Open Access. Powered by Scholars. Published by Universities.®

Health Services Research Commons™

Open Access. Powered by Scholars. Published by Universities.®

5,345 Full-Text Articles 17,766 Authors 4,113,275 Downloads 210 Institutions

All Articles in Health Services Research

Faceted Search

5,345 full-text articles. Page 25 of 233.

College Healthcare Providers: Are They Prepared To Treat Students Following A Disclosure Of Sexual Assault?, Torrie Piasecki, Lindsay Gietzen 2025 University of the Pacific

College Healthcare Providers: Are They Prepared To Treat Students Following A Disclosure Of Sexual Assault?, Torrie Piasecki, Lindsay Gietzen

Pacific Journal of Health

Sexual assault is happening on university and college campuses. This study aims to explore the gap in care relative to how on-campus healthcare providers respond to college students following a disclosure of sexual assault and the access to resources provided to them. A sample of seven providers from two major college campuses in Stockton, CA responded to a questionnaire about formal disclosures of sexual assault. Each participant self-reported their knowledge of trauma-informed care (TIC) and what they understand about their campus resources for survivors of sexual assault. Results from participants who completed the survey indicated that although most knew where …


Physiotherapy In Community-Based Rehabilitation In Middle And Low-Income Countries: A Scoping Review, Er D. Petil Jr., Napoleon R. Caballero 2025 Far Eastern University Dr. Nicanor Reyes Medical Foundation

Physiotherapy In Community-Based Rehabilitation In Middle And Low-Income Countries: A Scoping Review, Er D. Petil Jr., Napoleon R. Caballero

Philippine Journal of Physical Therapy

Introduction: Community-based rehabilitation (CBR) is a widely recognized approach to address the rehabilitation needs of individuals with disabilities in low- and middle-income countries (LMICs). Physical therapy (PT) plays a crucial role within CBR programs. This study aimed to synthesize the current state of literature regarding the integration of PT in CBR programs in LMICs across Asia, Africa, and Latin America, examining key characteristics, reported outcomes, and challenges to implementation.

Methods: A comprehensive review of literature was conducted, focusing on studies published in the past decade. Data were extracted and synthesized in matrix format to compare and contrast findings across the …


Unveiling Racial Disparities In Prostate Cancer Using An Integrative Genomic And Transcriptomic Analysis, Abdalla Elbialy, Akshay Sood, Shang-Jui Wang, Peng Wang, Ahmed Fadiel, Anil V Parwani, Steven Huang, Gennady Shvets, Nagireddy Putluri, Jenny Li, Xuefeng Liu 2025 The Texas Medical Center Library

Unveiling Racial Disparities In Prostate Cancer Using An Integrative Genomic And Transcriptomic Analysis, Abdalla Elbialy, Akshay Sood, Shang-Jui Wang, Peng Wang, Ahmed Fadiel, Anil V Parwani, Steven Huang, Gennady Shvets, Nagireddy Putluri, Jenny Li, Xuefeng Liu

Faculty, Staff and Students Publications

Prostate cancer exhibits significant racial disparities, with African American (AA) individuals showing ∼64% higher incidence and 2.3 times greater mortality rates compared to their Caucasian (CA) counterparts. Understanding the complex interplay of genetic, environmental, lifestyle, socioeconomic, and healthcare access factors is crucial for developing effective interventions to reduce this disproportionate burden.

This study aims to uncover the genetic and transcriptomic differences driving these disparities through a comprehensive analysis using RNA sequencing (RNA-seq) and exome sequencing of prostate cancer tissues from both Black and White patients.

Our transcriptomics analysis revealed enhanced activity in pathways linked to immune response and cellular interactions …


Advancing Pandemic Response: Integrated Strategies For Testing, Prediction, And Bias Mitigation, Tianshu Gu 2025 University of Tennessee Health Science Center

Advancing Pandemic Response: Integrated Strategies For Testing, Prediction, And Bias Mitigation, Tianshu Gu

Theses and Dissertations (ETD)

The COVID-19 pandemic, along with prior outbreaks such as SARS and Ebola, has revealed critical gaps in global pandemic preparedness, emphasizing the need for integrated approaches to infectious disease management. This dissertation addresses three key areas of pandemic response: developing scalable screening strategies, constructing reliable predictive models, and mitigating demographic biases in artificial intelligence (AI) models used for healthcare decision-making.

