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Effect Of Trauma Type And Trauma Burden On Self-Efficacy For Physical Exercise In Military Veterans, Kaley E. Davis, Meghan M. Bennett, Cecilia J. Hillard, Jeffrey Whittle, Zeno Franco, Rachel E. Bollaert, Jacklynn M. Fitzgerald Jan 2025

Effect Of Trauma Type And Trauma Burden On Self-Efficacy For Physical Exercise In Military Veterans, Kaley E. Davis, Meghan M. Bennett, Cecilia J. Hillard, Jeffrey Whittle, Zeno Franco, Rachel E. Bollaert, Jacklynn M. Fitzgerald

Exercise Science Faculty Research and Publications

Introduction

United States (U.S.) military veterans experience significant physical health problems. Lifestyle modifications, such as increasing daily physical activity, are often considered the first course of action in treatment for the general public. However, veterans report low levels of physical activity, often due to perceived barriers to engaging in exercise. Trauma exposure type and cumulative trauma burden may be differentially associated with exercise attitudes and behaviors.

Methods

We surveyed U.S. military veterans on perceived self-efficacy to overcome barriers to engaging in exercise and physical activity levels. Additionally, we explored the relationship between the type of traumatic event exposure and cumulative …


Évolution Des Troubles Mentaux Liés Au Travail Au Québec Entre 2012 Et 2021, Jaunathan Bilodeau, Martin Lebeau, Marc-Antoine Busque, Alain Marchand Jan 2025

Évolution Des Troubles Mentaux Liés Au Travail Au Québec Entre 2012 Et 2021, Jaunathan Bilodeau, Martin Lebeau, Marc-Antoine Busque, Alain Marchand

Études primaires

Introduction : Plusieurs pays ont connu une augmentation du nombre de troubles mentaux acceptés au cours des dernières années, mais les variations possibles de cette évolution dans la main-d’œuvre demeurent à explorer.

But de l’étude : Cette étude examine la distribution dans le temps des troubles mentaux acceptés selon la profession, le secteur industriel, le sexe et l’âge au Québec.

Résultats : Les taux d’incidence des troubles mentaux et leur évolution varient selon la profession et le secteur industriel. Alors que le taux est généralement plus élevé dans les professions mixtes et le secteur tertiaire, l’augmentation de ces taux s’observe …


Psychometric Evaluation Of A Novel Measure Of Trauma-Related Cannabis Use To Cope, Sage E. Hawn, Terrell A. Hicks, Christopher Latourrette, Anita Thomas, Daniela Chaname, Sarah Ehlke, Abigail Powers Lott Jan 2025

Psychometric Evaluation Of A Novel Measure Of Trauma-Related Cannabis Use To Cope, Sage E. Hawn, Terrell A. Hicks, Christopher Latourrette, Anita Thomas, Daniela Chaname, Sarah Ehlke, Abigail Powers Lott

Psychology Faculty Publications

Background: Posttraumatic stress disorder (PTSD) and cannabis use disorder (CUD) are commonly comorbid and are associated with many negative public health outcomes. One plausible explanation for this comorbidity comes from a self-medication framework, which suggests people use cannabis to cope with PTSD symptoms. Despite theoretical and empirical evidence for PTSD-related cannabis use to cope, no measure of this construct exists.

Objective: We sought to address this gap by developing and validating a novel measure of PTSD-specific cannabis self-medication, which we have termed the Trauma-Related Cannabis Use to Cope (TRCU) questionnaire.

