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The Relationship Among Emotional Intelligence, Coping Strategies, And Occupational Burnout For Child Protective Service Workers, Yvette Longoria Apr 2023

The Relationship Among Emotional Intelligence, Coping Strategies, And Occupational Burnout For Child Protective Service Workers, Yvette Longoria

Dissertations

There are low retention rates of child protective service caseworkers and this impacts the quality of care of the families served. The purpose of this study was to examine the relationship between emotional intelligence, coping strategies and occupational burnout for CPS caseworkers. In addition, examining the relationship between education type, education level, and caseload size as it relates to emotional intelligence, coping strategies, and occupational burnout among child protective caseworkers. The theoretical framework utilized was the Transactional Theory of Stress and Coping. A convenience sampling was used to collect participants employed as FBSS or CVS caseworkers at Texas Department of …


Impact Of Intrathecal Morphine On Patient Outcomes In Major Abdominal Surgery, Tori E. Howe Apr 2023

Impact Of Intrathecal Morphine On Patient Outcomes In Major Abdominal Surgery, Tori E. Howe

Nurse Anesthesia MSNA Student Capstones

Colorectal enhanced recovery after surgery (ERAS) guidelines for patients undergoing major abdominal surgeries have started to include intrathecal morphine (ITM) as part of the protocol to improve patient outcomes. There is interest amongst other abdominal surgical disciplines in expanding the use of ITM. When used as a single bolus, ITM has shown to have an intravenous (IV) opioid sparing effect postoperatively, as well as improved pain scores for up to 24 hours (Koning et al., 2020). However, ITM coincides with unique considerations and side effects. There is a dose-dependent concern of ITM causing respiratory depression postoperatively that necessitates additional monitoring …


Implementing Clinical Decision Support Aimed At Reducing Co-Prescribing Of Opioids And Benzodiazepines At Adventist Healthcare Maryland, Monica Coley Apr 2023

Implementing Clinical Decision Support Aimed At Reducing Co-Prescribing Of Opioids And Benzodiazepines At Adventist Healthcare Maryland, Monica Coley

Translational Projects (Open Access)

Clinical Decision Support (CDS) leverages computerized toolsets to provide condition specific guidance that aids providers in clinical decision making processes (AHRQ, 2019; AMIA, n.d.; ONC, 2018). Research has shown that applying CDS, interruptive within the electronic health record (EHR) prescribing workflow, can assist providers with avoiding unsafe medication prescribing, such as 1) multiple opioids and 2) opioid-benzodiazepine combinations (Malte et al., 2018; Smith et al., 2019, Price-Haywood et al., 2020; Nelson et al., 2022). In an effort to decrease the co-prescribing rate for 1) multiple opioids and 2) opioid-benzodiazepine combinations, Adventist HealthCare Maryland (AHC) launched a performance improvement project in …


2023 Research Day Program, Lincoln Memorial University Apr 2023

2023 Research Day Program, Lincoln Memorial University

Research Day

This program contains abstracts and presentation summaries from LMU's 2023 Annual Research Day conference.


Reflection: Dna Forensics And Genealogy, Lori Pierce Apr 2023

Reflection: Dna Forensics And Genealogy, Lori Pierce

Faculty Professional Development Fellowship

No abstract provided.


3rd Place Contest Entry: Using The Scientific Method To Combat The Biological And Sociological Effects Of The Covid-19 Pandemic: An Aspiring Healthcare Professional’S Perspective, Isabelle Dhindsa Apr 2023

3rd Place Contest Entry: Using The Scientific Method To Combat The Biological And Sociological Effects Of The Covid-19 Pandemic: An Aspiring Healthcare Professional’S Perspective, Isabelle Dhindsa

Kevin and Tam Ross Undergraduate Research Prize

This is Isabelle Dhindsa's submission for the 2023 Kevin and Tam Ross Undergraduate Research Prize, which won third place. It contains their essay on using library resources, their bibliography, and a sample of their research project on using the scientific method to combat the biological and sociological effects of the COVID-19 pandemic.

Isabelle is a fourth-year student at Chapman University, majoring in Biology. Their faculty mentor is Dr. Carmichael Peters.