The first study introduces a global screening strategy designed to optimize resource use and increase testing capacity, particularly in low- and middle-income countries (LMICs) where resources are limited. This study leverages pooled testing methods, where multiple samples are combined into …


The Impact Of Hyperglycemia On Post-Reperfusion Outcomes In Patients With Hyperacute Ischemic Stroke, Nicole Schumacher 2025 University of Tennessee Health Science Center

The Impact Of Hyperglycemia On Post-Reperfusion Outcomes In Patients With Hyperacute Ischemic Stroke, Nicole Schumacher

Theses and Dissertations (ETD)

Stroke is a major contributor to disability in the United States, with ischemic stroke accounting for approximately 87% of all cases. The use of approved reperfusion therapies, including intravenous thrombolysis with tissue plasminogen activator (tPA) and mechanical thrombectomy, has significantly improved functional outcomes for ischemic stroke patients. However, hyperglycemia at the time of hospital arrival is associated with worse outcomes, including increased infarct growth, higher rates of disability, and elevated mortality. Despite this, current stroke guidelines neither exclude hyperglycemic patients from receiving reperfusion therapy nor recommend glucose management during the hyperacute phase of care. While recent studies suggest that mild …


The Lived Experience Of Acute Stroke Advanced Practice Registered Nurses (Aprn) Working In Expanded Roles: A Mixed Methods Study, Terri-Ellen Kiernan 2025 University of Tennessee Health Science Center

The Lived Experience Of Acute Stroke Advanced Practice Registered Nurses (Aprn) Working In Expanded Roles: A Mixed Methods Study, Terri-Ellen Kiernan

Theses and Dissertations (ETD)

Introduction. Nurse practitioners have made credible gains through the six decades since inception to cover the growing need for outpatient family care. Nurse practitioners are now working in all aspects of medicine by continuing to fill gaps with healthcare needs that persist due to physician shortages. Stroke neurology is a medical specialty plagued by a shortage of physician specialists in hospital acute care which can limit acute stroke diagnosis and treatment capabilities. Stroke nurse practitioners (SNP) are vascular neurology trained specialists who fill relatively new hospital roles to assume traditionally physician-based responsibilities in an expanded role. This study aims to …


Rapid Diagnostic Sequencing Of Stool Dna Using Targeted Nanopore Sequencing In Patients With A Pulmonary Tuberculosis Diagnosis, Tara Ness, Nontobeko Maphalala, Wethusonkhe Khumalo, Doctor Sibandze, Abigail Seeger, Maia Madison, Anca Vasiliu, Durbin Mulengwa, Clement Gascua, Mangaliso Ziyane, Sindisiwe Dlamini, Gugu Maphalala, Eric Bortz, Alexander Kay, Christoph Lange, Viola Dreyer, Tanja Niemann, Stefan Niemann, Andrew DiNardo, Anna Mandalakas, Stool4TB Global Partnership 2025 The Texas Medical Center Library

Rapid Diagnostic Sequencing Of Stool Dna Using Targeted Nanopore Sequencing In Patients With A Pulmonary Tuberculosis Diagnosis, Tara Ness, Nontobeko Maphalala, Wethusonkhe Khumalo, Doctor Sibandze, Abigail Seeger, Maia Madison, Anca Vasiliu, Durbin Mulengwa, Clement Gascua, Mangaliso Ziyane, Sindisiwe Dlamini, Gugu Maphalala, Eric Bortz, Alexander Kay, Christoph Lange, Viola Dreyer, Tanja Niemann, Stefan Niemann, Andrew Dinardo, Anna Mandalakas, Stool4tb Global Partnership

Faculty, Staff and Students Publications

Background: Approximately 1.25 million individuals died of tuberculosis in 2023, in part due to ineffective treatment. In patients with paucibacillary tuberculosis, microbiologic confirmation and drug resistance testing via respiratory specimens is challenging; hence, stool samples are increasingly used for microbiologic confirmation. Targeted next-generation sequencing (tNGS) of stool DNA may improve detection of drug-resistant (DR) tuberculosis, helping patients receive appropriate treatments.

