Digital Commons Network^™

Social Determinants Of Health Extraction From Clinical Notes Across Institutions Using Large Language Models, Vipina K Keloth, Salih Selek, Qingyu Chen, Christopher Gilman, Sunyang Fu, Yifang Dang, Xinghan Chen, Xinyue Hu, Yujia Zhou, Huan He, Jungwei W Fan, Karen Wang, Cynthia Brandt, Cui Tao, Hongfang Liu, Hua Xu

Faculty, Staff and Student Publications

Detailed social determinants of health (SDoH) is often buried within clinical text in EHRs. Most current NLP efforts for SDoH have limitations, investigating limited factors, deriving data from a single institution, using specific patient cohorts/note types, with reduced focus on generalizability. We aim to address these issues by creating cross-institutional corpora and developing and evaluating the generalizability of classification models, including large language models (LLMs), for detecting SDoH factors using data from four institutions. Clinical notes were annotated with 21 SDoH factors at two levels: level 1 (SDoH factors only) and level 2 (SDoH factors and associated values). Compared to …

Integrating Social Work In An Aboriginal Community Controlled Health Service Primary Health Care Setting: The First Three Months Of Data, Ines Sofia Zuchowski, Erin Waters, Albert Kuruvila, Brodie Kuhn, Rebecca Lee

Journal of the Australian Indigenous HealthInfoNet

Background

Social work within General Practice is an emerging contributor to primary healthcare aiming to address social determinants of health. Aboriginal and Torres Strait Islander people experience higher rates of health inequity and racism than non-Indigenous Australians. The Townsville Aboriginal and Islander Health Service [TAIHS] is an Aboriginal and Torres Strait Islander Community Controlled Health Service [ATSICCHS] whose mission is to deliver culturally appropriate services to achieve better health and wellbeing outcomes for Aboriginal and Torres Strait Islander people.

Objective

This article reports on the first three months of data collection of a social worker employed at TAIHS as part …

Observed And Reported Outcomes Following Experiential Cultural Capability And Clinical Yarning Training For Clinicians Treating Aboriginal And Torres Strait Islander People With Persistent Pain, Stuart Ekberg, Renata F. I Meuter, Ivan Lin, Roslyn Rowen, Angela Kinnell, Eva Malacova, Tania Waring, Kushla Houkamau, Marayah Taylor, Matthew Bryant, Jermaine Isua, Andrew Claus, Paul Gray, Joseph Kluver, Christina M. Bernardes, Greg Pratt

Journal of the Australian Indigenous HealthInfoNet

Communication is recognised as crucial to culturally safe healthcare, and poor communication remains a major reason that Aboriginal and Torres Strait Islander people do not access healthcare. This pragmatic, pre-post comparison study employed mixed methods to evaluate cultural capability and clinical yarning training delivered to 57 clinicians supporting Aboriginal and Torres Strait Islander people at three persistent pain management services in Queensland, Australia. Observable outcomes of the training were evaluated by video recording clinicians’ training experiences and seven consultations with patients that occurred either pre- or post-training. Reported outcomes were evaluated by using a modified Cultural Safety Survey (CSS), which …

Burnout And Self-Efficacy: Exploring The Rewards And Challenges Faced By Crisis Counselors Working In Emergency Department Settings, Ellen Dotas

Dissertations, 2020-current

This dissertation explores burnout and self-efficacy in counselors who work with clients in crisis in emergency department settings. Mental health and emergency departments are two areas that tend to report higher levels of burnout than are reported in other occupational fields. While much research has been done on the topics of burnout and self-efficacy, limited information is available about counselors who work in these crisis roles. This dissertation follows a three-manuscript format and includes a conceptual, qualitative, and quantitative manuscript. The conceptual manuscript explores the nature of the crisis assessment itself, focusing on the area of risk assessment. The qualitative …

"Bridging Research, Outreach, And Care: Advancing Community-Driven Cancer Solutions", Rachel M. Ceballos Phd​, Angie Fausett Agnp-C, Dnp​, Allison Foust Mha, Mches​

