Digital Commons Network^™

Cohort Profile: The Origins Pregnancy And Birth Cohort, Jacqueline Davis, Zenobia Talati, Sarah Whalan, Wesley Billingham, Nina D'Vaz, Lisa Gibson, Susan L. Prescott, Desiree T. Silva

Research outputs 2022 to 2026

No abstract provided.

Protective And Risk Exposures Of Cancers Disproportionately Affecting Hispanics In A U.S. - Mexico Border Population: A Clinical Informatics Approach, Amir Hernandez

Open Access Theses & Dissertations

BACKGROUND: Cancer is the second leading cause of death in the U.S. with over 8 million new cases between 2016 and 2020. A variety of protective and risk exposures are associated with multiple cancers and disparities and inequalities exist in the health outcomes of minority populations. Hispanic populations in the U.S. and Texas have some of the highest rates of cancer incidence and mortality when compared to other populations. The use of Population and Public Health Informatics approaches to address these issues have shown promise when employed in healthcare institutions METHODS: A case-control study design examined associations between multiple cancers …

Examining The Relationship Between Adverse Childhood Experiences, Coping Behaviors, And Metabolic Syndrome In Mexican-American Men, Paulina Torres

Open Access Theses & Dissertations

Background: The prevalence of metabolic syndrome (MetS) has been increasing in the US over recent years. Individuals who have experienced adverse childhood experiences (ACEs) and developed maladaptive coping strategies are at increased risk of developing MetS. Hispanic men might have an increased risk of developing MetS due to higher exposure to ACEs and increased use of maladaptive coping strategies.Purpose: To examine the relationship between ACEs, coping, and MetS among Mexican-American men. Methods: A secondary analysis of cross-sectional study of 100 adult men from El Paso, Texas in 2018-19. ACEs were examined using the 10-item ACE questionnaire. Coping was assessed through …

Locating Health Inequities: Understanding The Dynamic Role Of ‘Place’ In The Social Determinants Of Health And Healthcare Accessibility, Abbie Sudduth Page

Graduate Theses and Dissertations

Objective. The social determinants of health (SDH) are various non-medical factors that influence health behaviors and health outcomes, and they are measured in variety of different ways. The purpose of this dissertation is to explore the relationship SDH items that may group to form a new domain and may be associated with outcomes of health care accessibility. This dissertation seeks to explain a novel understanding of social determinants of health and healthcare accessibility through the lens of the socioecological model and place-based SDH items.
Methodology. This retrospective study design utilized data from the baseline survey and year-22 wave of the …

Co-Design Of A Personalised Digital Intervention To Improve Vegetable Intake In Adults Living In Australian Rural Communities, Katherine M. Livingstone, Jonathan C. Rawstorn, Laura Alston, Stephanie R. Partridge, Amber Bastian, Kate Dullaghan, Sarah A. Mcnaughton, Gilly A. Hendrie, Lauren C. Blekkenhorst, Ralph Maddison, Yuxin Zhang, Scott Barnett, John C. Mathers, Stephanie L. Godrich

Research outputs 2022 to 2026

Background: Diets low in vegetables are a main contributor to the health burden experienced by Australians living in rural communities. Given the ubiquity of smartphones and access to the Internet, digital interventions may offer an accessible delivery model for a dietary intervention in rural communities. However, no digital interventions to address low vegetable intake have been co-designed with adults living in rural areas. This paper describes the co-design of a digital intervention to improve vegetable intake with rural community members and research partners. Methods: Active participants in the co-design process were adults ≥ 18 years living in three rural Australian …

Faktor Kontributor Prevalensi Stunting: Studi Kasus Jawa Timur Tahun 2022, Sofiyulloh Sofiyulloh, Martya Rahmaniati