Substance Use Disorder Treatment Among African American Men Living In The Rural South Of The United States, Serge Raoul Wandji Apr 2023

Substance Use Disorder Treatment Among African American Men Living In The Rural South Of The United States, Serge Raoul Wandji

Theses and Dissertations

Substance use disorders (SUD) affect more than 40 million Americans. African American (AA) men are disproportionally affected by the negative health and social consequences of SUD, and men in rural areas may be particularly at risk due to disadvantaged socioeconomic conditions and persistent race-related stressors such as perceived discrimination. The overall purpose of this study is to advance the understanding of factors associated with SUD treatment acceptance and relapse potential among Southern rural AA men.

This purpose was achieved by determining differences in treatment acceptance and relapse potential by race and gender among rural residents admitted in a SUD treatment …


A Critical Analysis Of Discrepancies In Behavioral Health Program Ratings By Evidence-Based Practice Registers For Behavioral Health, Miranda Jade Lee-Easton Apr 2023

A Critical Analysis Of Discrepancies In Behavioral Health Program Ratings By Evidence-Based Practice Registers For Behavioral Health, Miranda Jade Lee-Easton

Dissertations

Decision makers in the behavioral health disciplines are under increasing pressure to identify and implement evidence-based practices (EBPs). These decision makers often do not have the time or expertise to assess primary studies of program efficacy or effectiveness. They could benefit from tools to assist them in identifying and implementing EBPs. One tool is an evidence-based practice register (EBPR). Prior studies have documented that when multiple EBPRs rate a given program, they may come to seemingly conflicting program ratings. The prior research concerning the reason for these conflicts is sparse. The purpose of the present study is to understand how …


Healthcare Facilities: Maintaining Accessibility While Implementing Security, Ryan Vilter Mar 2023

Healthcare Facilities: Maintaining Accessibility While Implementing Security, Ryan Vilter

UNO Student Research and Creative Activity Fair

In the wake of the Tulsa, Oklahoma hospital shooting in the summer of 2022, it was made clear that more security needed to be implemented in healthcare facilities. As a result, I inquired: What is the happy balance for healthcare facilities to maintain their accessibility to the public while also implementing security measures to prevent terrorist attacks? With that base, I give recommendations in the areas of cybersecurity, physical infrastructure, and physical and mental health, based off the existing literature and data gathered from terrorist attacks against hospitals over several decades.


Harm Reduction In West Virginia: Do Needle Exchange Programs Reduce Disease And Decrease Costs?, Katie Duty, Amber Graves, Anthony Uriate, Stacie Deslich, Alberto Coustasse, Thomas Norton Mar 2023

Harm Reduction In West Virginia: Do Needle Exchange Programs Reduce Disease And Decrease Costs?, Katie Duty, Amber Graves, Anthony Uriate, Stacie Deslich, Alberto Coustasse, Thomas Norton

Management Faculty Research

Needle Exchange Programs (NEP)s were created to help users exchange used needles for new sterile ones and become aware of treatment and rehabilitation options. This study aimed to determine the effectiveness of NEPs and their impact on reducing HIV and Hepatitis C infections in West Virginia and decreasing health care costs for the community. Based on studies conducted on the past implementation of needle exchange programs, it is suggested that there has been evidence that closing these programs can have a broad societal impact on the spread of HIV and hepatitis C and the associated costs. In addition, the community …


How Has The Opioid Crisis Affected Health, Health Care Use, And Crime In The United States?, Johanna Catherine Maclean, Justine Mallatt, Christopher J. Ruhm, Kosali Simon Mar 2023

How Has The Opioid Crisis Affected Health, Health Care Use, And Crime In The United States?, Johanna Catherine Maclean, Justine Mallatt, Christopher J. Ruhm, Kosali Simon

Population Health Research Brief Series

The U.S. opioid crisis is the deadliest drug crisis in the nation’s history and is not abating. This brief summarizes what is known about the relationships between opioid misuse, health, healthcare use, and crime. The authors show that the opioid crisis has led to worsening health, increased mortality, increased healthcare use, and modest increases in crime. In addition, the policies designed to curb opioid misuse and its associated harms have had only limited success.