Method: The psychometric properties of the TRCU and how it …


Emotional Balance, Health, And Resilience At The Start Of Covid-19 Pandemic, David Pincus, Bernard P. Ricca, Brooke Jenkins, Julia K. Boehm, Vincent Berardi, Amy C. Moors, David A. Frederick Jan 2025

Emotional Balance, Health, And Resilience At The Start Of Covid-19 Pandemic, David Pincus, Bernard P. Ricca, Brooke Jenkins, Julia K. Boehm, Vincent Berardi, Amy C. Moors, David A. Frederick

Psychology Faculty Articles and Research

Self-organizing systems can shift between stability and flexibility in response to perturbation, a potential adaptive mechanism for understanding biopsychosocial resilience. Inverse Power-Law (IPL) structure, a frequency distribution that describes fractal patterns commonly produced by self-organization, produce measurements of stability and flexibility. This study applies these measures to emotional resilience at the start of the Covid-19 pandemic. Ratings of frequency over the past week (1-5 Likert scale) across 12 emotions (six positive and six negative) gathered in mid-April 2020 as part of a survey of adults’ (N = 4,094) pandemic experiences and health in the USA. The distributions of everyone’s emotion …


Organization And Activation Of Caffeine Expectancies, Catherine S. Forsyth Jan 2025

Organization And Activation Of Caffeine Expectancies, Catherine S. Forsyth

Honors Undergraduate Theses

Caffeine is the most consumed and widely used psychoactive substance in the world. Whether someone uses caffeine or not, expectations about use can be influential to some degree. Expectancies exist everywhere and are extremely influential in all aspects of life. Regarding drug use, expectancies can affect behavior, outcomes, and one’s experience with the drug. Caffeine is no exception, caffeine expectancies have been seen to play a role in several actions such as the development, maintenance, and reinforcement of caffeine use. This study examined latent use profiles of caffeine and relationships between the profiles and the activation of caffeine expectancies. Multidimensional …


Assessing The Relationship Between Perceived Psychological And Physical Pain In Adults With Orthopedic Pain, Daniel C. Karimi Dehkordi Jan 2025

Assessing The Relationship Between Perceived Psychological And Physical Pain In Adults With Orthopedic Pain, Daniel C. Karimi Dehkordi

Honors Undergraduate Theses

Suicide remains a public health concern in the U.S., particularly among individuals experiencing chronic pain and psychological distress. This cross-sectional study investigated the relationship between perceived physical and psychological pain in 41 adults with chronic orthopedic conditions. The relationship between other risk and protective factors and perceived levels of pain distress was also examined. Results showed a significant positive correlation between psychological distress and physical pain (r(39) = 0.388, p < .05) and psychological distress and depressive/anxiety symptoms (r (39) = 0.477, p < .01). Psychological distress was moderately associated with feelings of hopelessness (r (39) = 0.403, p < .01), however, the relationship between physical pain and hopelessness was weak and nonsignificant (r (39) = -0.06, p = .71). Contrary to expectations, emotional support did not buffer the effects of psychological distress (r (39) = 0.07, p = 0.66). Mediational analysis confirmed that emotional support did not influence the relationship between physical pain and psychological distress (Beta (β) = -0.969, p = 0.572; Sobel Z = 0.5598, p = 0.575). Age was not correlated with psychological distress (r (39) = -0.24, p = 0.13) or mental health symptoms (r (39) = -0.05, p = .77). While there was no significant difference across sex, males reported higher mental health symptomatology and psychological distress scores than female counterparts. These findings underscore the direct impact of physical pain on psychological distress and challenge assumptions about the protective role of social support. The study highlights the need for integrated, multidisciplinary interventions targeting both physical and psychological pain to mitigate suicide risk among individuals with chronic orthopedic conditions. Future research should iii explore alternative support mechanisms and resilience-building strategies to address the complex interplay of pain, distress, and suicidality.