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Malnutrisi, termasuk stunting, masih menjadi masalah kesehatan yang mempengaruhi kemajuan pembangunan berkelanjutan. Stunting, akibat kekurangan gizi berkepanjangan dan infeksi berulang, menghambat pertumbuhan anak. Di Indonesia, prevalensi stunting pada tahun 2022 adalah 21,6% dan masih belum mencapai target. Dan Jawa timur, angka stunting di 2022 adalah 19,2%, mendekati angka nasional pun masih belum mencapai target. Penelitian ini bertujuan mengidentifikasi faktor-faktor yang berkontribusi terhadap stunting di Jawa Timur, dengan fokus pada faktor soial ekonomi dan kesehatan. Data sekunder dari Kementerian Kesehatan, dan Dinas Kesehatan Jawa Timur dianalisis menggunakan uji korelasi. Hasil menunjukkan bahwa Indeks Pembangunan Manusia (IPM) dan rata-rata lama sekolah memiliki …

Keunggulan Dan Tantangan Dalam Penggunaan Computer Vision Untuk Diagnosis Pneumonia Pediatri: A Systematic Review, Hafshah Farah Fadhilah, Rico Kurniawan

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Pneumonia pediatrik merupakan penyebab utama kematian anak-anak di bawah usia lima tahun. Teknologi computer vision menawarkan potensi besar untuk meningkatkan diagnosis pneumonia pediatrik dengan menganalisis gambar radiografi dada secara otomatis. Penelitian ini menggunakan metode systematic literature review dengan pendekatan PRISMA, meninjau artikel dari database IEEE Xplore, Science Direct, dan Scopus yang diterbitkan antara tahun 2020 hingga 2024. Studi ini menemukan bahwa algoritma deep learning seperti Convolutional Neural Networks (CNN) menunjukkan akurasi tinggi dalam diagnosis pneumonia pediatrik. Namun, tantangan seperti kebutuhan akan data berkualitas tinggi, interpretasi hasil AI, dan integrasi teknologi ini dengan sistem kesehatan yang ada masih perlu diatasi. Penggunaan …

Household Food Expenditure Typology And Its Association With Child Stunting And Anemia In Indonesia, Ratu Ayu Dewi Sartika, Yusnita Yusnita, Winda M. Ningsih, Ririn Arminsih Wulandari, Siti A. Pujonarti, Fadila Wirawan

Kesmas

Stunting and anemia remain the coexisting nutritional problems among Indonesian children. However, evidence of household-level food expenditure and its association with child stunting and anemia is limited. This study aimed to observe the association between household food expenditure typology and child stunting and anemia in Indonesia. Data was obtained from the 2007 and 2014 Indonesia Family Life Survey (IFLS). The household food expenditure, child nutritional status, and anemia were observed in 2007 and 2014. Latent class analysis was taken to identify the food expenditure pattern. Binary logistic regression was applied to analyze the association between household food expenditure patterns and …

Dietary Diversity As A Dominant Factor Of Energy Intake Among Breastfeeding Mothers In Depok City, Indonesia, Cornelia Lugita Santoso, Ratu Ayu Dewi Sartika, Sandra Fikawati, Fadila Wirawan, Primasti Nuryandari Putri, Nurul Husna Mohd Shukri

Kesmas

Maternal nutritional needs increase during lactation. However, the energy intake of breastfeeding mothers usually still falls short of the recommended adequacy levels. This study aimed to identify the dominant factor of energy intake in breastfeeding mothers in Sawangan District, Depok City, Indonesia. This quantitative study used a cross-sectional design from July 2022 to February 2023. Energy intake, dietary diversity, and eating frequency were collected using 24-hour food recall. Other variables were collected through interviews with structured questionnaires. Data were analyzed using the Chi-square test and binary logistic regression. A total of 217 breastfeeding mothers participated in this study. This study …

Economic Growth, Poverty Gap, And Health Inequality: Implications Based On Panel Analysis Of Organization For Economic Cooperation And Development Data, Sangik Han

Kesmas

This study investigated the impact of economic growth and income distribution on health inequality using data from the Organization for Economic Cooperation and Development (OECD). Employing a panel analysis, this study amalgamated 21 years of data (spanning from 2000 to 2020) from 37 OECD countries. The dependent variables (life expectancy and avoidable mortality) were scrutinized against independent variables (gross domestic product and poverty gap). Control variables encompassed body mass index, consumption patterns, smoking rates, health workers availability, number of beds in health facilities, national medical expenses, and unemployment rates. This study revealed significant associations between economic growth, poverty gap, and …

