Pandemic – A Qualitative Study., Ahmed F. Alanazi

Social Work Dissertations - Archive

This study investigated the lived experiences of individuals living with HIV (PLWH) in the Dallas-Fort Worth (DFW) area of Texas during the COVID-19 pandemic, using an Interpretative Phenomenological Analysis (IPA) framework. The research examined the intersection of health, social dynamics, and psychological resilience among PLWH, who faced compounded vulnerabilities due to systemic inequities and the dual public health crises of HIV and COVID-19. Through semi-structured interviews with ten participants from diverse backgrounds, the study captured the profound impacts of disrupted healthcare systems, heightened stigma, and social isolation on this marginalized population. The findings reveal that the pandemic exacerbated existing inequities …

Racial Health Disparities Among Pregnant Women Of Color In New York City: Biological And Systemic Impacts, Kaylin Peña

Pitzer Senior Theses

Racial Health Disparities Among Pregnant Women of Color in New York City: Biological and Systemic Impacts

Abstract

This thesis aims to explore how racial health disparities, underrepresentation in gynecology, and socioeconomic barriers contribute to adverse pregnancy outcomes among women of color in New York City. Through an interdisciplinary approach that combines resources from medical anthropology and human biology, this research will examine the biological implications of chronic stress, specifically HPA axis dysregulation, and its role in maternal health outcomes. With the idea of intersectionality, as conceptualized by Kimberlé Crenshaw, the study analyzes the various effects of systemic inequities and social …

Investigating The Impact Of Phthalate Exposures From Personal Care Products On Uterine Fibroid Incidence And Prevalence In Us-Born Black Women, Ella Brissett

CMC Senior Theses

Uterine fibroids are benign tumors composed of smooth muscle cells and connective tissue that develop within or on the walls of the uterus. Despite being non-cancerous, they can severely affect quality of life by causing heavy bleeding, chronic pain, and reproductive complications. Fibroids are typically found in women of reproductive age, but they disproportionately affect Black women, who experience higher incidence and severity. The underlying causes of this disparity is poorly understood; however, an emerging body of research is highlighting the role of phthalates, endocrine-disrupting chemicals found in many personal care products, in exacerbating fibroid development. Through a critical analysis …

Anxiolytic Intervention: Modulation Of Cell Types Due To Nicotine Withdrawal, Taylor Elder

Theses and Dissertations--Pharmacy

Nicotine use disorder (NUD) remains a leading cause of preventable disease, yet the neurobiological mechanisms underlying nicotine withdrawal are incompletely understood. Emerging evidence implicates neuroimmune signaling and astrocytic regulation of glutamate in shaping the withdrawal-associated affective phenotype. This dissertation investigated these processes using multiple nicotine administration paradigms including osmotic minipump implant, cigarette smoke exposure, and nicotine vapor inhalation to model diverse routes of human nicotine intake.

Chapter 2 examines the effects of these three modes of administration on neuroinflammation and validation of nicotine delivery. Nicotine exposure was confirmed through receptor [³H]Epibatidine nAChR binding assay and serum cotinine measurements. …

The Pointer Imaging Baseline Cohort: Associations Between Multimodal Neuroimaging Biomarkers, Cardiovascular Health, And Cognition, Theresa M Harrison, Tyler Ward, Jacinda Taggett, Pauline Maillard, Samuel N Lockhart, Youngkyoo Jung, Laura C Lovato, Robert Koeppe, William J Jagust, Danielle Harvey, Joseph C Masdeu, Hwamee Oh, Darren R Gitelman, Neelum T Aggarwal, Mark A Espeland, Maryjo L Cleveland, Rachel Whitmer, Sarah Tomaszewski Farias, Stephen Salloway, Valory Pavlik, Melissa Yu, Christine Tangney, Heather Snyder, Maria Carrillo, Laura D Baker, Prashanthi Vemuri, Charles Decarli, Susan M Landau

Staff and Researcher Publications

Introduction: The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) is evaluating lifestyle interventions in older adults at risk for cognitive decline and dementia. Here we characterize the baseline data set of the POINTER Imaging ancillary study.

Methods: Participants underwent health and cognitive assessments and neuroimaging with multimodal positron emission tomography (PET) (beta-amyloid [Aβ] and tau) and magnetic resonance imaging (MRI). Framingham risk score (FRS) was used to quantify cardiovascular disease (CVD) risk.

