Health Services Research Commons^™

Expert Recommendations To Strengthen Chikungunya Outbreak Surveillance And Reporting For Traveler Health Protection, Daniel C. Payne, Karoun H. Bagamian, Jeffery Goad, Nathan D. Grubaugh, Michael A. Johansson, Moritz U. G. Kraemer, Eyal Leshem, Francesca F. Norman, Alfonso J. Rodríguez-Morales, Henrik Salje, Stephen Thomas, Scott C. Weaver, Lindsey A. Laytner, Rebecca Sturgis, Suzanne K. Scheele, Davidson H. Hamer

Pharmacy Faculty Articles and Research

Chikungunya, a debilitating mosquito-borne disease caused by chikungunya virus, has surged dramatically in the past two decades. Chikungunya outbreaks can intensify rapidly, with infections posing a significant endemic health burden in tropical/subtropical areas and for travelers. Health professionals require timely and accurate outbreak information to adequately protect travelers and assess chikungunya risk. However, detection is often insufficient in the areas most susceptible to outbreaks, leading to diagnostic and reporting delays. Consequently, travelers are often unaware of increased chikungunya infection risk at their destination. We assessed chikungunya surveillance and reporting resources, and we developed expert recommendations for traveler health protection. Because …

Level Of Comfort And Barriers To Pediatric Vaccination Among Pharmacy-Based Immunizers In California, Laressa Bethishou, Karl Hess, Richard Beuttler, Jeffery Goad

Pharmacy Faculty Articles and Research

Background

Pharmacists are increasingly recognized as accessible immunizers, yet pediatric vaccination rates in community pharmacies remain lower than those for adults, likely due to unique barriers. This study aimed to assess the comfort level of pharmacy-based immunizers in California with administering vaccines to pediatric patients and to identify barriers limiting their participation in pediatric immunization.

Methods

An IRB-approved, cross-sectional survey was distributed electronically to pharmacists, student pharmacists, and pharmacy technicians administering vaccines in California community pharmacies between November 2022 and February 2023. The survey measured comfort with vaccinating pediatric age groups, perceived barriers, and collected demographic data. Data analysis included …

Assessment Of Antimicrobial Transition Errors From Hospitals To Skilled Nursing Facilities, Amy Y. Kang, Guarina A. Garcia Delgado, Ashley Nguyen, Maddie Yeh, Tracy Ly, Richard C. Beuttler, Abisay Ortega, Donna Phan Tran, Evelyn Flores, Charis Tjeong, Andrew Bishop, Praneet Kalkat, Loren G. Miller

Pharmacy Faculty Articles and Research

Background More than 1 million Americans reside in skilled nursing facilities (SNFs). Antimicrobial transition errors among patients transferred from hospital to SNFs pose safety risks and may lead to poor outcomes, but data on such errors are limited.   Methods We conducted a retrospective cohort study of infectious diseases clinics from 1 June 2020 through 30 November 2023 at the Los Angeles County Department of Health Services, a large safety-net health system. We performed logistic regression analyses to identify factors associated with antimicrobial transition errors and poor infection outcomes.   Results We screened records of 6865 clinic patients, among whom 112 were …

Design Considerations For Conversational Agents To Assess The Social-Emotional Well-Being Of Young Children In Low-Income South African Communities, Lucretia A. Williams, Elizabeth A. Ankrah, Catherine E. Draper, Caylee J. Cook, Franceli L. Cibrian, Jesus A. Beltran, Kimberley D. Lakes, Gillian R. Hayes

Engineering Faculty Articles and Research

A variety of digital technologies have been used to support early childhood development (ECD) programs in low-income South African communities. Even though technology has provided opportunities to increase access to health interventions, the lack of trust and socio-economic constraints under which these tools would need to work pose complex challenges. We examine home visitors’ work processes, experiences, and preferences of a conversational agent to support their work of administering social-emotional well-being assessments to young children ages 0-5. Analysis of the results of focus groups with 51 home visitors indicates the need for designing conversational agents that support ECD in the …

The Quic-Sp: A Spanish Language Tool Assessing Unpredictability In Early Life Is Linked To Physical And Mental Health, Sabrina R. Liu, Natasha A. Bailey, Sara Romero-González, Amy Moors, Belinda Campos, Elysia P. Davis, Laura M. Glynn