Mortality Disparities Amongst African American Infants In Wisconsin, Enica C. Saffold

Walden Dissertations and Doctoral Studies

African American mothers have the highest infant mortality rate of any other racial group, in the United States. In Milwaukee, the rates for non-Hispanic African Americans were two to three times higher than those for non-Hispanic Whites and Hispanics between 2016 and 2018. According to the Wisconsin Department of Health Services in 2022, the infant mortality rate in 2021 was 12.9 for every 1,000 live births. This cross-sectional quantitative epidemiological study explores risk factors correlated with high infant mortality rates among Wisconsin African American mothers who gave birth to live infants between 2011 and 2021. To determine whether there is …

Neurohospitalist Core Competencies, Jana J Wold, Jetter Robertson, Jerome A Jeevarajan, Molly G Knox, Prateek Thatikunta, Guillermo E Solorzano, Kristin Galetta, Shefali Dujari, Tarini Goyal, Matthew E Ehrlich, Jonathan P Donnelly, Elizabeth Marriott, Vishal A Mandge, Roshni S Dhoot, Matthew W Luedke, Matthew B Maas, Margaret Y Yu, Michel Toledano, Rafid Mustafa, Jamie L Palaganas, Kathryn Kvam, Rachelle Dugue, Ethan Meltzer, Lahoud Touma, Maulik P Shah, Vanja C Douglas, Karen Orjuela, Brian J Scott, Joshua P Klein, David J Likosky, Jennifer R Simpson, Megan B Richie, Carolin Dohle, Jane G Morris, Carl A Gold

Faculty, Staff and Student Publications

The Neurohospitalist Core Competencies comprise a set of competency-based learning objectives that encapsulate the knowledge, skills, and attitudes of neurohospitalitists who specialize in the care of hospitalized patients with neurologic conditions. These competencies serve to characterize the rapidly expanding field of neurohospitalist medicine. The 27 chapters are divided into 3 sections entitled: neurological conditions, clinical interventions and interpretation of ancillary studies, and neurohospitalist role in the healthcare system. Each individual learning objective in the chapters describes a specific concept with an action verb to illustrate the behavior that the neurohospitalist exhibits. The individual neurohospitalist may not exhibit mastery in each …

Intervention Mapping For Refining A Sport-Based Public Health Intervention In Rural Schools, Mckenna G Major, Janette M Watkins, Janelle M Goss, Derek W Craig, Zack Waggoner, Vanessa M Martinez Kercher, Kyle A Kercher

Faculty, Staff and Student Publications

Sport-based youth development programs, delivered through campus-community partnerships, can create impactful experiences for college students, meet university objectives, and improve the health of children in under-resourced rural communities. This study aimed to pilot test intervention mapping (IM), a systematic approach to intervention development and implementation, to refine the Hoosier Sport intervention, which is a local public health initiative that utilizes the Obesity-Related Behavioral Intervention Trials (ORBITs) model to improve physical activity in middle school children. The IM process, which included a diverse IM planning and advisory group of university representatives and local schools, was guided by self-determination theory (SDT) and …

Socioeconomic Status, Obesity, Breast Cancer, And 5-Year Survival Among Men, Taye Oloruntobi Olabode

Walden Dissertations and Doctoral Studies

Although male breast cancer (MBC) is rare, affecting 2,000 men in the United States each year and comprising approximately 1% of all breast cancer diagnoses, mortality for those diagnosed with MBC is significantly higher than for women diagnosed with breast cancer. Recent research on the disparities in mortality rates between men and women revealed that there may be unexplained factors for the diagnostic disparities between men and women. Bandura’s (1986) SCT was used as the theoretical framework for this quantitative study.The purpose of this quantitative cross-sectional study was to determine whether there was an association between socioeconomic status, obesity, stage …

Evaluating How Malaria Transmission Season, Residency, And Travel History Modify The Association Between Vector Control Method Use And P. Falciparum Infection In Accra, Ghana., Anna Beltrame

USF Tampa Graduate Theses and Dissertations

Background. Urbanization and population movements increase urban malaria risk, necessitating adjustments to traditional control strategies. Data on vector control methods in urban African settings and their association with malaria risk remain limited.