Results: A total of 1052 participants (31% from underrepresented ethnoracial groups) were enrolled. Compared to Aβ-, Aβ+ (29%) participants were older, …

Comparative Efficacy Of Hallucinogens In Treating Mood Disorders Through A Meta-Analysis Of Symptom Reduction, Dosage, And Duration, John Marco D.F. Muniz

Honors Undergraduate Theses

Background: Hallucinogens including psilocybin, lysergic acid diethylamide (LSD), ketamine, N,N-dimethyltryptamine (DMT) (as ayahuasca), have re-emerged as potential rapid-acting treatments for mood disorders. We conducted a meta-analysis of placebo-controlled trials evaluating their efficacy in depression and anxiety disorders. Methods: A systematic review identified 12 trials (Total ≈ 670) meeting inclusion criteria (randomized, placebo-controlled). Data on Cohen’s d and Hedges’ g effect sizes for depression- and anxiety-related outcomes were extracted. We computed pooled effect sizes (weighted by sample size and inverse variance), performed subgroup analyses by drug, diagnosis, follow-up duration, and outcome measure type, and assessed heterogeneity (I², Q …

Study Of Maternal And Fetal Outcomes In Pregnancy Complicated By Thyroid Disorders, Sindhu Kumari, Poornima M

Digital Journal of Clinical Medicine

Background:

Thyroid disorders, particularly hypothyroidism, are common during pregnancy and can significantly impact both maternal and fetal outcomes. Despite advancements in screening and treatment, thyroid dysfunction in pregnancy often remains underdiagnosed, especially in low-resource settings. This study aimed to evaluate the prevalence, outcomes and effective management strategies of thyroid dysfunction during pregnancy.

Objectives: To evaluate the prevalence and outcomes of thyroid dysfunction, including both hypothyroidism and hyperthyroidism, during pregnancy, and their associated maternal and fetal complications.

Methods: This prospective observational study included 281 pregnant women with thyroid disorders attending antenatal care at JSS Hospital, Mysuru, from August 2022 …

Prevalence Of Depression And Its Coping Strategies Among Rural And Urban Geriatric Population, Mohit Negi, Smitha M C

Digital Journal of Clinical Medicine

Background: Aging is a natural process, and older age is a period in which most aspects of life require support from others. Globally, Depression is a serious public health concern among elderly populations. The aim of this study was to estimate the prevalence of depression and its coping strategies among geriatric population and to evaluate the association between socio-demographic factors and level of depression.

Methods: A cross-sectional study was conducted among 410 study participants in both rural and urban areas. Geriatric Depression Scale (GDS-15) was used to measure the depression and brief-COPE (28-items) scale was used to measure the coping …

Myocardial Infarction Trends Following Covid-19 Vaccination: A Retrospective Investigation From India, Hema S. Pinnam, Hrithika Madhavan, Jagarlamudi Harshitha, Vikram Patil, Harshita Tiwari, Isha A. Kumthekar, Jampala Sri Mounya

Digital Journal of Clinical Medicine

Background: The relationship between COVID-19 vaccination and the incidence of myocardial infarction remains a topic of debate. The study aimed to analyze the demographic, clinical, and outcome characteristics of MI patients post-vaccination in India, focusing on differences between Covishield and Covaxin recipients.

Methods: The retrospective observational study included 303 MI patients admitted to a tertiary care center. Data were collected on demographics, comorbidities, vaccination status, ICU admissions, and outcomes. The Charlson Comorbidity Index (CCI) was used to assess disease severity. Statistical analyses evaluated the associations between vaccination status, clinical parameters, and mortality.

Results: Among the study population, 74.3% were males, …

Establishing Psychiatry Clubs: Novel Approach To Enhance Psychiatry Teaching Learning In India, Akuti Khanna, Kishor M

Digital Journal of Clinical Medicine

Despite the fact that over 150 million Indians suffer from psychiatric disorders, the country faces a severe shortage of mental health professionals, with less than 1,300 psychiatrists graduating annually. One such solution is the establishment of Psychiatry Clubs in medical colleges, which can significantly enhance awareness, education, and community engagement in mental health. The Psychiatry Club at JSS Medical College, Mysuru, established on October 10, 2023, aims to promote mental well-being, provide peer support, as well as foster professional development through workshops, seminars, and collaborations with other mental health professionals and other student led organisations. These clubs offer a sustainable …

Assessment Of Effectiveness And Evaluation Of Perception Among Students Towards Flipped Classroom Learning: A Prospective Study., Nagaraja Prasad Sai, Vedavathi Hanumaiah, Shreenivas Prabhakar Revankar, Shruthi S. Lingesh, Avanthi Eshwar

Digital Journal of Clinical Medicine

BACKGROUND: Flipped learning (FL) is a teaching learning approach in andragogy. In FL students are involved in self-directed learning with the teacher acting as a facilitator and a moderator. Introduction of Competency Based Medical Education led many educators to shift from traditional teaching to blended teaching learning methods. This study was conducted to assess effectiveness and evaluate students’ perception towards FL.