Utah Conference on Community Engagement

"This panel will provide an overview of Huntsman Cancer Institute’s (HCI) collaborative efforts to enhance cancer care through innovative community outreach and local treatment programs, with a specific focus on rural outreach and care. Panelists will discuss HCI’s approach to fostering partnerships with community champions, integrating regional outreach through initiatives like the Mountain West Cancer Collaborative (MWCC), and expanding local treatment options to increase accessibility and equity in care, especially in rural areas. By highlighting how these initiatives align with HCI’s mission to reduce cancer disparities, the panel will emphasize strategies for improving cancer prevention, treatment, and survivorship in underserved …

A Single Center Qualitative Study To Improve Coordination Of Follow-Up Care For Patients Diagnosed With Abusive Head Trauma, Ruairi Smith-Dewey, Elise Wright, Daniella Donofrio, Hannah Goebel, Sara Kilbride

Research Days

Background/Project Intent: Review of cases identified 16 possible follow-up needs. A single patient had a maximum of 12 potential needs. Needs not being addressed included written documentation for need of follow-up without subsequent referral placed/appointment scheduled or need not addressed at all. The goal of this project was to have all follow-up needs addressed for at least 50% of children diagnosed with AHT by January 2025.

Methods: All children admitted to CMH from January 2024-December 2024 and diagnosed with AHT by the Safety, Care & Nurturing (SCAN) team were included. Interventions were designed and implemented by a multidisciplinary team to …

Integrating Positive Psychology And Spirituality To Foster Meaning And Well-Being In Older Adults, Crystal Morris

Adultspan Journal

This perspective article explores the integration of positive psychology interventions (PPIs) and spirituality in therapy to foster meaning and well-being in older adults. It highlights exercises such as the positive introduction, positive legacy, character strengths, mindfulness, mindful-based yoga, and a manifestation prayer journaling. The interventions presented are tools to support older adults that may experience depression, difficult life transitions, and the search for renewed meaning. Therapists who integrate PPIs and spirituality into therapy can promote a holistic, non-pathological approach to treatment.

Evaluation Of A Multistage Implementation Of Medication For Opioid Use Disorder Services In Primary Care, Sarah Lawson, Allie Hamilton, Jordan Lazarus, Gregory A. Jaffe, Erica Li, Lara Weinstein, Susan Fidler, Erin Kelly

Department of Family & Community Medicine Faculty Papers

INTRODUCTION: Despite effective treatment for opioid use disorder, access to care is limited. Increased availability of evidence-based medication for opioid use disorder (MOUD) treatment within primary care is urgently needed. This study describes efforts to increase MOUD services within a large urban primary care practice.

METHODS: After an internal assessment of barriers to MOUD services, a two-phase approach was used to educate providers and to implement MOUD services within a primary care practice over 2.5 years. Physicians became X-waiver certified in the education phase and completed four internal training sessions. Physicians completed pre-post surveys to assess their intention to prescribe …

Protocol For A Randomized Controlled Trial To Determine If Biomarkers Predict Response To A Pediatric Chronic Pain Symptom Management Program, Rona L Levy, Tasha B Murphy, Margaret M Heitkemper, Miranda A L Van Tilburg, Ann R Mcmeans, Jocelyn Chang, Cynthia Boutte, Katherine Lamparyk, Bruno P Chumpitazi, Robert J Shulman

Children’s Nutrition Research Center Staff Publications

Background/Objectives: Disorders of gut-brain interaction (DGBI), characterized by chronic abdominal pain and significant disability, affect 15-20% of children and adults and continue into adulthood in ~60% of cases. Costs for adults reach USD 30 billion per year, yet effective management strategies are elusive. Studies support using cognitive behavioral therapy (CBT), but abdominal pain only improves in ~40% of patients. Dietary management (low FODMAP diet; LFD) has also shown promise but it is effective in only a similar percentage of patients. Studies suggest that biologic factors (biomarkers) contribute to CBT response. Similarly, gut microbiome composition appears to influence abdominal pain …