The Intersection Of Autism Spectrum Disorder And Mental Health: A Focus On College Students, Sudeepta Matha Jan 2025

The Intersection Of Autism Spectrum Disorder And Mental Health: A Focus On College Students, Sudeepta Matha

Honors Undergraduate Theses

Rising prevalence rates of autism spectrum disorder (ASD), changes in diagnostic criteria, and increased public awareness have all contributed to the growing population of college students with ASD. However, many individuals - commonly referred to as the “lost generation” - go undiagnosed, due to experiencing negative interactions with mental health professionals. As a result, these individuals are not given the proper support and interventions required for a successful transition into adulthood, and often face heightened social isolation, academic problems, mental health challenges compared to their neurotypical peers. A combination of these factors can lead to increased suicidal ideation (SI) and …


The Relationship Between Mindfulness, Emotion Regulation, And Anxiety Levels Among College Students In Saudi Arabia, Tahani Aljuaid Jan 2025

The Relationship Between Mindfulness, Emotion Regulation, And Anxiety Levels Among College Students In Saudi Arabia, Tahani Aljuaid

Dissertations

Problem

Anxiety is one of the most common psychological issues affecting youth globally and is particularly prevalent among Saudi adolescents and college students. Studies in Saudi Arabia have reported anxiety rates ranging from 48.9% to 66.2% among adolescents and high levels of generalized anxiety among university students, especially females (Aldosary et al., 2023; Alhabeeb et al., 2023). Poor emotion regulation has been identified as a key factor associated with anxiety and other mental health difficulties. In recent years, mindfulness has gained attention as a protective factor that promotes better emotion regulation and reduces anxiety symptoms. Despite this growing recognition, there …


The Role Of Support And Prayer In Enhancing The Psychological Well-Being Of Cancer Patients In Canada, Emmanuel N. Mbah Jan 2025

The Role Of Support And Prayer In Enhancing The Psychological Well-Being Of Cancer Patients In Canada, Emmanuel N. Mbah

Dissertations

Purpose of the Study

The purpose of the study was to investigate the role of family support, friends' support, community support, and prayer on the psychological well-being of cancer patients in Canada.

Methodology

A survey research method was used in this study. The survey was distributed through the QuestionPro audience and had 721 viewers, 674 respondents, and 400 participants (i.e., those who completed the survey). The survey completion rate was 59.35%, with an average completion time of 9 minutes. Most participants were Christians (62.0%), some were unaffiliated (29.5%), and the remaining participants were either Muslims, World Religion, Buddhism, Hinduism, etc. …


Weighted Family History Density Of Substance Use: Influence On Participant Substance Use Onset, Escalation, And Duration, Carleigh A. Litteral Jan 2025

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 …


The Effects Of Plx 3397 On Fentanyl Escalation In Male And Female Sprague-Dawley Rats, Jakob Shaykin Jan 2025

The Effects Of Plx 3397 On Fentanyl Escalation In Male And Female Sprague-Dawley Rats, Jakob Shaykin

Theses and Dissertations--Psychology

Purpose: A hallmark characteristic of opioid use disorder (OUD) is a persons’ ‘loss of control’, which leads to the compulsion to seek and obtain opioids, resulting in increased consumption. This phenomenon is known as ‘escalation of drug intake’. Chronic opioid use causes microglial reactivity and subsequent release of proinflammatory cytokines leading to neuroinflammation, weakening one’s executive control over drug taking and ultimately leading to greater use. Previous research in our laboratory has explored heterogeneity of fentanyl intake in extended access (6-hr) sessions and identified distinct endophenotypes of fentanyl intake. Moreover, we have observed a positive correlation between Treml1 expression …


Phenobarbital And Ciwa Protocol: A Retrospective Analysis Of Alcohol Withdrawal Optimization, Cooper Alden Josephs, Trey Austin Doss, Maulikkumar Patel, Taylor Templeton-Jager Jan 2025

Phenobarbital And Ciwa Protocol: A Retrospective Analysis Of Alcohol Withdrawal Optimization, Cooper Alden Josephs, Trey Austin Doss, Maulikkumar Patel, Taylor Templeton-Jager

South Atlantic Division GME Research Day 2025

No abstract provided.


Maternal Postpartum Depression, The Family Unit, And Childhood Development, Sara Kate Wiggins, Alexandria Bailey, Peyton Dekle, Joshua Ferrell Jan 2025

Maternal Postpartum Depression, The Family Unit, And Childhood Development, Sara Kate Wiggins, Alexandria Bailey, Peyton Dekle, Joshua Ferrell

South Atlantic Division GME Research Day 2025

No abstract provided.