Psychology Faculty Articles and Research

Accumulating evidence indicates that unpredictable signals in early life represent a unique form of adverse childhood experiences (ACEs) associated with disrupted neurodevelopmental trajectories in children and adolescents. The Questionnaire of Unpredictability in Childhood (QUIC) was developed to assess early life unpredictability, encompassing social, emotional, and physical unpredictability in a child’s environment, and has been validated in three independent cohorts. However, the importance of identifying ACEs in diverse populations, including non-English speaking groups, necessitates translation of the QUIC. The current study aims to translate and validate a Spanish language version of the QUIC (QUIC-SP) and assess its associations with mental and …

Predisposing, Enabling, And Need Factors Influencing Health-Related Quality Of Life Among People With Metabolic Syndrome, Olajide Adekunle, Yun Wang, Ismaeel Yunusa, Marc L. Fleming, Enrique Seoane-Vazquez, Lawrence M. Brown

Pharmacy Faculty Articles and Research

Background

Objective

Methods

The Bench To Community Initiative: Community-Based Participatory Research Model For Translating Research Discoveries Into Community Solutions, Jazma L. Tapia, Abigail Lopez, D. Bing Turner, Tonya Fairley, Tiah Tomlin-Harris, Maggie Hawkins, Pastor Rhonda Holbert, Lindsey S. Treviño, Dede K. Teteh-Brooks

Health Sciences and Kinesiology Faculty Articles

Methods: Community-based participatory research (CBPR) is an effective methodology for translating research findings from academia to community interventions. The Bench to Community Initiative (BCI), a CBPR program, builds on prior research to engage stakeholders across multiple disciplines with the goal of disseminating interventions to reduce breast cancer disparities and improve quality of life of Black communities.

The BCI program was established to understand sociocultural determinants of personal care product use, evaluate the biological impact of endocrine disrupting chemicals, and develop community interventions. The three pillars of the program include research, outreach and engagement as well as advocacy activities. The research …

Evidence-Based Prostate Cancer Screening Interventions For Black Men: A Systematic Review, Abigail Lopez, Jared T. Bailey, Dorothy Galloway, Leanne Woods-Burnham, Susanne B. Montgomery, Rick Kittles, Dede K. Teteh-Brooks

Health Sciences and Kinesiology Faculty Articles

Abstract

Prostate cancer is the second leading cause of death for men in the U.S. and Black men are twice as likely to die from the disease. However, prostate cancer, if diagnosed at an earlier stage, is curable. The purpose of this review is to identify prostate cancer screening clinical trials that evaluate screening decision-making processes of Black men.

Methods

The databases PubMed, Ovid MEDLINE, CINAHL Plus, and PsychInfo were utilized to examine peer-reviewed publications between 2017 and 2023. Data extracted included implementation plans, outcome measures, intervention details, and results of the study. The Critical Appraisal Skills Programme was used …

Perceptions Of Metabolic Syndrome Management Utilization In Relation With Patient Characteristics And Health-Related Quality Of Life, Olajide Adekunle

Pharmaceutical Sciences (PhD) Dissertations

Challenges in managing MetS include untreated risk factors and ineffective management, resulting in poor health-related quality of life (HRQoL). A significant factor contributing to these challenges is the underutilization of management services, possibly due to patients' perceptions of disease management resource utilization (PMU). Therefore, understanding patients' PMU is crucial for improving health outcomes. The study investigated PMU, explored PMU predictors, and investigated the impact of PMU and patients’ demographics on HRQoL. Using a cross-sectional design, data on perceptions of healthcare, medication, and pharmacy service utilization, prior experience with pharmacy services, demographics, and HRQoL were collected from adult individuals with obesity …

Real-World Dispensing Of Buprenorphine In California During Prepandemic And Pandemic Periods, Yun Wang, Alexandre Chan, Richard Beuttler, Marc L. Fleming, Todd Schneberk, Michael Nichol, Haibing Lu

Pharmacy Faculty Articles and Research

Introduction: The opioid overdose crisis in the United States has become a significant national emergency. Buprenorphine, a primary medication for individuals coping with opioid use disorder (OUD), presents promising pharmacokinetic properties for use in primary care settings, and is often delivered as a take-home therapy. The COVID-19 pandemic exacerbated the scarcity of access to buprenorphine, leading to dire consequences for those with OUD. Most existing studies, primarily focused on the immediate aftermath of the COVID-19 outbreak, highlight the challenges in accessing medications for opioid use disorder (MOUDs), particularly buprenorphine. However, these studies only cover a relatively short timeframe. Methods: To …