The Impact Of Juvenile Drug Court On Recidivism, Mallory Noelle Watkins Mar 2023

The Impact Of Juvenile Drug Court On Recidivism, Mallory Noelle Watkins

Doctoral Dissertations and Projects

The number of youths entering the juvenile justice system is a viable concern throughout the United States. A gap in the existing literature surrounding juvenile justice is recidivism rates among young offenders who are incarcerated or sanctioned to a community-based level of supervision after committing a transgression of a law. Federal juvenile justice practitioners, such as the Office of Juvenile Justice and Delinquency Prevention (OJJDP), the National Council of Juvenile and Family Court Judges (NCJFCJ), the United States Department of Justice (DOJ), and others, in addition to individual states and localities throughout the United States, have taken various approaches to …


A Nationwide Analysis Of Gunshot Wounds Of The Head And Neck: Morbidity, Mortality, And Cost, John M. Menezes, Kavita Batra, Vladislav Pavlovich Zhitny Mar 2023

A Nationwide Analysis Of Gunshot Wounds Of The Head And Neck: Morbidity, Mortality, And Cost, John M. Menezes, Kavita Batra, Vladislav Pavlovich Zhitny

Department of Plastic Surgery Faculty Research

Background:

Gun violence in the United States rose continuously from 2010 to 2022, spiking during the pandemic, and peaking in 2021 at 48,830 deaths (14.8 per 100,000). Previous reports investigated health and financial burden associated with gunshot wounds (GSWs) during 2004 to 2013; however estimates related specifically to head and neck (H&N) injuries have been lacking. This population-based study aims to examine incidence, morbidity, mortality, and health resource utilization of H&N injuries utilizing the Nationwide Inpatient Sample database.

Methods:

A population-based study was undertaken using the National (Nationwide) Inpatient Sample (NIS) database (2015Q4–2017Q4). The International Classification of Diseases, Tenth Revision …


Greater New Haven Community Wellbeing Index 2023, Mark Abraham, Camille Seaberry, Kelly Davila, Andrew Carr Mar 2023

Greater New Haven Community Wellbeing Index 2023, Mark Abraham, Camille Seaberry, Kelly Davila, Andrew Carr

Reports

No abstract provided.


Text Messages Exchanged Between Individuals With Opioid Use Disorder And Their Mhealth E-Coaches: Content Analysis Study, Yerina S Ranjit, Warren M Davis, Andrea Fentem, Raven Riordan, Rikki Roscoe, Patricia Cavazos-Rehg Mar 2023

Text Messages Exchanged Between Individuals With Opioid Use Disorder And Their Mhealth E-Coaches: Content Analysis Study, Yerina S Ranjit, Warren M Davis, Andrea Fentem, Raven Riordan, Rikki Roscoe, Patricia Cavazos-Rehg

2020-Current year OA Pubs

BACKGROUND: Opioid use disorder (OUD) has affected 2.2 million people in the United States. About 7.2 million people reported using illicit drugs in 2019, which contributed to over 70,000 overdose deaths. SMS text messaging interventions have been shown to be effective in OUD recovery. However, the interpersonal communication between individuals in OUD treatment and a support team on digital platforms has not been well examined.

OBJECTIVE: This study aims to understand the communication between participants undergoing OUD recovery and their e-coaches by examining the SMS text messages exchanged from the lens of social support and the issues related to OUD …


The Invisible Victims Of Commercial Sexual Exploitation: Boys And Their Barriers To Access To Services, Amanda L. Connella Mar 2023

The Invisible Victims Of Commercial Sexual Exploitation: Boys And Their Barriers To Access To Services, Amanda L. Connella

USF Tampa Graduate Theses and Dissertations

While there has been a large body of research conducted on girl (under the age of 18) victims of commercial sexual exploitation, boy (under the age of 18) victims do not seem to receive the same attention. From the few studies that have been conducted, boys and young male victims of commercial sexual exploitation have been shown to have gender specific barriers that prevent them from getting help, yet not many papers explore this unique problem. Using survey data from key providers that work in programs that serve commercially sexually exploited boys, the present study fills this hole in the …


Toward An Evidence-Based Framework To Guide Health Care Responses For Patients Impacted By Human Trafficking: Evaluation Of The Heal Trafficking Protocol Toolkit, Susie B. Baldwin, Cathy L. Miller, Beth J. Maclin, Sacha Williams, Hanni Stoklosa Mar 2023

Toward An Evidence-Based Framework To Guide Health Care Responses For Patients Impacted By Human Trafficking: Evaluation Of The Heal Trafficking Protocol Toolkit, Susie B. Baldwin, Cathy L. Miller, Beth J. Maclin, Sacha Williams, Hanni Stoklosa