Protocol For A Randomized Controlled Trial To Determine If Biomarkers Predict Response To A Pediatric Chronic Pain Symptom Management Program, Rona L Levy, Tasha B Murphy, Margaret M Heitkemper, Miranda A L Van Tilburg, Ann R Mcmeans, Jocelyn Chang, Cynthia Boutte, Katherine Lamparyk, Bruno P Chumpitazi, Robert J Shulman

Faculty, Staff and Students Publications

Background/Objectives: Disorders of gut-brain interaction (DGBI), characterized by chronic abdominal pain and significant disability, affect 15-20% of children and adults and continue into adulthood in ~60% of cases. Costs for adults reach USD 30 billion per year, yet effective management strategies are elusive. Studies support using cognitive behavioral therapy (CBT), but abdominal pain only improves in ~40% of patients. Dietary management (low FODMAP diet; LFD) has also shown promise but it is effective in only a similar percentage of patients. Studies suggest that biologic factors (biomarkers) contribute to CBT response. Similarly, gut microbiome composition appears to influence abdominal pain …

A Single Center Qualitative Study To Improve Coordination Of Follow-Up Care For Patients Diagnosed With Abusive Head Trauma, Ruairi Smith-Dewey, Elise Wright, Daniella Donofrio, Hannah Goebel, Sara Kilbride

Posters

Introduction: Children diagnosed with abusive head trauma (AHT) have subsequent long-term developmental, behavioral, and medical consequences resulting in increased medical system utilization. There were 16 overall potential needs identified, with a single patient having 12. In 2023 at Children’s Mercy Hospital (CMH), 47% (8/17) of patients with AHT had < 50% of follow-up needs addressed at time of discharge. None had 100% of follow-up needs addressed. Needs not being addressed included need not identified or written documentation for need of follow-up without subsequent referral placed/appointment scheduled. Project goal was all follow-up needs to be addressed for at least 50% of children with AHT by January 2025. Methods (include PDSA cycles): Children admitted to CMH from January 2024-December 2024 and diagnosed with AHT by the Safety, Care & Nurturing (SCAN) team were included. Interventions were designed and implemented by a multidisciplinary team to address barriers including variation in scheduling process per specialty, lack of knowledge, and changing caregivers. • PDSA 1 (1/1/24): SCAN added standardized list of potential follow-up needs to documentation. • PDSA 2 (2/1/24): Trauma NP placed ophthalmology outpatient referrals. • PDSA 3 (3/1/24) Social work placed and documented early intervention referrals. Transitioned to SCAN RN responsibility. • PDSA 4 (4/10/24): AHT caregiver handouts with description of all potential follow-up needs added to discharge instructions. • PDSA 5 (12/11/24): AHT Evidence Based Practice guideline created including follow-up needs. Appointments and referrals were tracked by the author. QI tools used included fault tree, fishbone, and PICK Chart. Results: In 2024, 27 children were diagnosed with AHT by SCAN team at CMH. Five children were excluded from the study as 3 died and 2 were transferred to another hospital. The number of patients with < 50% of follow-up needs addressed was reduced from 47% to 43%. All follow-up needs were addressed in 13% (3/23) of patients. Conclusions: While project aims weren’t met, there was progress. Next steps include educating all discharging teams at CMH as there is no single team discharging these patients. Overall, there are few of these patients so standardization of discharge practices is challenging. SCAN created a working group and point person for appointment tracking to ensure follow-up needs established at discharge.

Mental Health Conditions Among Patients With A Disorder Of The Gut-Brain Interaction, Ambia Ahmed, Nicole Smith, Anya Cutler, Mariaelena Terzis, Laura J. Faherty, Julia Fritz

Costas T. Lambrew Research Retreat 2025

Two thirds of pediatric patients with disorders of the gut-brain interaction have mental health comorbidity.