Assessing Perspectives Of A Global Health Area Of Concentration Within The Pharmd Curriculum, Jennifer Ko, Lauren Jonkman, Vidya Balakrishna Sharma, Emily Liu, Sharon E. Connor

Pharmacy Faculty Articles and Research

Introduction

While global health education in pharmacy expands, limited research has described the outcome of completing a global health area of concentration on career decisions, perceptions on cultural sensitivity, health disparity awareness, and global health competencies among pharmacists and students.

Methods

This mixed methods study enrolled 21 graduates and 17 student pharmacists who participated in a global health concentration at one school of pharmacy in the United States. Data sources included graduate interviews and surveys, student pharmacist focus groups, and global health competency self-assessments.

Results

Five themes emerged among graduates: (1) skills were applicable to diverse settings, (2) early exposure …

Advances In Nlp Algorithms On Unstructured Medical Notes Data And Approaches To Handling Class Imbalance Issues, Hanna Lu

Computational and Data Sciences (PhD) Dissertations

This dissertation is composed of three research projects, each addressing one aspect of the text classification tasks on unstructured medical notes.

The first study investigated the model performance of sequence deep learning models that are widely used in NLP tasks such as RNN, GRU, LSTM, Bi-LSTM, as well as CNN and the novel and more advanced attention-based algorithms such as the Transformer Encoder and BERT-Base. The model performances of these algorithms were evaluated with and without pre-trained word embeddings. The Transformer Encoder model stood out as the best model for all tasks and the CNN model produced comparable performance when …

Men’S Stories: An Account Of Translating Vaccine Decision Narratives From Young Men In The U.S. Into A Targeted Public Health Intervention, Michelle Miller-Day, Erin S. Craw, Diana Harris, Michael L. Hecht

Communication Faculty Articles and Research

Effective interventions to promote human papillomavirus (HPV) vaccination are needed for all young adults across the globe. Yet, most public health efforts focus on HPV-related risks for females. Unfortunately, HPV-related cancers in men are also a concern, as is the potential for men to spread HPV to their partners. The HPV vaccine is highly effective in reducing risks related to these cancers. Yet, vaccination rates among young males are low and their vaccination concerns are not well understood. This project conducted 15 in-depth qualitative interviews with U.S. males aged 18–22 to hear their vaccine decision stories. Themes of HPV vaccination …

Time-To-Event Modeling For Hospital Length Of Stay Prediction For Covid-19 Patients, Yuxin Wen, Md. Fashiar Rahman, Yan Zhuang, Michael Pokojovy, Honglun Xu, Peter Mccaffrey, Alexander Vo, Eric Walser, Scott Moen, Tzu-Liang Bill Tseng

Engineering Faculty Articles and Research

Providing timely patient care while maintaining optimal resource utilization is one of the central operational challenges hospitals have been facing throughout the pandemic. Hospital length of stay (LOS) is an important indicator of hospital efficiency, quality of patient care, and operational resilience. Numerous researchers have developed regression or classification models to predict LOS. However, conventional models suffer from the lack of capability to make use of typically censored clinical data. We propose to use time-to-event modeling techniques, also known as survival analysis, to predict the LOS for patients based on individualized information collected from multiple sources. The performance of six …

Financial Hardship From Purchasing Prescription Drugs Among Older Adults In The United States Before, During, And After The Medicare Part D “Donut Hole”: Findings From 1998, 2001, 2015, And 2021, Anthony W. Olson, Jon C. Schommer, David A. Mott, Olajide Adekunle, Lawrence M. Brown

Pharmacy Faculty Articles and Research

BACKGROUND: Cost-related nonadherence compromises successful and effective management of chronic disease. The Medicare Modernization Act of 2003 (MMA) and Patient Protection and Affordable Care Act of 2010 (ACA) aimed to increase the affordability of outpatient prescription drugs for older adults (older than age 64 years). The Medicare Part D prescription drug insurance coverage gap (“donut hole”) created by the MMA was fully closed in 2020 by the ACA.