Nursing Faculty Publications and Presentations

Trafficked persons seek health care during exploitation, but few health professionals know how to respond appropriately, and few institutions have protocols to guide this response. Currently, no empirically tested framework exists to guide protocol development for human trafficking response protocols in health care settings. Our aim was to empirically evaluate the HEAL Trafficking Protocol Toolkit's usability and effectiveness through cross-sectional survey methodology. We invited users who downloaded the free Toolkit from January 2017 through January 2018 to participate in an electronic survey and conducted descriptive quantitative and qualitative thematic analyses. Survey respondents were professionally and geographically diverse. Eighty-four percent who …


Develop Restorative Capacity, Don't Defund Your Safety Network, Louis L. Fletcher Phd, David Watson Mar 2023

Develop Restorative Capacity, Don't Defund Your Safety Network, Louis L. Fletcher Phd, David Watson

National Youth Advocacy & Resilience Conference

The Executive Director of Facilities & Operations and the Director of Safety & Security for a Colorado School district with 27,000 students will share tools, techniques, and experiences, which have cultivated restorative practices (RP) in their district. The presenters will discuss the effectiveness of proactive techniques for training SROs and school security officers to provide successful restorative alternatives to traditional discipline approaches with the goal of helping participants evaluate whether getting rid of SROs versus retraining their approach to student discipline is the best alternative.


Faculty Bridging Individual And Organizational Resilience: Results Of A Qualitative Analysis, Meera Deva, Gary L. Beck Dallaghan, Neva Howard, Brenda J.B. Roman Mar 2023

Faculty Bridging Individual And Organizational Resilience: Results Of A Qualitative Analysis, Meera Deva, Gary L. Beck Dallaghan, Neva Howard, Brenda J.B. Roman

School of Medicine Faculty Publications and Presentations

Background: Medical student burnout and anxiety has received growing attention in the past decade. The culture of competition and assessment has resulted in increasing stress levels amongst medical students, causing a decline in their academic performance and overall mental health. The objective of this qualitative analysis was to characterize recommendations from educational experts to aid students’ academic progress. Methods: At an international meeting in 2019, worksheets were completed by medical educators during a panel discussion. Participants responded to four scenarios representing common challenges medical students face in school (eg. Postponing Step 1, failing clerkships, etc.). For each case, participants addressed …


Toward A Moral Reckoning On Structural Racism: Examining Structural Factors, Encouraging Structural Thinking, And Supporting Structural Intervention, Shane Mccarty, Megan Liskey, Deepu George, Natalie E. Cook, Jonathan M. Metzl Mar 2023

Toward A Moral Reckoning On Structural Racism: Examining Structural Factors, Encouraging Structural Thinking, And Supporting Structural Intervention, Shane Mccarty, Megan Liskey, Deepu George, Natalie E. Cook, Jonathan M. Metzl

School of Medicine Publications

The racial reckoning of 2020 involved the largest social movement protest in U.S. history, but support for the Black Lives Matter movement declined shortly after. To advance a moral reckoning on structural racism that dismantles racialized structures and redresses racial inequities, we call on scholar activists within the field of community psychology to realign their own practices by (a) examining structural factors; (b) encouraging structural thinking; and (c) supporting structural intervention for racial justice. Two structural factors–political determinants and commercial determinants–maintain the status quo of structural racism, undermining efforts for racial equity. As a result, we encourage the development of …


Exploring Facilitators, Barriers And Concerns Of Police Using Social Media When Investigating Missing Children, Eleanor Howlings, Reka Solymosi Feb 2023

Exploring Facilitators, Barriers And Concerns Of Police Using Social Media When Investigating Missing Children, Eleanor Howlings, Reka Solymosi

International Journal of Missing Persons

Missing person investigations involve the collection of information to ensure the person is located as fast as possible, minimising their exposure to harms. Social media is a valuable source of information in police investigations both to learn about the missing person, and to appeal for information to the public. To ensure social media is used safely and effectively, we must understand the concerns and experiences of investigating officers. In this pilot study, we analysed interviews from 8 experts who investigate missing children to identify the facilitators and barriers of using social media. We also identified concerns raised by officers around …


Decision-Making Under Risk And Theory Of Mind In Adolescent Offenders In Provisional Deprivation Of Liberty, Rubens José Loureiro, Flavio Takemi Kataoka, Thiago Wendt Viola, Gisele Iesbich Vargas, Breno Sanvicente-Vieira, Rodrigo Grassi-Oliveira, Bruno Kluwe-Schiavon Feb 2023