Objectives. To evaluate the association between vector control methods and Plasmodium falciparum infection in Accra, Ghana, and how this association varies by malaria transmission season, residency, and travel history.

Methods. This observation study utilized data from two cross-sectional household surveys conducted in March-April and June-July 2024 as part of the MUSE study. Participants were household members over six months old who gave consent, randomly selected from 13 health …

An Analysis Of The Environmental Account Of Obesity As A Form Of Financial Neo-Imperialism, Zahara Alzubaidi

The Cardinal Edge

Socioeconomic developments of the past half-century have created mass social concern over an “obesity epidemic.” This concern is given a sense of legitimacy by studies that warn of a totally obese America in only a few decades, and children being more likely than ever to be diagnosed with Type 2 Diabetes. The “environmentalist account” of obesity asserts that factors like genetics, food availability, and social or political climate are the major determinants of an “obesogenic environment” – that is, an environment of obese adults likely to raise obese children. Some feminist thinkers argue that the environmentalist account is necessary to …

The Effect Of A Virtual Covid-19 Interprofessional Educational Module On Knowledge, Confidence, Attitude, And Practice Among Health And Allied Health Professions Students, Tsu-Yin Wu, Jenni L. Hoffman, Grigoris Argeros, Sarah Lally, Andrea Gossett Zakrajsek, Jillian Graves, Alice Jo Rainville, Olivia Ford, Angela Lukomski, Renuka Roche, John Sonnega, Joan E. Cowdery Phd

Journal of Interprofessional Practice and Collaboration

Purpose: The purpose of this research study was to examine the effect of an innovative, online COVID-19 interprofessional educational module among health and allied health professions students.

Methods: This study utilized a pre- and posttest design with quantitative and qualitative data collected winter 2023 and spring/summer 2023 semesters, and consisted of health and allied health professions students (N=143) from three Midwestern, urban, public universities. Participants completed a pretest, then an IPE module on COVID-19, and a posttest immediately after the educational intervention, and another (the same) posttest one month later. Quantitative and qualitative data were subject to statistical …

African American Children’S Risk Of Long Covid-19 Syndrome Based On Daily Intake Of Fruits And Vegetables, Christopher Joseph Waskewich

Walden Dissertations and Doctoral Studies

Although the Covid-19 pandemic emerged in 2020, limited information about how the virus affects adolescents regarding long-term health risks is available. This quantitative study focused on the effect of U.S. adolescents' daily diet, race/ethnicity, levels of income, access to health care, age, and comorbidities on the risks of long Covid-19 syndrome. The constructs of the health belief model were used to understand the impact of those variables. The results of the online survey (n=298) with the parents of adolescent children (ages 11-17) from New York City found that adolescents whose daily vegetable consumption was more than the daily recommendations had …

Hypertension Screening In Dental Settings And The Need To Address Dental Insurance Literacy, Dorothy Nuckols

Journal of Extension

Extension has an active and dynamic health insurance literacy program with certified educators nationwide, but dental insurance literacy is an unmet need. There is an increasing trend of dental practitioners willing to perform basic preventative health measures, particularly hypertension screening. Lack of insurance literacy is a barrier to screening request and follow-up. Participants in our longitudinal study visited their dentists as regularly as they visited their primary health practitioners. This study shows the need for Extension to add dental insurance literacy to the menu of health insurance literacy programs to impact the prevalence of hypertension.

Who Cares For The Caregiver? Exploring Extension’S Role In Informal Caregiving Support, Mckenzie R. Tuttle, Erin L. Martinez, Aimee Fox

Journal of Extension

Family caregivers provide invaluable service by taking on the responsibility of caring for older adults in the United States. With a growing aging population, the need for family caregivers and demands on their time and resources will continue to increase. Although a variety of caregiving resources and support services exist, family caregivers often lack the awareness, time, transportation, or financial resources to connect to services. There is a critical need to address the barriers that prevent caregivers from accessing services. In this commentary, we highlight barriers and make recommendations for improving conversations, research, and practice to meet this growing problem.