OBJECTIVES: To (1) describe prescription drug coverage and financial hardship from purchasing prescription drugs among older American adults for 2021, (2) compare these results with findings from data collected before the MMA …

“This Isn’T Just Busy, This Is Scary”: Stress, Social Support, And Coping Experiences Of Frontline Nurses During The Covid-19 Pandemic, Erin S. Craw, Tess M. Buckley, Michelle Miller-Day

Communication Faculty Articles and Research

Despite having previous experience and extensive trauma training, the COVID-19 pandemic presented unprecedented challenges for nurses working in hospital settings. During the pandemic, nurses struggle to care for patients and protect themselves from infection, while navigating ongoing organizational changes. Guided by prior literature on social support and coping, this study explores nurses’ experiences of coping with stress while treating COVID-19 patients during the pandemic. In-depth semi-structured interviews were conducted with 14 active staff nurses working in hospitals and one licensed practical nurse (LPN) at a rehabilitation center who treated COVID-19 patients during the pandemic. An inductive thematic analysis was employed …

What Predicts How Safe People Feel In Their Neighborhoods And Does It Depend On Functional Status?, Alfredo J. Velasquez, Jason A. Douglas, Fangqi Guo, Jennifer W. Robinette

Health Sciences and Kinesiology Faculty Articles

Feeling unsafe in one's neighborhood is related to poor health. Features of the neighborhood environment have been suggested to inform perceptions of neighborhood safety. Yet, the relative contribution of these features (e.g., uneven sidewalks, crime, perceived neighborhood physical disorder) on perceived neighborhood safety, particularly among people with disabilities who may view themselves as more vulnerable, is not well understood. We examined whether sidewalk quality assessed by third party raters, county-level crime rates, and perceived neighborhood disorder would relate to neighborhood safety concerns, and whether functional limitations would exacerbate these links. Using data from the 2012/2014 waves of the Health and …

Cost-Effectiveness Analysis Of Tisagenlecleucel, Blinatumomab, And Clofarabine For Treatment Of B-Cell Precursor Acute Lymphoblastic Leukemia, Kamron Lotfi

Pharmaceutical Sciences (MS) Theses

Acute lymphoblastic leukemia (ALL) is a common type of adolescent and young adult leukemia in the United States (U.S.). Patients who are refractory or relapsed after receiving two or more lines of systemic therapy have the option of taking tisagenlecleucel. Due to the high cost of this treatment, a cost-effectiveness analysis was performed to assess the treatments for tisagenlecleucel, clofarabine combination, and blinatumomab. Objectives

The objective of this study is to evaluate the cost-effectiveness of tisagenlecleucel; clofarabine, etoposide, cyclophosphamide; and blinatumomab for the treatment of relapse- refractory ALL for adolescents and young adults from the U.S. health care payer perspective. …

Examining The Impact Of Socioeconomic Variables On Covid-19 Death Rates At The State Level, James L. Doti

Economics Faculty Articles and Research

This study uses a step-wise regression model to identify the socioeconomic variables most significant in explaining COVID-19 death rates on a state-level basis. The regression tests cover the 1/1/2020 to 12/1/2020 period as well as the first and second halves of 2020. This study also uses the Oxford stringency index to measure more precisely the efficacy of governmental mandates at the state level. The results in this study rigorously showed that while the density variables were the most significant explanatory variables during the first half of the year, their significance fell during the second half. Use of the Oxford stringency …

Very Low Prevalence And Incidence Of Atrial Fibrillation Among Bolivian Forager-Farmers, Christopher J. Rowan, Michael A. Eskander, Edmond Seabright, Daniel Eid Rodriguez, Edhitt Cortez Linares, Raul Quispe Gutierrez, Juan Copajira Adrian, Daniel Cummings, Bret Beheim, Kirsten Tolstrup, Abinash Achrekar, Thomas Kraft, David E. Michalik, Michael I. Miyamoto, Adel H. Allam, L. Samuel Wann, Jagat Narula, Benjamin C. Trumble, Jonathan Stieglitz, Randall C. Thompson, Gregory S. Thomas, Hillard S. Kaplan, Michael D. Gurven

ESI Publications

Background: Atrial fibrillation is the most common arrhythmia in post-industrialized populations. Older age, hypertension, obesity, chronic inflammation, and diabetes are significant atrial fibrillation risk factors, suggesting that modern urban environments may promote atrial fibrillation.