Decision-Making Under Risk And Theory Of Mind In Adolescent Offenders In Provisional Deprivation Of Liberty, Rubens José Loureiro, Flavio Takemi Kataoka, Thiago Wendt Viola, Gisele Iesbich Vargas, Breno Sanvicente-Vieira, Rodrigo Grassi-Oliveira, Bruno Kluwe-Schiavon

Faculty, Staff and Student Publications

INTRODUCTION: Delinquent behaviors are risky behaviors that increase during puberty and reach their highest peak in late adolescence. It has been proposed that poor decision-making and theory of mind (ToM) are key cognitive processes implicated with delinquency during adolescence, affecting evaluation of risks and impairing appreciation of social norms. Nevertheless, it is not yet clear whether adolescent offenders who are subjected to provisional deprivation of liberty due to conflict with the law (adolescents in conflict with the law [ACL]) might, in fact, present a specific profile with regard to these cognitive processes.

OBJECTIVES: To assess deliberative decision-making and ToM among …


Shared Responsibility: Conceptualising How A Public Health Approach May Enhance Police Response To Missing Persons, Katie Gambier-Ross, Joe Apps Dr, Sarah Wayland Dr Feb 2023

Shared Responsibility: Conceptualising How A Public Health Approach May Enhance Police Response To Missing Persons, Katie Gambier-Ross, Joe Apps Dr, Sarah Wayland Dr

International Journal of Missing Persons

When a person is reported missing there are substantial costs for the individual, their family and society. This paper conceptualises the experience of missing persons episodes, through a public health approach. This then allows police, stakeholders and the community to engage in discussions about who is vulnerable to going missing by intervening in a way that addresses risk. Historically, a missing persons episode involves an absence, typically followed by police involvement in consultation with next of kin with establishing the whereabouts of the missing person being the primary focus. Yet, the risk factors of going missing relate more to the …


The Silent Suffering Of Survivors: The Covid-19 Pandemic's Impact On Domestic Violence Resources, Osoniya I. Wodi Feb 2023

The Silent Suffering Of Survivors: The Covid-19 Pandemic's Impact On Domestic Violence Resources, Osoniya I. Wodi

XULAneXUS

Increased reports of domestic violence has coincided with the eruptions and growth of the COVID-19 pandemic. Previous research has shown a positive correlation between domestic violence and the occurrence of humanitarian crises. Recently published research about domestic violence police reports in the COVID-19 pandemic has also supported this correlation. We used data from the National Network To End Domestic Violence (NNEDV) to analyze the number of survivors served by domestic violence programs in the United States, type of resources available, and unmet request from 2019-2021, one year pre-pandemic and the first two years of the pandemic. Findings from this study …


Incarceration-Related Stigma And Caring Self-Efficacy Among Long-Term Care Nurses, Sandra D. Langston Feb 2023

Incarceration-Related Stigma And Caring Self-Efficacy Among Long-Term Care Nurses, Sandra D. Langston

Dissertations, Theses, and Capstone Projects

Background: A silver tsunami is occurring in U.S. prisons because of an unprecedented increase in the older population. Prisons are structurally ill-suited to care for this population and financially burdened with providing the necessary medical and nursing care. States have enacted legislation to afford justice-involved persons parole to manage chronic conditions in community-based long-term care (LTC) facilities. Changes in Medicaid regulations provide a seamless transition from prison to community long-term care for this population. However, it is not known if the stigma of justice involvement impacts the perception of long-term nurses concerning this population.

Aims/Purpose: This study examined the effects …


Economic Evaluation Of An Intervention To Prevent Adolescent Dating Violence (Me & You), Ellerie Weber, Melissa F Peskin, Christine M Markham, Ross Shegog, Elizabeth R Baumler, Robert C Addy, Jeff R Temple, Belinda Hernandez, Paula Cuccaro, Melanie A Thiel, Efrat K Gabay, Susan Tortolero Emery Feb 2023

Economic Evaluation Of An Intervention To Prevent Adolescent Dating Violence (Me & You), Ellerie Weber, Melissa F Peskin, Christine M Markham, Ross Shegog, Elizabeth R Baumler, Robert C Addy, Jeff R Temple, Belinda Hernandez, Paula Cuccaro, Melanie A Thiel, Efrat K Gabay, Susan Tortolero Emery

