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Articles 4531 - 4560 of 4860
Full-Text Articles in Public Health
Accelerometer-Measured Physical Activity And Sedentary Time Among Samoan Adults And Associations With Type 2 Diabetes And Hypertension, Parmida Zarei
Accelerometer-Measured Physical Activity And Sedentary Time Among Samoan Adults And Associations With Type 2 Diabetes And Hypertension, Parmida Zarei
Public Health Theses
Objectives: (1) To describe accelerometer-measured physical activity among Samoan adults; (2) to determine associations between physical activity and type 2 diabetes and hypertension; and (3) to assess adherence to global physical activity recommendations.
Participants: Three hundred eighty-five Samoan adults aged 30-72 years.
Setting: Participants were recruited from 23 villages on the Samoan island of ‘Upolu (eight urban, seven peri-urban, and eight rural).
Measurements: Self-reported demographic information including age, census region of residence, and occupation was collected. Anthropometric measurements including weight and height were taken in light island clothing, and body mass index was calculated. Sedentary time, light-intensity physical activity, and …
Surfacing Contexts Of Violence In Novel Forms Of The Reproductive Justice Framework Through Lessons From Latin America: A Study Of Brutality, Migration And Bodily Autonomy And Progressive Solutions For Use In Public Health, Angelica M. Campos
CMC Senior Theses
In the last 5 years, Latin America has witnessed a tenacious wave of pañuelo verde and #NiUnaMenos activism. Sparked by increasing mortality rates associated with unsafe, clandestine abortions and femicide, the praxes and fundamental elements of these social movements have proven themselves useful not only in garnering international attention on issues relating to bodily autonomy, but in the synthesis of their respective sociopolitical solutions as well. In the United States, similar efforts have been spearheaded by the lauded reproductive justice framework, which has often been credited for centering the plight of women of color in both reproduction and social justice. …
Disparities In The Prevalence And Risk Factors Of Anaemia Among Children Aged 6–24 Months And 25–59 Months In Ethiopia, Tafere Gebreegziabher Belay, Nigatu Regassa, Micaela Wakefield, Kelly Pritchett, Susan Hawk
Disparities In The Prevalence And Risk Factors Of Anaemia Among Children Aged 6–24 Months And 25–59 Months In Ethiopia, Tafere Gebreegziabher Belay, Nigatu Regassa, Micaela Wakefield, Kelly Pritchett, Susan Hawk
All Faculty Scholarship for the College of Education and Professional Studies
Despite global efforts made to address anaemia, the prevalence remains high in most Sub-Saharan African countries. In Ethiopia, anaemia poses a very strong public health concern. The purpose of the present study was to examine the key risk factors related to anaemia among children aged 6–24 months (younger age group) and 25–59 months (older age group). We used the 2016 Ethiopian Demographic and Health Survey data, collected from 11 023 mothers with under five children. Ordered logistic regression modelling was used for assessing risk factors of childhood anaemia. The results suggest that the prevalence of anaemia was 72 % in …
Telehealth Efforts To Reduce Hospital Readmissions Of Congestive Heart Failure Patients, Sirfornia L. Deasfernandes
Telehealth Efforts To Reduce Hospital Readmissions Of Congestive Heart Failure Patients, Sirfornia L. Deasfernandes
Walden Dissertations and Doctoral Studies
Congestive heart failure (CHF) is a chronic condition that affects millions of individuals in the United States. There is no cure for CHF, but medical interventions can help treat the symptoms and improve health outcomes. The purpose of this quantitative study was to determine if telehealth services help to reduce the readmission status of patients diagnosed with CHF. The theoretical framework used in this study was the individual and family self-management theory to help focus on self-management behaviors that contribute to improving the patients' health outcomes. The research questions were focused on addressing CHF patients receiving telehealth services and whether …
Assessing Public Health Workforce Informatics Competencies: A Study Of Three Health Departments In Metro Atlanta, Olatanwa Adewale
Assessing Public Health Workforce Informatics Competencies: A Study Of Three Health Departments In Metro Atlanta, Olatanwa Adewale
College of Graduate Studies: Theses & Dissertations
Background: There is a need for the public health workforce to be current and versatile in technology usage. Public health leveraging technology usage in service delivery has the potential to improve efficiency and bring it to the forefront in the provision of healthcare services. The purpose of this study was to assess public health workforce informatics competencies in select Atlanta health districts and determine the correlates of public health informatics proficiency.