Factors Influencing No Show Rates In Adult Urology Patients, Bruce T. Ndebanje, Ethan Griffin, Evelyn James, Lily C. Wang

Costas T. Lambrew Research Retreat 2025

Our study highlights a strong association between insurance status and no-show rates. Patients with Medicaid or no insurance were significantly more likely to miss appointments (OR 3.25 and 5.99).

Legal Issues And Outcomes Of A Medical-Legal Partnership For Cancer Patients, Allison B. Dowling, Abigail Sweeney, Megan E. Gordon, Lisa Kessler, Deborah Perry, Vicki W. Girard, Shreya Kalra

Georgetown Law Faculty Publications and Other Works

The medical-legal partnership (MLP) model is a multidisciplinary intervention with demonstrated success in addressing health-harming legal needs. We analyzed initial data from the Georgetown University Health Justice Alliance’s Cancer Legal Assistance and Well-being Project (Cancer LAW), an MLP between Georgetown University and MedStar Health serving cancer patients receiving care at an urban, safety-net hospital in Washington, D.C. The sample included 81 patients, who had an average of two legal issues, most commonly in the areas of Social Security, estate planning, housing, and health insurance. Data collected during legal representation captured both financial and non-financial benefits to patients. Patients who responded …

Pelvic Inflammatory Disease, Children's Mercy Kansas City

Clinical Pathways

No abstract provided.

Evaluating Triage To Genetic Counseling Using An Online Reproductive Genetics Module, Grace Ra

Dissertations and Theses (Open Access)

The American College of Obstetricians and Gynecologists recommends genetic screening for all pregnant women. As clinical recommendations broaden and demand for prenatal screening increases, obstetric practitioners report time constraints and lack of genetics knowledge as challenges to providing sufficient pretest education. These challenges in offering routine screening are further compounded by the inequities in access to genetic counseling and testing. Thus, alternative education and service delivery models have emerged to meet the demands for prenatal genetics education and help mitigate challenges surrounding access. At UTHealth Houston, an online triage and education module, the Prenatal Genetics Education Program (PGEP), was created …

Navigating Challenges In Palliative Care: A Survey On Asco Guideline Adherence Among Health Care Providers In Low- And Middle-Income Countries., Cristiane Decat Bergerot, Enrique Soto-Perez-De-Celis, Chadane Thompson, Rushil Patel, Jafar Al-Mondhiry, Tingting Zhang, Nathasha Dhawan, Darcy Burbage, Joseph Mccollom Do, Mazie Tsang, Ramy Sedhom, William E Rosa

PCI Publications and Projects

PURPOSE: Integrating palliative care into oncology is essential, yet disparities in access and quality persist, particularly in low- and middle-income countries (LMICs). The ASCO guidelines advocate for early, routine, interdisciplinary palliative care for patients with advanced cancer. Barriers to implementing these recommendations include resource limitations, inadequate training, and cultural perceptions. Recognizing these challenges is essential for improving equitable access to palliative care worldwide.

METHODS: This prospective survey assessed adherence to ASCO recommendations for palliative care integration among LMIC health care providers (HCPs). Participants were recruited via e-mail, social media, and a list of members involved in the ASCO Palliative Care …

Maternal-Fetal Surgery For Myelomeningocele Longitudinal Follow-Up Model: Mitigation Of Care Fragmentation Through Care Coordination And Outcomes Reporting, Jonathan Castillo, Mary M Locastro, Romain Corroenne, Anjali Malhotra, Alexander Van Speybroeck, Grace Lai, Michael A Belfort, Magdalena Sanz Cortes, Heidi Castillo

Faculty, Staff and Students Publications

Purpose

Methods

Results

Reducing Diabetic Ketoacidosis Incidence In Children With Type 1 Diabetes Through Wraparound Services At Texas Children's Hospital: The Reach Program, Selorm Dei-Tutu, Fulfilled Ighalo, Pavandeep Rakhra, Rebecca Butler, Amelia Martinez, Kelly Timmons, Don Buckingham, David D Schwartz, Meghan Craven