A Case Study On The Impact Of An Adapted Community Jury In Shaping The Nutrition Standards For Hospital Menus In New South Wales Australia, Tara L. Dimopoulos-Bick, Melanie Schier, Kim Crawley, Kim Sutherland

Patient Experience Journal

Community juries are a form of deliberative democracy and can engage community groups in decision-making about healthcare and service delivery issues and priorities. They can provide insights and value-based perspectives from community groups and are particularly important in resolving perennial and complex system challenges. One such challenge is nutrition in hospitals–where there is a need to balance nutrition support, variety, taste and cost. The New South Wales (NSW) public health system in Australia operates more than 200 public hospitals. When revising the Nutrition Standards in 2021, stakeholders debated the upper limits of sodium (salt) and saturated fat in food products …

Systematic Review Of Immune Checkpoint Inhibitor-Related Gastrointestinal, Hepatobiliary, And Pancreatic Adverse Events, Malek Shatila, Hao Chi Zhang, Anusha Shirwaikar Thomas, Antonio Pizuorno Machado, Sidra Naz, Nitish Mittal, Christine Catinis, Krishnavathana Varatharajalu, Carolina Colli Cruz, Eric Lu, Deanna Wu, Julie R Brahmer, Franck Carbonnel, Stephen B Hanauer, Bret Lashner, Bryan Schneider, John A Thompson, Michel Obeid, David P Farris, Yinghong Wang

Faculty, Staff and Student Publications

Gastrointestinal immune-related adverse events (GI irAEs) are common manifestations of immune checkpoint inhibitor (ICI) toxicity. We present a comprehensive systematic review of the incidence, management, and clinical course of irAEs across the entire GI system, including the luminal GI tract, liver, and pancreas. MEDLINE, Embase, Web of Science Core Collection, and Cochrane Library were used to conduct this review. All studies pertaining to GI irAEs were included. Both abstracts and full manuscripts were eligible if they included human subjects and were written in the English language. Articles not available in English, animal studies, or research not specific to GI toxicity …

Short-Term Effects Of Opioids During Therapeutic Hypothermia For Neonatal Encephalopathy, Tina Jumani, Priya Mishra, Tonya Robinson, Jeffrey Shenberger, Jonathan Davis, Benjamin Sweigart, Rodica Turcu

Department of Pediatrics Faculty Papers

OBJECTIVE: To examine the effects of opioids during therapeutic hypothermia (TH) on short-term outcomes in neonates with neonatal encephalopathy (NE).

METHODS: Multicenter retrospective study of neonates with moderate/severe NE from Jan. 2013-Feb 2021. Opioid exposure was classified as positive (>0.1 mg/kg) or negative (no exposure or ≤0.1 mg/kg) based on cumulative morphine milligram equivalents (MME). Negative binomial regression models were used to evaluate clinical outcomes.

RESULTS: One hundred and twenty neonates were included. Adjusted analyses indicated that opioid exposure was associated with an increase in (1) length of hospitalization, (2) hypotension/use of vasopressors, and (3) need for and longer …

Convergence Of Alcohol Consumption And Dietary Quality In Us Adults Who Currently Drink Alcohol: An Analysis Of Two Core Risk Factors Of Liver Disease, Peng-Sheng Ting, Wei-Ting Lin, Suthat Liangpunsakul, Madeline Novack, Chiung-Kuei Huang, Hui-Yi Lin, Tung-Sung Tseng, Po-Hung Chen

School of Public Health Faculty Publications

BACKGROUND/OBJECTIVES: Alcohol consumption and poor dietary habits are on the rise in the United States, posing significant challenges to public health due to their contribution to chronic diseases such as liver failure. While associations between alcohol consumption patterns and diet quality have been explored, the relationship between specific alcoholic beverage types and diet quality remains underexamined. This study aims to compare diet quality among consumers of different alcoholic beverage types. METHODS: We conducted a cross-sectional analysis of 1917 current alcohol drinkers from the National Health and Nutrition Examination Survey (NHANES) who completed a 24 h dietary recall survey. Diet quality …