Methods: A 10-item instrument adapted from the recommendations of a Working Group document by the Centers for Disease Control and Prevention and the 2015 Informatics Capacity and …
Deployment And Travel Medicine Knowledge, Attitudes, Practices, And Outcomes Study (Kapos): Malaria Chemoprophylaxis Prescription Patterns In The Military Health System, Patrick W. Hickey, Indrani Mitra, Jamie Fraser, David Brett-Major, Mark S. Riddle, David R. Tribble
Deployment And Travel Medicine Knowledge, Attitudes, Practices, And Outcomes Study (Kapos): Malaria Chemoprophylaxis Prescription Patterns In The Military Health System, Patrick W. Hickey, Indrani Mitra, Jamie Fraser, David Brett-Major, Mark S. Riddle, David R. Tribble
Journal Articles: Epidemiology
The Deployment and Travel Medicine Knowledge, Attitudes, Practices, and Outcomes Study (KAPOS) examines the integrated relationship between provider and patient inputs and health outcomes associated with travel and deployments. This study describes malaria chemoprophylaxis prescribing patterns by medical providers within the U.S. Department of Defense's Military Health System and its network of civilian healthcare providers during a 5-year period. Chemoprophylaxis varied by practice setting, beneficiary status, and providers' travel medicine expertise. Whereas both civilian and military facilities prescribe an increasing proportion of atovaquone-proguanil, doxycycline remains the most prevalent antimalarial at military facility based practices. Civilian providers dispense higher rates of …
Predictors Of Colorectal Cancer Screening Among Maryland Adults, Aged 50–75 Years, Pamela Manwi Asangong
Predictors Of Colorectal Cancer Screening Among Maryland Adults, Aged 50–75 Years, Pamela Manwi Asangong
Walden Dissertations and Doctoral Studies
Screening plays an essential role in reducing colorectal cancer (CRC) incidence and mortality rates, yet CRC screening use remains low in Maryland and lower in some age and racial/ethnic groups with limited resources to participate in CRC screening programs. The purpose of this quantitative, cross-sectional study is to investigate whether age group, sex, race/ethnicity, education level, income level, health insurance coverage, and access to health care professional can predict an individual, 50–75 years of age, in Maryland to take action to fully meet the United States Preventive Services Task Force CRC screening test recommendation within the recommended time interval. The …
Association Of Social Support And Depressive Symptoms Among African Americans, Jacketta Renee Cobbs
Association Of Social Support And Depressive Symptoms Among African Americans, Jacketta Renee Cobbs
Walden Dissertations and Doctoral Studies
Depression affects over 120 million individuals worldwide; in the United States, depression is a leading cause of disability for individualsâ ages 15-44 years. Social support can affect both physical and depressive symptoms; therefore, most patients with heart failure (HF) need support from family and/or friends to effectively manage their health condition. This indicates family and/or friends are expected to be the core support system for long term care of those with HF. The purpose of this study was to determine whether social support contributes to depressive symptoms among African Americans with HF. The research questions examined the experience of different …
Relationship Between Pm2.5 Levels And Cancer Incidences In Interior Alaska, Sandra G. Lewis
Relationship Between Pm2.5 Levels And Cancer Incidences In Interior Alaska, Sandra G. Lewis
Walden Dissertations and Doctoral Studies
Exposure to high levels of ambient air particulates < 2.5 microns in diameter (PM2.5) in the Fairbanks North Star Borough (FNSB) and the resulting impact on cancer incidence is the focus of this study. Climate, geography, and culture influence PM2.5 levels, particularly during the long cold season. While this study considers lung cancer incidences from PM2.5 exposure, the primary focus of the study is the incidences of all other types of cancers from exposure to PM2.5, because of the limited research done on this topic. This quantitative, retrospective, cohort study considered the incidences of new cancer diagnoses in the population during a 10-year period (January 1, 2008-December 31, 2017). The 2 FNSB Zip Codes, designated “hot spots,” frequently see spikes in PM2.5 during the long cold season. These areas are densely populated and contain the EPA-regulated air quality monitors. Cancer diagnoses in the hot spot Zip Codes were compared to cancer diagnoses in outlying Zip Codes (non-hot spots) that experience less PM2.5 and are more consistently within the EPA air quality guidelines. EPA monitors are not yet located in the non-hot spots. Cancer patient data were obtained from the Fairbanks Memorial Hospital Cancer Center. The results demonstrated that a strong association was found between PM2.5 exposure and non-lung cancers (OR = 1.37; RR = 1.36; p < 0.001); and between PM2.5 exposure and lung cancer (OR = 1.87; RR = 1.88; p < 0.001). These findings may be used to promote an increased awareness among FNSB residents of the potential impact on cancer diagnoses from inhaling high levels of PM2.5, so residents may change their behavior in favor of alternatives to biomass burning to improve air quality.