Faculty, Staff and Students Publications

Quality Improvement Success Stories are published by the American Diabetes Association in collaboration with the American College of Physicians and the National Diabetes Education Program. This series is intended to highlight best practices and strategies from programs and clinics that have successfully improved the quality of care for people with diabetes or related conditions. Each article in the series is reviewed and follows a standard format developed by the editors of

Use Of Interdisciplinary Rounds For The Identification Of Hospitalized Adults In Need Of Palliative Care, Brenda A. Blunt

Evidence-Based Practice Project Reports

Palliative care (PC) is specialized care that aims to provide relief from the stress and symptoms of living with a serious illness (Center to Advance Palliative Care, 2022). PC services are often underutilized in the hospital, leaving a significant number of patients with unmet needs (Haranis et al, 2023; Kawashima & Evans, 2023; Smith et al, 2019). The purpose of this evidence-based practice project was to improve processes for identifying hospitalized patients for referral to specialty inpatient PC. The intervention involved interdisciplinary rounds (IDR) for adult inpatients on two medical-surgical (MESG) units in an 84-bed community hospital in suburban Milwaukee, …

Update On Cancer And Central Nervous System Tumor Surveillance In Pediatric Nf2-, Smarcb1-, And Lztr1-Related Schwannomatosis, Melissa R Perrino, Marjolijn C J Jongmans, Gail E Tomlinson, Mary-Louise C Greer, Sarah R Scollon, Sarah G Mitchell, Jordan R Hansford, Kris Ann P Schultz, Wendy K Kohlmann, Jennifer M Kalish, Suzanne P Macfarland, Anirban Das, Kara N Maxwell, Stefan M Pfister, Rosanna Weksberg, Orli Michaeli, Uri Tabori, Gina M Ney, Philip J Lupo, Jack J Brzezinski, Douglas R Stewart, Emma R Woodward, Christian P Kratz

Faculty, Staff and Students Publications

Schwannomatosis (SWN) is a distinct cancer predisposition syndrome caused by germline pathogenic variants in the genes NF2, SMARCB1, or LZTR1. There is a significant clinical overlap between these syndromes with the hallmark of increased risk for cranial, spinal, and peripheral schwannomas. Neurofibromatosis type 2 was recently renamed as NF2-related SWN and is the most common SWN syndrome, with increased risk for bilateral vestibular schwannomas, intradermal schwannomas, meningiomas, and less commonly, ependymoma. SMARCB1-related SWN is a familial SWN syndrome associated with peripheral and spinal schwannomas and an increased risk for meningiomas and malignant peripheral nerve sheath tumors, even in the absence …

Life Course Analysis: How Social Needs And Family Dynamics Impact Clinical Decision-Making, Vito Agrusa, Laila N. Abdallah, Bryen Turco

Clinical Research in Practice: The Journal of Team Hippocrates

The authors explore Life Course Analysis and how social needs (including pet care), changing demographics, and loneliness affect inpatient hospitalization and clinical decision making.

"I Know Who I Am": Draw-And-Tell Conversations With Gender-Creative Children, Eline Leemans Lenne

Dissertations and Theses

A growing number of children identify in various gender-creative ways, likely due to broader social awareness and affirmation of transgenderism. Gender-creative children face higher risks for adverse social, academic, mental health, and healthcare outcomes compared to non-transgender peers. Support from loved ones along with guidance from pediatric providers can mitigate poor outcomes and ensure that gender-creative children live healthy and happy lives. Young gender-creative children's perspectives about the aforementioned topics are markedly absent from the literature, which instead highlights adolescent and adult proxy perspectives.

In this participatory arts-based study anchored by a constructivist epistemology and informed by post-structuralist, queer, and …

"Health Gatekeepers": The Influence Of Women On Health Practices In Rural, Central Appalachia, Reese Lycan

Senior Theses

Women have historically assumed leadership roles in familial and community health promotion, intervention, and facilitation. While the role of women in family health is globally understood and the historical importance of female leadership has been documented, there remains a gap in knowledge regarding the role of women as “health gatekeepers”. Furthermore, when considering the Appalachian region, there are limited studies regarding women’s place in leadership as far as health is concerned. Therefore, this study employs a hermeneutic phenomenological framework to explore the lived experiences of women in relation to their family and community’s health in rural, Central Appalachia- a region …

Behavioral Escalation In The Ed, Children's Mercy Kansas City

Clinical Pathways

No abstract provided.