Objective: Here we assess atrial fibrillation prevalence and incidence among tropical horticulturalists of the Bolivian Amazon with high levels of physical activity, a lean diet, and minimal coronary atherosclerosis, but also high infectious disease burden and associated inflammation.

Methods: Between 2005–2019, 1314 Tsimane aged 40–94 years (52% female) and 534 Moseten Amerindians aged 40–89 years (50% female) underwent resting 12-lead electrocardiograms to assess atrial fibrillation prevalence. …

Surgical Patients’ Hospital Experience Scores: Neighborhood Context Conceptual Framework, Ashley Wendell Kranjac, Dinko Kranjac, Michelle A. Fortier, Pat Patton, Brad Giafaglione, Zeev N. Kain

Sociology Faculty Articles and Research

Objective:

Through geocoding the physical residential address included in the electronic medical record to the census tract level, we present a novel model for concomitant examination of individual patient-related and residential context-related factors that are associated with patient-reported experience scores.

Summary Background Data:

When assessing patient experience in the surgical setting, researchers need to examine the potential influence of neighborhood-level characteristics on patient experience-of-care ratings.

Methods:

We geocoded the residential address included in the electronic medical record (EMR) from a tertiary care facility to the census tract level of Orange County, CA. We then linked each individual record to the …

A Multivariable Model Of Parent Satisfaction, Pain, And Opioid Administration In A Pediatric Emergency Department, Candice D. Donaldson, Thomas W. Heyming, Louis Ehwerhemuepha, Brooke N. Jenkins, Michelle A. Fortier, William Feaster, Zeev N. Kain

Psychology Faculty Articles and Research

Introduction: Children and adolescents are not impervious to the unprecedented epidemic of opioid misuse in the United States. In 2016 more than 88,000 adolescents between the ages of 12–17 reported misusing opioid medication, and evidence suggests that there has been a rise in opioid-related mortality for pediatric patients. A major source of prescribed opioids for the treatment of pain is the emergency department (ED). The current study sought to assess the complex relationship between opioid administration, pain severity, and parent satisfaction with children’s care in a pediatric ED.

Methods: We examined data from a tertiary pediatric care facility. A health …

Covid-19 Viral Testing Disparities In Los Angeles City, Laura Cyphers

Student Scholar Symposium Abstracts and Posters

Hispanic and Black communities have been disproportionately impacted by COVID-19-related morbidity and mortality (California Department of Public Health, 2020). Inequitable access to viral testing resources may have exacerbated these COVID-19-related racial and ethnic health disparities. For example, reports from the Los Angeles Department of Public Health revealed glaring viral testing disparities in April 2020 (early pandemic), with predominantly White communities in Los Angeles County receiving 65% more tests than Hispanic and Black communities. In response, California statewide testing was expanded for communities of color (Vann et al., 2020). To investigate access to viral testing in Los Angeles City, the current …

Using Participatory Mapping To Diagnose Upstream Determinants Of Health And Prescribe Downstream Policy-Based Interventions, Jason A. Douglas, Andrew M. Subica, Laresha Franks, Gilbert Johnson, Carlos Leon, Sandra Villanueva, Cheryl T. Grills

Health Sciences and Kinesiology Faculty Articles

Participatory mapping is a powerful methodology for working with community residents to examine social and environmental determinants of public health disparities. However, this empowering methodology has only been applied sparingly in public health research and practice, with limited examples in the literature. To address this literature gap, we 1) review participatory mapping approaches that may be applied to exploring place-based factors that affect community health, and 2) present a mixed-methods participatory geographic information systems (PGIS) examination of neighborhood assets (eg, streetlights) and challenges (eg, spaces of crime and violence) related to access to public parks in South Los Angeles, California. …

Covid-19 Treatment Resource Disparities And Social Disadvantage In New York City, Jason A. Douglas, Andrew M. Subica

Health Sciences and Kinesiology Faculty Articles

Black and Hispanic communities in the U.S. have endured a disproportionate burden of COVID-19-related morbidity and mortality. Racial and ethnic health disparities such as these are frequently aggravated by inequitable access to healthcare resources in disadvantaged communities. Yet, no known studies have investigated disadvantaged communities' access to COVID-19-related healthcare resources. The current study accordingly examined racial and ethnic differences in (1) April 2020 COVID-19 total and positive viral test rates across 177 New York City (NYC) ZIP Code Tabulation Areas (ZCTA); and (2) November 2019–April 2020 licensed and intensive care unit (ICU) hospital bed access across 194 NYC ZCTAs. Pairwise …

Race, Ethnicity, And Insurance: The Association With Opioid Use In A Pediatric Hospital Setting, Louis Ehwerhemuepha, Candice D. Donaldson, Zeev N. Kain, Vivian Luong, Michelle A. Fortier, William Feaster, Michael Weiss, Daniel Tomaszewski, Sun Yang, Michael Phan, Brooke N. Jenkins

Psychology Faculty Articles and Research

Background

This study examined the association between race/ethnicity and health insurance payer type with pediatric opioid and non-opioid ordering in an inpatient hospital setting.