Interprofessional Teams As A Strategy To Address Physician Shortages In North Dakota, Judy Ann Solberg
Interprofessional Teams As A Strategy To Address Physician Shortages In North Dakota, Judy Ann Solberg
Walden Dissertations and Doctoral Studies
North Dakota health care and political leaders are facing pressure to revise health care delivery in the state. A chronic shortage of health care providers, retention issues, an aging population, and a recent population burst, as well as an abnormally high rate of physician retirement, have made health care access problematic for residents of the rural state. The purpose of this study was to explore and understand the main inhibitors and facilitators of employing interprofessional teams as a strategy to address rural physician shortages in North Dakota. Bandura’s social cognitive theory provided the framework for this phenomenological study of issues …
Social And Ecological Determinants Of Physical Activity For Youth With Cerebral Palsy, George E. Gorton
Social And Ecological Determinants Of Physical Activity For Youth With Cerebral Palsy, George E. Gorton
Walden Dissertations and Doctoral Studies
Physical inactivity is a leading cause of morbidity and mortality, increasing risk for noncommunicable disease and compromised physical, social, and mental health. However, fewer than 20% of U.S. youth meet physical activity guidelines; youth with disabilities are even less active. Physical activity is influenced by personal, family, social, organizational, community, and environmental factors acting within a social-ecological framework. To what extent is not well understood. The purpose of this study was to determine the extent to which social and ecological factors are associated with participation of youth with cerebral palsy in physical activity. The research design was a cross-sectional, quantitative …
Living With Multiple Sclerosis, William Witt
Living With Multiple Sclerosis, William Witt
Walden Dissertations and Doctoral Studies
Background: Continuity of care is a crucial characteristic of high quality multiple sclerosis (MS) care. Nevertheless, experiences of MS patients with continuing care are currently understudied, particularly through in-depth methods, such as qualitative approaches. This is despite the significance of continuity of care in improving patient satisfaction and the quality of life of patients with chronic diseases.
Aim: To examine the experiences and perceptions of MS patients with continuity of care through a critical exploration of their lives following hospitalization for an exacerbation.
Design of the study: Qualitative using phenomenological approach.
Participants: Eight participants living with MS. All participants were …
Childhood Obesity: The Healthy, Hunger-Free Kids Act And School-Aged Children, Frankie Jean Alstin-Brooks
Childhood Obesity: The Healthy, Hunger-Free Kids Act And School-Aged Children, Frankie Jean Alstin-Brooks
Walden Dissertations and Doctoral Studies
Obesity among children in America is at an all time high, 57.3% of the nation’s children will be obese by the age of 35. The purpose of this study was to examine the effectiveness of the Healthy, Hunger-Free Kids Act (HHFKA) policy. The HHFKA modified the nutritional and physical policies in order to reduce the obesity rates by changing their expenditures. Schools in all 50 states that are subject to federal, state and local nutrition regulations were researched. This was a quantitative, non-experimental, correlation study that measured state compliance with the USDA guidelines and tested for an association between compliance …
Chronic Pain Management In The Primary Care Setting, Rebecca Ann Day
Chronic Pain Management In The Primary Care Setting, Rebecca Ann Day
Walden Dissertations and Doctoral Studies
Chronic pain is pain that lasts longer than 12 weeks, affects an individual physically in some mental or psychological way, influences an individual’s job performance, and may create a social complication over time. Ensuring the best possible care for the patient’s pain with the least possible complications is the responsibility of the health care provider, including nurse practitioners. Providing a clinical practice guideline (CPG) for the management of chronic pain in the primary care setting was the focus of this project. The comfort theory model was used as a framework for this project as well as the basis of nursing …
The Association Between Central Line Insertion Practices And Central Line-Associated Bloodstream Infections, Mona Elgowainy
The Association Between Central Line Insertion Practices And Central Line-Associated Bloodstream Infections, Mona Elgowainy
Walden Dissertations and Doctoral Studies