The 2024 Report Of The Lancet Countdown On Health And Climate Change: Facing Record-Breaking Threats From Delayed Action, Marina Romanello, Maria Walawender, Shih-Che Hsu, Annalyse Moskeland, Yasna Palmeiro-Silva, Daniel Scamman, Zakari Ali, Nadia Ameli, Denitsa Angelova, Sonja Ayeb-Karlsson, Sara Basart, Jessica Beagley, Paul J Beggs, Luciana Blanco-Villafuerte, Wenjia Cai, Max Callaghan, Diarmid Campbell-Lendrum, Jonathan D Chambers, Victoria Chicmana-Zapata, Lingzhi Chu, Troy J Cross, Kim R Van Daalen, Carole Dalin, Niheer Dasandi, Shouro Dasgupta, Michael Davies, Robert Dubrow, Matthew J Eckelman, James D Ford, Chris Freyberg, Olga Gasparyan, Georgiana Gordon-Strachan, Michael Grubb, Samuel H Gunther, Ian Hamilton, Yun Hang, Risto Hänninen, Stella Hartinger, Kehan He, Julian Heidecke, Jeremy J Hess, Louis Jamart, Slava Jankin, Harshavardhan Jatkar, Ollie Jay, Ilan Kelman, Harry Kennard, Gregor Kiesewetter, Patrick Kinney, Dominic Kniveton, Rostislav Kouznetsov, Pete Lampard, Jason K W Lee, Bruno Lemke, Bo Li, Yang Liu, Zhao Liu, Alba Llabrés-Brustenga, Melissa Lott, Rachel Lowe, Jaime Martinez-Urtaza, Mark Maslin, Lucy Mcallister, Celia Mcmichael, Zhifu Mi, James Milner, Kelton Minor, Jan Minx, Nahid Mohajeri, Natalie C Momen, Maziar Moradi-Lakeh, Karyn Morrisey, Simon Munzert, Kris A Murray, Nick Obradovich, Megan B O'Hare, Camile Oliveira, Tadj Oreszczyn, Matthias Otto, Fereidoon Owfi, Olivia L Pearman, Frank Pega, Andrew J Perishing, Ana-Catarina Pinho-Gomes, Jamie Ponmattam, Mahnaz Rabbaniha, Jamie Rickman, Elizabeth Robinson, Joacim Rocklöv, David Rojas-Rueda, Renee N Salas, Jan C Semenza, Jodi D Sherman, Joy Shumake-Guillemot, Pratik Singh, Henrik Sjödin, Jessica Slater, Mikhail Sofiev, Cecilia Sorensen, Marco Springmann, Zélie Stalhandske, Jennifer D Stowell, Meisam Tabatabaei, Jonathon Taylor, Daniel Tong, Cathryn Tonne, Marina Treskova, Joaquin A Trinanes, Andreas Uppstu, Fabian Wagner, Laura Warnecke, Hannah Whitcombe, Peng Xian, Carol Zavaleta-Cortijo, Chi Zhang, Ran Zhang, Shihui Zhang, Ying Zhang, Qiao Zhu, Peng Gong, Hugh Montgomery, Anthony Costello

Faculty, Staff and Student Publications

Despite the initial hope inspired by the 2015 Paris Agreement, the world is now dangerously close to breaching its target of limiting global multiyear mean heating to 1·5°C. Annual mean surface temperature reached a record high of 1·45°C above the pre-industrial baseline in 2023, and new temperature highs were recorded throughout 2024. The resulting climatic extremes are increasingly claiming lives and livelihoods worldwide.

A Systematic Review Of The Long-Term Efficacy Of Physical Activity Interventions In Reducing Risk Factors For Obesity In Adults, Jude Ominyi, Andrew Clifton, Noreen Cushen-Brewster

International Journal of Physical Activity and Health

Background: Regular physical activity (PA) provides numerous health advantages, including lowering mortality rates and preventing obesity. Despite well-established guidelines advising 150-300 minutes of moderate-intensity or 75-150 minutes of vigorous-intensity aerobic PA weekly, sedentary lifestyles remain prevalent, especially in industrialised nations. This systematic review examines the long-term effectiveness (12-24 months) of PA interventions aimed at reducing obesity risk among adults, with a particular focus on identifying strategies that promote sustained adherence.