AIM AND OBJECTIVES: To assess effectiveness of FL teaching in improvement of student scores and to evaluate student’s perception towards FL teaching.

MATERIALS AND METHODS: Pre-class activities included study materials in the form of PowerPoint slides …

Changing Climate, Changing Health: Perspectives From General Population In Mysuru, Lekhashree A, Manirsha P V, Paranthaman Chinnasamy, Srishti Arya, Sunil Kumar D

Digital Journal of Clinical Medicine

Background: Climate change has emerged as a major public health concern, contributing to rising morbidity and mortality worldwide. In India, increasing heat waves, unpredictable rainfall, and deteriorating air quality have intensified climate-sensitive health conditions. This study aims to assess the health impacts of climate change among the general population of Mysuru.

Methodology: A community-based cross-sectional study was conducted among 400 residents of Mysuru (April–June 2024). Participants were recruited through simple random sampling. Data were collected using a pre-tested semi-structured questionnaire via Google Forms. Analysis was performed using SPSS v26, with descriptive and inferential statistics.

Results: Among 400 participants, …

A Cross-Sectional Study Of The Correlation Between Working Models, Work-Life Balance And Psychological Distress In It Professionals In An Urban Setting., Neeharika Krishna Kumar, Ponnammal Sundar Lakshmi, Vathsalya S. Gowda, Kshamaa Haradanahalli Giriprakash, Manju Aswath

Digital Journal of Clinical Medicine

Background: India makes up more than 19% of the global Information Technology (IT) Market. The health and well-being of the population employed in this sector will affect their productivity at work and, in turn, the economic outcome. Changes in working models and altered work-life balance can lead to increased distress in IT Professionals, hence the current study.

Methodology: The current cross-sectional descriptive study assessed 247 IT professionals. A semi-structured questionnaire was used for socio-demographic details, working models and work-life balance. Kessler Psychological Distress Scale (K10) Plus was used to assess psychological distress. Statistics and correlations were done using SPSS 20. …

A Study Of Electrocardiogram And Echocardiography Parameters Of Post Covid – 19 Patients, Venkateswararao K, Durga Prasad Sadhupati

Digital Journal of Clinical Medicine

Background: Coronavirus Disease – 2019 [COVID-19] infection is multisystem disease not restricted to the lungs it has negative impact on Cardiovascular system by activation of ACE-2 receptors causing plaque stability, vascular inflammation and MI. ECG and 2D ECHO is a simple bed side diagnostic test can be used to assess cardiovascular disease involvement in such patients. We aimed to find out ECG and 2D ECHO abnormalities of Covid – 19 patients. To Study relation of SARS-COV-2 infection and Prevalence of Cardiovascular disease.

Methods: We perform Cross Sectional study among 500 Post Covid – 19 patients [>20 and

Results: Out …

Subclinical Myocardial Disease: The Next Frontier In Cardiovascular Prevention., Param Darpan Sheth, Chandana S., Nimrah Rehman

Digital Journal of Clinical Medicine

Subclinical myocardial disease refers to pathological cardiac changes that precede overt symptoms. It represents an emerging frontier in cardiovascular disease prevention; wherein early detection of myocardial dysfunction could allow timely intervention to avert heart failure (HF) and other outcomes. This narrative review summarizes the current and emerging tools for detecting subclinical myocardial disease, including advanced cardiac imaging and circulating biomarkers, and discusses their potential to improve risk stratification and preventive care in asymptomatic high-risk individuals. Novel echocardiographic measures such as global longitudinal strain (GLS) can unmask subtle systolic dysfunction despite preserved ejection fraction, while cardiac magnetic resonance (CMR) tissue mapping …

Comparison Of Transversus Abdominis Plane Block Versus Intrathecal Clonidine In Lower Segment Caesarean Section - A Prospective Observational Study, Christy Maria Paul, Dr Somsundar R G Associate Professor, Dr Archana B N Assistant Professor, Dr. Shivakumar G Pofessor And Hod

Digital Journal of Clinical Medicine

Comparison of Transversus Abdominis Plane Block versus Intrathecal Clonidine in Lower Segment Caesarean Section - A Prospective Observational Study

Background and Objective: In the majority of abdominal procedures, transverse abdominis plane block, one of the fascial plane blocks, has been used extensively to treat post-operative pain. Ultrasound has gained popularity in the management of cesarean patients due to its ease of use and reduced adverse effects.To assess the effectiveness of ultrasound guided transverse abdominus plane block with intrathecal clonidine for post surgical pain control in lower segment cesarean patients.