Assessing Post Traumatic Stress Disorder In The Addiction Assessing Post Traumatic Stress Disorder In The Addiction Population, Yagmur Beaman, Paula Suarez, Srinidhi Manchiraju, Sanket Patel, Corey Hopkins, Pooja Paunikar Jan 2025

Assessing Post Traumatic Stress Disorder In The Addiction Assessing Post Traumatic Stress Disorder In The Addiction Population, Yagmur Beaman, Paula Suarez, Srinidhi Manchiraju, Sanket Patel, Corey Hopkins, Pooja Paunikar

South Atlantic Division GME Research Day 2025

No abstract provided.


Nitrous Oxide Induced Psychosis: A Case Report, Brianne Kimmet, Barbara Gracious Jan 2025

Nitrous Oxide Induced Psychosis: A Case Report, Brianne Kimmet, Barbara Gracious

South Atlantic Division GME Research Day 2025

No abstract provided.


Seizure In The Setting Of Metoprolol Overdose, Shilpa Amin, Justin H. Le, Hannah Sodergren Jan 2025

Seizure In The Setting Of Metoprolol Overdose, Shilpa Amin, Justin H. Le, Hannah Sodergren

South Atlantic Division GME Research Day 2025

No abstract provided.


Salicylate Overdose Protocols For Family Medicine Physicians, Christine Tamayo, Denae Kappers, Patricia Gilford Jan 2025

Salicylate Overdose Protocols For Family Medicine Physicians, Christine Tamayo, Denae Kappers, Patricia Gilford

South Atlantic Division GME Research Day 2025

No abstract provided.


Case Report Of Tricyclic Antidepressant Toxicity With Prolonged Qt/Qtc And Widened Qrs On Ekg, Alexandra Doan, Joshua Wilkes, Jonathan Leggett, Jarratt Lark Jan 2025

Case Report Of Tricyclic Antidepressant Toxicity With Prolonged Qt/Qtc And Widened Qrs On Ekg, Alexandra Doan, Joshua Wilkes, Jonathan Leggett, Jarratt Lark

South Atlantic Division GME Research Day 2025

No abstract provided.


Retrospective Comparison Of Emergency Department (Ed) Length Of Stay (Los) Between Marijuana And Alcohol Users, Paul Bomar, Jonathan Leggett, Lisa Persaud, Franklin Schaefer, Vanessa Knapp, Lauren Eisenberg, Austin Johnson Jan 2025

Retrospective Comparison Of Emergency Department (Ed) Length Of Stay (Los) Between Marijuana And Alcohol Users, Paul Bomar, Jonathan Leggett, Lisa Persaud, Franklin Schaefer, Vanessa Knapp, Lauren Eisenberg, Austin Johnson

South Atlantic Division GME Research Day 2025

No abstract provided.


Adult Attention Deficit Hyperactivity Disorder: A Case Report, Anju Abraham, Kishor M, Bhawna Sharma Jan 2025

Adult Attention Deficit Hyperactivity Disorder: A Case Report, Anju Abraham, Kishor M, Bhawna Sharma

Digital Journal of Clinical Medicine

Attention Deficit Hyperactivity Disorder (ADHD) is a neurodevelopmental disorder that manifests in both childhood and adulthood. It is characterized by core symptoms such as inattention, hyperactivity and impulsiveness and impairment persisting into adulthood. Adult ADHD often coexists with other disorders including mood disorders, anxiety disorders, and substance use disorders, which complicate its diagnosis. Adults with ADHD may struggle with difficulties in focusing, organization, planning and impulsivity making it hard to sit still during exams or complete tasks efficiently. Restlessness, verbal outbursts and intrusiveness can strain relationships. These challenges impact academics, interpersonal relationships and daily functioning. Thus, there is a need …


Havana Syndrome: A Scientific Review Of An Unresolved Medical Mystery, Aishik Dutta Jan 2025