Methods

Cross-sectional inpatient encounter data from June 2013 to June 2018 was retrieved from a pediatric children’s hospital in Southern California (N = 55,944), and statistical analyses were performed to determine associations with opioid ordering.

Results

There was a significant main effect of race/ethnicity on opioid and non-opioid orders. Physicians ordered significantly fewer opioid medications, but a greater number of non-opioid medications, for non-Hispanic African American children than non-Hispanic Asian, Hispanic/Latinx, and non-Hispanic White pediatric …

Artificial Intelligence–Powered Smartphone App To Facilitate Medication Adherence: Protocol For A Human Factors Design Study, Don Roosan, Jay Chok, Mazharul Karim, Anandi V. Law, Andrius Baskys, Angela Hwang, Moom Roosan

Pharmacy Faculty Articles and Research

Background: Medication Guides consisting of crucial interactions and side effects are extensive and complex. Due to the exhaustive information, patients do not retain the necessary medication information, which can result in hospitalizations and medication nonadherence. A gap exists in understanding patients’ cognition of managing complex medication information. However, advancements in technology and artificial intelligence (AI) allow us to understand patient cognitive processes to design an app to better provide important medication information to patients.

Objective: Our objective is to improve the design of an innovative AI- and human factor–based interface that supports patients’ medication information comprehension that could potentially …

A 12-Lead Electrocardiogram Database For Arrhythmia Research Covering More Than 10,000 Patients, Jianwei Zhang, Jianming Zhang, Sidy Daniako, Hai Yao, Hangyuan Guo, Cyril Rakovski

Mathematics, Physics, and Computer Science Faculty Articles and Research

This newly inaugurated research database for 12-lead electrocardiogram signals was created under the auspices of Chapman University and Shaoxing People’s Hospital (Shaoxing Hospital Zhejiang University School of Medicine) and aims to enable the scientific community in conducting new studies on arrhythmia and other cardiovascular conditions. Certain types of arrhythmias, such as atrial fibrillation, have a pronounced negative impact on public health, quality of life, and medical expenditures. As a non-invasive test, long term ECG monitoring is a major and vital diagnostic tool for detecting these conditions. This practice, however, generates large amounts of data, the analysis of which requires considerable …

Using Community Pharmacy Immunization Screening Forms To Identify Potential Immunization Opportunities, Albert T. Bach, Jeffery A. Goad

Pharmacy Faculty Articles and Research

Immunization screening forms are completed for each patient that is to be vaccinated in the pharmacy. Screening forms contain demographic and health questions, which are used to determine if a patient is contraindicated to receive a vaccine. The objective is to determine if patient responses to questions on these forms can be used to identify potential vaccine indications. De-identified data was retrospectively collected from 11 community pharmacies in California and Michigan that included basic demographics, answers to immunization screening questions, and vaccine(s) administered during that visit. The Advisory Committee on Immunization Practices (ACIP) recommendations were used to forecast vaccine needs …

Exploring The Relationship Of Digital Information Sources And Medication Adherence, Cody Arbuckle, Daniel Tomaszewski, Lawrence Brown, Jon C. Schommer, Donald Morisky, Chelsea Parlett-Pelleriti, Erik J. Linstead

Pharmacy Faculty Articles and Research

We present a retrospective analysis of data collected in the United States from the 2015 National Consumer Survey on the Medication Experience and Pharmacists’ Role in order to model the relationship between health information sources and medication adherence and perception. Our results indicate that while the digital age has presented prescription users with many non-traditional alternatives for health information, the use of digital content has a significant negative correlation with pharmaceutical adherence and attitudes toward medication. These findings along with previous research suggest that in order to fully realize the potential benefits of the digital age in regards to patient …