Healthcare-associated infections, specifically central line-associated bloodstream infections (CLABSI), continue to remain a serious public health concern in the United States. Though CLABSI can often be prevented, healthcare professionals struggle to have a positive impact on CLABSI rates. The primary purpose of this study was to determine whether CLIP Bundle adherence has an impact on CLABSI standardized infection ratio (SIR) rates in various patient care areas in California. The research questions were focused on assessing whether there was an association between patient care areas, CLABSI rates, and CLIP Bundle adherence scores. A quantitative, cross-sectional study design utilizing secondary data was used …
Severe Maternal Morbidity In Michigan: An Investigation Of Health Disparities, Laura Houdeshell-Putt
Severe Maternal Morbidity In Michigan: An Investigation Of Health Disparities, Laura Houdeshell-Putt
Walden Dissertations and Doctoral Studies
Severe maternal morbidity (SMM) rates in Michigan have increased over the past 20 years and continue to affect racial and ethnic women disproportionately. Women experiencing health conditions that complicate pregnancy outcomes have a greater risk of having poor obstetric outcomes that result in a SMM event. To evaluate the distribution of women experiencing health conditions that complicate pregnancy and a SMM event, geographic information systems were utilized in this study. The purpose of this study was to depict trends in the prevalence of 4 health conditions and SMM among women hospitalized for obstetric delivery in Michigan from 2016–2017. The 4 …
Tuberculosis Diagnostics In Ethiopia: Assessment Of Laboratory Procedural Capabilities And Limitations, Yeshimebet Retta
Tuberculosis Diagnostics In Ethiopia: Assessment Of Laboratory Procedural Capabilities And Limitations, Yeshimebet Retta
Walden Dissertations and Doctoral Studies
Abstract
Tuberculosis (TB) is a curable and preventable disease; however, in 2015, 10.4 million people were diagnosed with TB, making it one of the top 10 causes of mortality. A major part of the TB disease burden is carried by low and middle-income countries. In Ethiopia, which ranks 15th among 22 countries with a high burden of TB and multidrug resistant TB (MDR-TB), important diagnostic and treatment gaps persist. This quantitative descriptive study was primarily aimed to determine levels of adherence to standardized TB laboratory procedures by calculating and reporting the number of sputum samples, and reporting valid and documented …
Sex Differences In Lyme Disease Symptomatology In The Northeast United States, Jeanine Scotti
Sex Differences In Lyme Disease Symptomatology In The Northeast United States, Jeanine Scotti
Walden Dissertations and Doctoral Studies
Guided by the gender-analysis-matrix theoretical framework, 3 key areas of research inquiries focused on the relationship between sex and Lyme disease, symptoms of Lyme disease and sex, and severity of Lyme disease symptoms on sex. A quantitative secondary data analysis was used to address the research questions. A clinician specializing in caring for individuals with Lyme disease provided the dataset, containing responses to the Horowitz Multiple Systemic Infectious Disease Syndrome Questionnaire for Lyme disease. A cross-sectional, comparative research design incorporating 2 statistical techniques for analysis—the independent samples t test and multivariable regression analyses—was used to examine symptom counts and the …
Evidence-Based Strategies For Improving Medication Adherence Among Psychiatric Patients: A Systematic Review, Omah S. Tsikada
Evidence-Based Strategies For Improving Medication Adherence Among Psychiatric Patients: A Systematic Review, Omah S. Tsikada
Walden Dissertations and Doctoral Studies
Nonadherence to psychotropic medications among patients with serious and persistent psychiatric disorders, including bipolar disorder and schizophrenia, is approximately 70%. Nonadherence is a common barrier to the treatment of individuals with mental health disorders. However, there is limited awareness of evidence-based interventions and strategies to address this problem. Therefore, the question for this project asks whether a systematic review can identify strategies to improve adherence of psychotropic medications among individuals with serious and persistent mental illness. The purpose of this systematic review was to explore the evidence-based strategies that can aid in increasing medication adherence in patients with mental health …
Social Determinants Of Adherence To Antiretroviral Therapy Among Hiv+ Youth, Wanza Rochelle Bacon
Social Determinants Of Adherence To Antiretroviral Therapy Among Hiv+ Youth, Wanza Rochelle Bacon
Walden Dissertations and Doctoral Studies