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 Jan 2025

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 Jan 2025

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 Jan 2025

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, …


New Insights Into The Mechanisms Of Electroconvulsive Therapy In Treatment-Resistant Depression, Ana C Ruiz, Abdul Haseeb, William Baumgartner, Edison Leung, Giselli Scaini, Joao Quevedo Jan 2025

New Insights Into The Mechanisms Of Electroconvulsive Therapy In Treatment-Resistant Depression, Ana C Ruiz, Abdul Haseeb, William Baumgartner, Edison Leung, Giselli Scaini, Joao Quevedo

Faculty, Staff and Student Publications

Electroconvulsive therapy (ECT) remains one of the most effective interventions for treatment-resistant depression (TRD), particularly in cases involving severe symptomatology, suicidality, or psychotic features. Despite advancements aimed at enhancing the safety and cognitive tolerability of ECT, concerns about cognitive side effects continue to limit its broader acceptance. A deeper understanding of the mechanisms underlying ECT is therefore critical for refining its use and maximizing clinical outcomes. Through a narrative review of recent literature, this paper synthesizes current evidence comparing the efficacy of ECT, ketamine, and repetitive transcranial magnetic stimulation (rTMS) in the treatment of TRD. Then, the review delves into …


The Effect Of Need For Cognition & Need For Affect On Human Reliance And Artificial Intelligence Interactions, Aliyah Mcgowan Jan 2025

The Effect Of Need For Cognition & Need For Affect On Human Reliance And Artificial Intelligence Interactions, Aliyah Mcgowan

Doctoral Dissertations and Master's Theses

Abstract

With the increased use of Artificial Intelligence (AI) automations in fields like medical diagnoses and mental health queries, there are concerns regarding an individual’s trust and reliance on the technology. Reliance on AI output may lead an individual to accept inaccurate or incorrect information without further analysis. Trust may influence reliance and trust formation may be a product of affective processing. This study investigated the relationship between Need for Affect (NFA), Need for Cognition (NFC), and trust and reliance on AI interactions. Participants were assessed on the NFA scale for willingness to approach or avoid emotional stimuli, the NFC …


Tandem Virtue Development: Latent Growth Trajectories Of Welcoming Accountability, Patience, And Courage In Goal Pursuit, Robert J. Ridder, Hiroko Matsuo, Charlotte [email protected], Anne Jeffrey, Karen K. Melton, Perry L. Glanzer, Sarah A. Schnitker Jan 2025

Tandem Virtue Development: Latent Growth Trajectories Of Welcoming Accountability, Patience, And Courage In Goal Pursuit, Robert J. Ridder, Hiroko Matsuo, Charlotte [email protected], Anne Jeffrey, Karen K. Melton, Perry L. Glanzer, Sarah A. Schnitker

Funded Scholarship

Informed by philosophical virtue theory, we tested developmental trajectories of welcoming accountability to other people in tandem with patience and courage. We sampled 870 US undergraduates pursuing personally-identified goals (N = 1,996 goals) across four timepoints in two years. Multi-level bivariate latent growth curve modeling disaggregated between-person patterns from within-person goal-level patterns for the three virtue measures. All three virtues’ slopes were nonsignificant, meaning virtues showed no uniform patterns of change for the sample. The slope of welcoming accountability was associated with the slopes of patience and courage so closely at the between-person level that a combined slope parameter was …


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 Jan 2025

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 …


Groundbreaking Insights On Trauma And Justice: A Review Of Sexual Violence, Dissociation, And Inequality: A Guide To Understanding Traumatic Memory By Muriel Salmona, Kate Rose Jan 2025

Groundbreaking Insights On Trauma And Justice: A Review Of Sexual Violence, Dissociation, And Inequality: A Guide To Understanding Traumatic Memory By Muriel Salmona, Kate Rose

Dignity: A Journal of Analysis of Exploitation and Violence

No abstract provided.


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 Jan 2025

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 …