Material and Methods: This prospective observational study was done in …

Weighted Family History Density Of Substance Use: Influence On Participant Substance Use Onset, Escalation, And Duration, Carleigh A. Litteral

Theses and Dissertations--Psychology

Substance use disorders impose a staggering toll on the United States (U.S.), straining healthcare systems, destabilizing communities, and profoundly impacting both individuals and families. Approximately one in six Americans aged 12 and older had a past-year substance use disorder in 2022 (Key Substance Use, 2022), and nearly one-third of adults experience a substance use disorder in their lifetime (Wu, 2010), contributing to an economic burden exceeding $400 billion annually (National Drug Threat Assessment, 2011). Family history of substance use disorders is a key predictor of vulnerability, with individuals who have affected relatives being 2–8 times more …

Havana Syndrome: A Scientific Review Of An Unresolved Medical Mystery, Aishik Dutta

Digital Journal of Clinical Medicine

Background

Since 2016, U.S. and Canadian officials have reported Anomalous Health Incidents (AHIs), or "Havana Syndrome," characterised by a strange sensory experience followed by chronic neurological, cognitive, and vestibular issues. The cause is intensely debated, with primary hypotheses pointing to either psychosocial factors or a directed-energy weapon, creating a significant medical and geopolitical puzzle.

Methods

This review critically assesses the current evidence by analysing peer-reviewed clinical studies and major institutional reports.

Results

The findings are deeply contradictory. A 2020 NASEM report identified directed, pulsed radiofrequency energy as the most plausible mechanism for a core set of symptoms. Conversely, comprehensive 2024 …

Self-Inflicted, Non-Sexual, Non-Masturbatory Penile Fracture Case Report - An Atypical Presentation, Sajan Sehgal, Vijayakumar R, Sachin Dharwadkar, Amruthraj G. Gowda

Digital Journal of Clinical Medicine

Background: Traumatic injuries to the genitalia are uncommon due to the mobility of the penis and scrotum. Penile fracture is a relatively rare condition arising from disruption of tunica albuginea with rupture of the corpus cavernosum. In order to ensure that such an injury is not missed, it is necessary to have a high index of suspicion to diagnose this condition.

Result: Patient underwent an emergency repair of penile fracture.

Conclusion: We hereby, report a rare case of accidental, non-masturbatory, self-inflicted penile fracture which was diagnosed promptly based on clinical assessment, confirmed radiologically and managed surgically, resulting …

Case Series On Consultation-Liaison Psychiatry In Pain Abdomen With School Refusal Among Children, Jatin Kumar, Aditya Takiar, Kishor M, Sudhamshu K.C, Anil Kumar M.G., Prashanth S.N

Digital Journal of Clinical Medicine

Chronic abdominal pain is one of the most common causes of school refusal in children often leading to multiple hospital visits and expenses. This study was done to assess the psychiatric morbidity underlying functional gastrointestinal complaints in children presenting to paediatric surgery unit. We conducted a prospective case series (N=11; ages 8–13) of children referred from Paediatric Surgery between June and December 2025. All these children presented with idiopathic abdominal pain and a significant period of absence from school. These children were evaluated for any organic causes through the use of various investigations including imaging studies and were referred to …

Evaluating The Efficacy Of Vertical Integration In Training Undergraduate Medical Students Under Competency Based Medical Education Curriculum, Pratham Mehta, Yashika Sharma, Kishor M, Arun M

Digital Journal of Clinical Medicine

Background: The National Medical Council in the Indian Medical Graduate guidelines to enhance learning, recommends Vertical and Horizontal Integration. Vertical integration may be defined as a curricular strategy that aligns para-clinical and clinical teaching across time with a view to enhancing relevance and application of knowledge. The present study is an attempt to test whether vertical integration of Forensic Medicine and Psychiatry is associated with greater short-term learning gains and improved student perceptions compared with conventional didactic lectures.