Young adults, especially African American men who have sex with men (MSM) have the lowest rates of antiretroviral therapy (ART) adherence among all age groups; however, they experience greater than 50% of all new Human Immunodeficiency Virus (HIV) infections among individuals 13 to 24 years of age. Despite the availability of ART, young MSM continue to experience suboptimal rates of adherence and are one of the most vulnerable populations for contracting HIV. Grounded in the social cognitive theory, my aim for this quantitative cross-sectional study was to investigate the relationship between diverse social determinants and ART adherence among young adult …
Maternal And Infant Birth Characteristics As Predictors Of Sudden Unexpected Infant Death, Betty Jean Ezell
Maternal And Infant Birth Characteristics As Predictors Of Sudden Unexpected Infant Death, Betty Jean Ezell
Walden Dissertations and Doctoral Studies
Sudden Unexpected Infant Death (SUID) is a public health issue recognized by the United States Centers for Disease Control and Prevention (CDC) as the sudden and unexpected death of a baby less than 1 year old, often during sleep, with no obvious cause. Despite known SUID risk factors for infants and mothers, there is limited research on combinations of infant birth characteristics and mother demographics that could be indicative of a higher risk of infant death. The purpose of this cross-sectional quantitative study was to examine the extent to which infant birth characteristics, delivery characteristics, month prenatal care began, and …
Impact Of Food Assistance Programs On Food Insecurity, Diet Quality And Obesity, Jessica Eileen Hill
Impact Of Food Assistance Programs On Food Insecurity, Diet Quality And Obesity, Jessica Eileen Hill
Walden Dissertations and Doctoral Studies
Obesity remains a public health issue in the United States because it contributes to chronic diseases. The Supplemental Nutrition Assistance Program (SNAP) was designed to increase food security, alleviate hunger, and increase access to a healthful diet; however, it may have the opposite effect and contribute to obesity. The purpose of this study was to examine to what extent participation in SNAP impacts food insecurity, diet quality, and obesity in U.S. adults. The social-ecological model guided the study which was conducted using a quantitative a cross-sectional research design and secondary analyses of the 2013-2014 National Health and Nutrition Examination Survey …
Georgia Government Leaders' Lived Experience Creating And Implementing Health Equity Policies, Tracy M. Clopton
Georgia Government Leaders' Lived Experience Creating And Implementing Health Equity Policies, Tracy M. Clopton
Walden Dissertations and Doctoral Studies
Georgia’s racial and ethnic minority communities have a continual problem of disproportionately worse health outcomes, including higher chronic disease and behavioral risk factors, compared to their nonminority counterparts. The average cost per year for chronic disease between 2016 and 2030 could be $64.6 billion in medical costs and $26.8 billion in lost employee productivity for Georgia. The purpose of this study was to explore the lived experience of Georgia legislators and health program staff to determine policy solutions to reduce chronic disease and behavioral risk factor disparities in the racial and ethnic minority population. The theoretical lens for the study …
Advanced Practice Registered Nurses And Their Knowledge Regarding The Hindrance Of Obesity, Crystal Rainey
Advanced Practice Registered Nurses And Their Knowledge Regarding The Hindrance Of Obesity, Crystal Rainey
Walden Dissertations and Doctoral Studies
Advanced Practice Registered Nurses and Their Knowledge
Regarding the Hindrance of Obesity
by
Crystal N. Rainey
MSN, Walden University, 2014
BSN, University of Arkansas in Little Rock, 2011
AASN, Southeast Arkansas College, 2009
Project Submitted in Partial Fulfillment
of the Requirements for the Degree of
Doctor of Nursing Practice
Walden University
February 2020
Factors Associated With Prostate Cancer Screening Among African American Men In California, Frank Ibe Agodi
Factors Associated With Prostate Cancer Screening Among African American Men In California, Frank Ibe Agodi
Walden Dissertations and Doctoral Studies
In Los Angeles County, California, prostate cancer (PC) is the second primary cause of cancer-related death in men. Previous studies have focused on sociodemographic factors influencing racial and ethnic inequalities in health in the United States. However, research was lacking regarding if and to what extent social-ecological factors predict PC screening, specifically among African American men residing in Los Angeles County. The purpose of this quantitative study, using a cross-sectional design, was to identify the factors that may align with PC screening among African American men living in Los Angeles. African American men aged 45 and older were the targeted …