Methods: A comprehensive literature search was performed using multiple databases, including Cochrane Library, PubMed, and Embase, focusing on studies published between January 2004 and January 2024. The inclusion …

Feature Selection And Machine Learning Approaches In Prediction Of Current E-Cigarette Use Among U.S. Adults In 2022, Wei Fang, Ying Liu, Chun Xu, Xingguang Luo, Kesheng Wang

Health & Biomedical Sciences Faculty Publications

Feature selection is essentially the process of picking informative and relevant features from a larger collection of features. Few studies have focused on predictors for current e-cigarette use among U.S. adults using feature selection and machine learning (ML) approaches. This study aimed to perform feature selection and develop ML approaches in prediction of current e-cigarette use using the 2022 Health Information National Trends Survey (HINTS 6). The Boruta algorithm and the least absolute shrinkage and selection operator (LASSO) were used to perform feature selection of 71 variables. The random oversampling example (ROSE) method was utilized to deal with imbalance data. …

Benchmarking Machine Learning Models To Predict Low Birthweight Baby Outcomes And Identify Associated Risk Factors From An Extremely Unbalanced Large-Scale Dataset, Yang Ren, Dezhi Wu, Yan Tong Ph.D., Ana Lopez-De Fede Ph.D., Sarah J. Gareau

Publications

Background: Low birthweight (LBW) is one of the leading causes of neonatal mortality in the United States (US), and also is a major causative factor of short- and long-term adverse health effects in newborns. To prevent adverse birth outcomes, it is critical to precisely predict and identify which mothers are at high risk of bearing LBW babies in the early stage of their pregnancy. Previous studies proposed various LBW prediction models from different ML algorithms primarily on small datasets. However, their model performance is significantly limited by data access barriers and data quality issues with one major technical challenge of …

Health Outcomes Reported By Healthcare Providers And Clients Of A Community-Based Medically Tailored Meal Program, Jessica M Sautter, Jule Anne Henstenburg, Adrian Glass Crafford, Ian Rowe-Nicholls, Victor S Diaz, Kaitlyn Ann Bartholomew, Julia S Evans, Maria R Johnson, Jeffrey Zhou, Deeksha Ajeya

Rowan-Virtua School of Osteopathic Medicine Departmental Research

BACKGROUND: Medically tailored meal (MTM) programs provide home-delivered meals to people living with serious illness and poor nutritional status. Client outcome studies have found evidence of decreased healthcare utilization and cost savings associated with MTM program participation, and inconclusive evidence of change in health measures. The purpose of this study was to use a novel observational framework to describe the client profile and change in health outcomes using routinely collected health and program data from a community-based MTM program at MANNA (Philadelphia, PA).

METHODS: Clients reported their self-rated health and experiences of food insecurity and malnutrition. Healthcare providers reported clients' …

Health Outcomes Reported By Healthcare Providers And Clients Of A Community-Based Medically Tailored Meal Program, Jessica M. Sautter, Jule Anne Henstenburg, Adrian Glass Crafford, Ian Rowe-Nicholls, Victor S. Diaz, Kaitlyn Ann Bartholomew, Julia S. Evans, Maria R. Johnson, Jeffrey Zhou, Deeksha Ajeya

Department of Family & Community Medicine Faculty Papers

BACKGROUND: Medically tailored meal (MTM) programs provide home-delivered meals to people living with serious illness and poor nutritional status. Client outcome studies have found evidence of decreased healthcare utilization and cost savings associated with MTM program participation, and inconclusive evidence of change in health measures. The purpose of this study was to use a novel observational framework to describe the client profile and change in health outcomes using routinely collected health and program data from a community-based MTM program at MANNA (Philadelphia, PA).

METHODS: Clients reported their self-rated health and experiences of food insecurity and malnutrition. Healthcare providers reported clients' …