Suspected Abusive Head Trauma, Children's Mercy Kansas City

Clinical Pathways

No abstract provided.

Fostering Cognitive Complexity In Behavioral Health Providers: Perspectives From Supervisors In Integrated Primary Care, Katherina Nako

Counseling & Human Services Theses & Dissertations

The integration of behavioral health into primary care settings, known as Integrated Primary Care (IPC), offers a holistic approach to addressing both physical and mental health needs (Ramanuj et al., 2019). Efforts to expand access to mental healthcare have contributed to the growing presence of IPC settings (Martin 2017), with mental health providers, such as mental health counselors, joining these teams as Behavioral Health Providers (BHPs; Blount, 2017). However, the unique complexities of IPC often leave BHPs feeling underprepared, largely due to the traditional training frameworks emphasized in many graduate counseling programs. The need for BHPs to adapt to the …

“Everything Is Electronic Health Record-Driven”: The Role Of The Electronic Health Record In The Emergency Department Diagnostic Process, Tyler G James, Courtney W Mangus, Sarah J Parker, P Paul Chandanabhumma, C M Cassady, Fernanda Bellolio, Kalyan Pasupathy, Milisa Manojlovich, Hardeep Singh, Prashant Mahajan

Faculty, Staff and Students Publications

Objectives: There is limited knowledge on how providers and patients in the emergency department (ED) use electronic health records (EHRs) to facilitate the diagnostic process. While EHRs can support diagnostic decision-making, EHR features that are not user-centered may increase the likelihood of diagnostic error. We aimed to identify how EHRs facilitate or impede the diagnostic process in the ED and to identify opportunities to reduce diagnostic errors and improve care quality.

Materials and methods: We conducted semistructured interviews with 10 physicians, 15 nurses, and 8 patients across 4 EDs. Data were analyzed using a hybrid thematic analysis approach, which blends …

Dissemination And Implementation Approach To Increasing Access To Local Pre-Exposure Prophylaxis (Prep) Resources With Black Cisgender Women: Intervention Study With Vlogs Shared On Social Media, Mandy J Hill, Laurenia Mangum, Sandra J Coker, Tristen Sutton, Diane M Santa Maria

Faculty, Staff and Student Publications

Background: Black cisgender women account for only 2% of pre-exposure prophylaxis (PrEP)-eligible people in the United States who use PrEP to prevent HIV. Owing to the low PrEP use, Black cisgender women continue to contract HIV more frequently than women from every other racial group. Intervention efforts that can bridge the link between knowing that PrEP prevents HIV and support with access to PrEP are necessary for Black cisgender women.

Objective: The purposes of the vlogs through the campaign were to share information about ways to prevent HIV using PrEP and fact-based education and provide access to PrEP resources with …

Using The 5ms Framework To Advance Aging-Responsive Care For Heart Failure With Reduced Ejection Fraction, Abigail Latimer, Debra K. Moser, Jia-Rong Wu, Kim K. Birtcher, Malachy J. Clancy, Jennifer D. Portz, Joanna Paladino, Daniel D. Matlock, Christopher E. Knoepke

Department of Occupational Therapy Faculty Papers

Complexity of care is the inevitable consequence of an aging population and is particularly true in instances where patients are managing chronic conditions such as heart failure with reduced ejection fraction (HFrEF). HFrEF itself is complex, with an undulating course of illness, increased risk of sudden cardiac death, and myriad accompanying treatment considerations. Generalist management of HFrEF among older patients is further complicated by competing comorbidities, potential for financial toxicity, potential for mental health symptoms, and risk of care with does not align with goals and preferences. The 5Ms (multicomplexity, mind, mobility, medications, and matters most) is a holistic conceptualization …