Self Reported Cardiovascular Disease Risk Factors Among Deaf Users: A Communication Barrier, Dr. Jolene Ayres Ogunjirin
Self Reported Cardiovascular Disease Risk Factors Among Deaf Users: A Communication Barrier, Dr. Jolene Ayres Ogunjirin
Walden Dissertations and Doctoral Studies
Cardiovascular disease (CVD) is the number one cause of mortality worldwide, and may disproportionately affect the Deaf and Hard of Hearing (DHOH) subpopulation in the United States. It has been suggested that communication barriers among the DHOH subpopulation contribute to the high prevalence of CVD risk factors. To assess this claim, this quantitative study utilized a cross-sectional data set of 400 DHOH and 400 non- DHOH participants taken from the National Health and Nutrition Examination Survey (NHANES) database. The differences of being told by a health professional of having specific CVD risk factors were assessed between the two groups and …
Provider Education Increasing Recommendation For Human Papillomavirus Vaccination, Tiffany Charest Skinner
Provider Education Increasing Recommendation For Human Papillomavirus Vaccination, Tiffany Charest Skinner
Walden Dissertations and Doctoral Studies
Human Papillomavirus (HPV) was the most common sexually transmitted disease in the United States in 2018 according to the Centers for Disease Control and Prevention (CDC). The CDC established the Healthy People 2020 initiative for HPV vaccination uptake of 80% to effectively eliminate HPV associated cancers. The project site, a rural multispecialty clinic in the Mid-Atlantic United States reported a 3% vaccination compliance rate, well under the national average and the benchmark of 80% recommended by the CDC. The practice-focused question for this project was to determine how education of primary providers will increase recommendation rates for vaccination of HPV. …
Use Of Spanish Audio Podcast To Educate Visually Challenged Hispanics With Diabetes, Baiju Issac
Use Of Spanish Audio Podcast To Educate Visually Challenged Hispanics With Diabetes, Baiju Issac
Walden Dissertations and Doctoral Studies
Diabetes is the leading cause of death among the Hispanic population, requiring solutions at the individual, community, and population levels. Self-management helps to manage diabetes and prevent complications, but it is a challenge in nursing practice. Health care providers use printed information to teach patients about self-management of diabetes. However, patients with visual impairment are not able to use these resources. Limited English proficiency, low health literacy, and visual challenges result in the underutilization of health care services within Hispanic communities. Therefore, the purpose of this study was to develop a Spanish audio podcast and lesson plan as teaching tools …
The Dietary Decision-Making Process Of Women In Nigeria, Gachomo Joanne Mapis
The Dietary Decision-Making Process Of Women In Nigeria, Gachomo Joanne Mapis
Walden Dissertations and Doctoral Studies
Nigerians have been opting for a more processed Western diet. These changes in dietary choices have aligned with obesity and undernutrition, attributable to micronutrient deficiencies or malnutrition. Many scholars have presented varying intervention strategies ranging from consumption of a variety of foods containing the necessary micronutrients to food fortification. The purpose of this grounded theory study was to explore the perceptions of women in an urban city in Nigeria on indigenous foods and Western dietary influences to determine social interactions, the consequence of the interactions, and the women’s current perceptions of food choices. The social-ecological model was used to explore …
Racial Differences In Hospital Readmission And Reimbursement Rates For Patients With Congestive Heart Failure, Catherine Talongwa
Racial Differences In Hospital Readmission And Reimbursement Rates For Patients With Congestive Heart Failure, Catherine Talongwa
Walden Dissertations and Doctoral Studies
Congestive heart failure (CHF) is associated with a significant economic burden that includes frequent emergency department visits, hospitalizations, and readmissions. The purpose of this study was to examine the differences, if any, between hospital readmission rates and insurance reimbursement rates for non-Hispanic Black and White CHF patients in California. The theoretical framework was Bandura's social cognitive theory. Secondary data for this quantitative study were obtained from the Office of Statewide Health Planning and Development and State Inpatient Databases from Healthcare Cost and Utilization for calendar year 2014-2016. A t-test and Levene's test for equality of variance were conducted on a …