Faculty, Staff and Student Publications

Me & You: Building Healthy Relationships (Me & You) is a multilevel, technology-enhanced adolescent dating violence (DV) prevention program that aimed to reduce DV among ethnic-minority, early adolescent, urban youth. A group-randomized control trial of Me & You, conducted with 10 middle schools from a large urban school district in Southeast Texas in 2014–2015, found it to be effective in reducing DV perpetration and decreasing some forms of DV victimization. Economic evaluations of DV interventions are extremely limited, despite calls for more economic analyses to be incorporated in research. We help fill this gap by evaluating the cost-effectiveness from the …


Economic Evaluation Of An Intervention To Prevent Adolescent Dating Violence (Me & You), Ellerie Weber, Melissa F Peskin, Christine M Markham, Ross Shegog, Elizabeth R Baumler, Robert C Addy, Jeff R Temple, Belinda Hernandez, Paula Cuccaro, Melanie A Thiel, Efrat K Gabay, Susan Tortolero Emery Feb 2023

Economic Evaluation Of An Intervention To Prevent Adolescent Dating Violence (Me & You), Ellerie Weber, Melissa F Peskin, Christine M Markham, Ross Shegog, Elizabeth R Baumler, Robert C Addy, Jeff R Temple, Belinda Hernandez, Paula Cuccaro, Melanie A Thiel, Efrat K Gabay, Susan Tortolero Emery

Faculty, Staff and Student Publications

Me & You: Building Healthy Relationships (Me & You) is a multilevel, technology-enhanced adolescent dating violence (DV) prevention program that aimed to reduce DV among ethnic-minority, early adolescent, urban youth. A group-randomized control trial of Me & You, conducted with 10 middle schools from a large urban school district in Southeast Texas in 2014–2015, found it to be effective in reducing DV perpetration and decreasing some forms of DV victimization. Economic evaluations of DV interventions are extremely limited, despite calls for more economic analyses to be incorporated in research. We help fill this gap by evaluating the cost-effectiveness from the …


Female Ex-Offenders Transitioning Into Society, Stacey L. Forte Feb 2023

Female Ex-Offenders Transitioning Into Society, Stacey L. Forte

Electronic Theses and Dissertations

The purpose of this qualitative study was to examine female ex-offenders’ perceptions of their lived experience(s) while transitioning into society after incarceration. This study examined risk factors that female ex-offenders faced while transitioning into society asking the question, “What are the lived experiences of female ex-offenders who utilized transitional housing for reentry with regard to their perception of the benefits of certain services/offerings and staff support?” Nine participants were part of the study ranging from 25–64 years of age, with the majority being between the ages of 25 and 55 years old, residing originally in five different states. Sixty percent …


The U.S. Should Increase Access To Medication For Opioid Use Disorder Among Incarcerated Individuals, Cody Nagle Jan 2023

The U.S. Should Increase Access To Medication For Opioid Use Disorder Among Incarcerated Individuals, Cody Nagle

Population Health Research Brief Series

Opioid Use Disorder (OUD) is among the most common medical diagnoses for people in jails and prisons. Those leaving incarceration without substance use treatment are 40 times more likely than the general public to have a fatal overdose, making it the leading cause of death for people recently released. This brief describes the use of Medication for Opioid Use Disorder (MOUD) and Medication Assisted Treatment (MAT) as realistic and legally protected approaches to reducing overdoses upon exiting incarceration. It also calls for federal regulation and guidance on the use of MOUD in prisons, jails, and drug courts to ensure each …


Predicting Suicidal And Self-Injurious Events In A Correctional Setting Using Ai Algorithms On Unstructured Medical Notes And Structured Data, Hongxia Lu, Alex Barrett, Albert Pierce, Jianwei Zheng, Yun Wang, Chun Chiang, Cyril Rakovski Jan 2023

Predicting Suicidal And Self-Injurious Events In A Correctional Setting Using Ai Algorithms On Unstructured Medical Notes And Structured Data, Hongxia Lu, Alex Barrett, Albert Pierce, Jianwei Zheng, Yun Wang, Chun Chiang, Cyril Rakovski

Mathematics, Physics, and Computer Science Faculty Articles and Research

Suicidal and self-injurious incidents in correctional settings deplete the institutional and healthcare resources, create disorder and stress for staff and other inmates. Traditional statistical analyses provide some guidance, but they can only be applied to structured data that are often difficult to collect and their recommendations are often expensive to act upon. This study aims to extract information from medical and mental health progress notes using AI algorithms to make actionable predictions of suicidal and self-injurious events to improve the efficiency of triage for health care services and prevent suicidal and injurious events from happening at California's Orange County Jails. …