Methods: With Institutional and Ethics Committee clearance, a two-phase quasi-experimental study was performed across two consecutive academic cohorts (Phase 1, …

Mitochondrial-Targeted Therapies In Traumatic Brain Injury: From Bench To Bedside, Sidra Tabassum, Silin Wu, Chang-Hun Lee, Bosco Seong Kyu Yang, Aaron M Gusdon, Huimahn A Choi, Xuefang S Ren

Faculty, Staff and Student Publications

Traumatic brain injury (TBI) is a leading cause of morbidity and mortality worldwide, with limited effective therapeutic options currently available. Recent research has highlighted the pivotal role of mitochondrial dysfunction in the pathophysiology of TBI, making mitochondria an attractive target for therapeutic intervention. This review comprehensively examines advancements in mitochondrial-targeted therapies for TBI, bridging the gap from basic research to clinical applications. We discuss the underlying mechanisms of mitochondrial damage in TBI, including oxidative stress, impaired bioenergetics, mitochondrial dynamics, and apoptotic pathways. Furthermore, we highlight the complex interplay between mitochondrial dysfunction, inflammation, and blood-brain barrier (BBB) integrity, elucidating how these …

Home-Based Transcranial Direct Current Stimulation Treatment For Major Depressive Disorder: A Fully Remote Phase 2 Randomized Sham-Controlled Trial, Rachel D Woodham, Sudhakar Selvaraj, Nahed Lajmi, Harriet Hobday, Gabrielle Sheehan, Ali-Reza Ghazi-Noori, Peter J Lagerberg, Maheen Rizvi, Sarah S Kwon, Paulette Orhii, David Maislin, Lucia Hernandez, Rodrigo Machado-Vieira, Jair C Soares, Allan H Young, Cynthia H Y Fu

Faculty, Staff and Student Publications

Transcranial direct current stimulation (tDCS) has been proposed as a new treatment in major depressive disorder (MDD). This is a fully remote, multisite, double-blind, placebo-controlled, randomized superiority trial of 10-week home-based tDCS in MDD. Participants were 18 years or older, with MDD in current depressive episode of at least moderate severity as measured using the Hamilton Depression Rating Scale (mean = 19.07 ± 2.73). A total of 174 participants (120 women, 54 men) were randomized to active (n = 87, mean age = 37.09 ± 11.14 years) or sham (n = 87, mean age = 38.32 ± 10.92 …

Suicide Phenotyping From Clinical Notes In Safety-Net Psychiatric Hospital Using Multi-Label Classification With Pre-Trained Language Models, Zehan Li, Yan Hu, Scott Lane, Salih Selek, Lokesh Shahani, Rodrigo Machado-Vieira, Jair Soares, Hua Xu, Hongfang Liu, Ming Huang

Faculty, Staff and Student Publications

Accurate identification and categorization of suicidal events can yield better suicide precautions, reducing operational burden, and improving care quality in high-acuity psychiatric settings. Pre-trained language models offer promise for identifying suicidality from unstructured clinical narratives. We evaluated the performance of four BERT-based models using two fine-tuning strategies (multiple single-label and single multi-label) for detecting coexisting suicidal events from 500 annotated psychiatric evaluation notes. The notes were labeled for suicidal ideation (SI), suicide attempts (SA), exposure to suicide (ES), and non-suicidal self-injury (NSSI). RoBERTa outperformed other models using binary relevance (acc=0.86, F1=0.78). MentalBERT (F1=0.74) also exceeded BioClinicalBERT (F1=0.72). RoBERTa fine-tuned with …

Evaluating The Emotional Accuracy Of Ai-Generated Facial Expressions In Neurotypical Individuals, Antonio Pagán, Katherine A Loveland, Ronald Acierno

Faculty, Staff and Student Publications

This study examines the ability of generative artificial intelligence to produce facial expressions representing basic emotions in a neutral context using black-and-white cartoon imagery. Mentalization, the capacity to recognize and interpret one’s own and others’ mental states, is critical for social interaction and emotional regulation. We explored the emotional validation of artificial intelligence (AI)-generated images by assessing the agreement between human interpretations of emotions and those generated by an AI model. Thirty-four participants evaluated images depicting six basic emotions: sadness, anger, happiness, surprise, fear, and disgust. Our findings revealed significant variability in human agreement, with higher concordance for sadness, anger, …