Methods: We assessed the ability of a nanopore tNGS approach using stool to detect drug resistance in a prospective, nested cohort of consecutive participants in Eswatini with pulmonary tuberculosis confirmed via sputum culture or sputum GeneXpert Ultra from 2020 to …


Suppression Of Hypothalamic Oestrogenic Signal Sustains Hyperprolactinemia And Metabolic Adaptation In Lactating Mice, Meng Yu, Bing Feng, Jonathan C Bean, Qianru Zhao, Yongjie Yang, Hailan Liu, Yongxiang Li, Benjamin P Eappen, Hesong Liu, Longlong Tu, Kristine M Conde, Mengjie Wang, Xi Chen, Na Yin, Darah Ave Threat, Nathan Xu, Junying Han, Peiyu Gao, Yi Zhu, Darryl L Hadsell, Yang He, Pingwen Xu, Yanlin He, Chunmei Wang 2025 The Texas Medical Center Library

Suppression Of Hypothalamic Oestrogenic Signal Sustains Hyperprolactinemia And Metabolic Adaptation In Lactating Mice, Meng Yu, Bing Feng, Jonathan C Bean, Qianru Zhao, Yongjie Yang, Hailan Liu, Yongxiang Li, Benjamin P Eappen, Hesong Liu, Longlong Tu, Kristine M Conde, Mengjie Wang, Xi Chen, Na Yin, Darah Ave Threat, Nathan Xu, Junying Han, Peiyu Gao, Yi Zhu, Darryl L Hadsell, Yang He, Pingwen Xu, Yanlin He, Chunmei Wang

Faculty, Staff and Students Publications

17β-oestradiol (E2) inhibits overeating and promotes brown adipose tissue (BAT) thermogenesis, whereas prolactin (PRL) does the opposite. During lactation, the simultaneous decline in E2 and surge in PRL contribute to maternal metabolic adaptations, including hyperphagia and suppressed BAT thermogenesis. However, the underlying neuroendocrine mechanisms remain unclear. Here, we find that oestrogen receptor alpha (ERα)-expressing neurons in the medial basal hypothalamus (MBH), specifically the arcuate nucleus of the hypothalamus and the ventrolateral subdivision of the ventromedial hypothalamus (vlVMH), are suppressed during lactation. Deletion of ERα from MBH neurons in virgin female mice induces metabolic phenotypes characteristic of lactation, including hyperprolactinemia, hyperphagia …


Il-12-Producing Cytokine Factories Induce Precursor Exhausted T Cells And Elimination Of Primary And Metastatic Tumors, Amanda Nash, Jonathon DeBonis, Danna Murungi, Bertha Castillo, Boram Kim, Fangheng Hu, Courtney Chambers, Annie Nguyen, Andrea Hernandez, Zeshi Wang, Peter D Rios, Sofia Ghani, Ira Joshi, Douglas Isa, Ningbo Zheng, Weiyi Peng, Oleg A Igoshin, Jose Oberholzer, H Courtney Hodges, Nathan Reticker-Flynn, Omid Veiseh 2025 The Texas Medical Center Library

Il-12-Producing Cytokine Factories Induce Precursor Exhausted T Cells And Elimination Of Primary And Metastatic Tumors, Amanda Nash, Jonathon Debonis, Danna Murungi, Bertha Castillo, Boram Kim, Fangheng Hu, Courtney Chambers, Annie Nguyen, Andrea Hernandez, Zeshi Wang, Peter D Rios, Sofia Ghani, Ira Joshi, Douglas Isa, Ningbo Zheng, Weiyi Peng, Oleg A Igoshin, Jose Oberholzer, H Courtney Hodges, Nathan Reticker-Flynn, Omid Veiseh

Faculty, Staff and Students Publications

Background: Curative responses to immunotherapy require the generation of robust systemic immunity with limited toxicity. Recruitment of T cell populations such as precursor exhausted T cells (Tpex) from lymphoid tissues to tumors is a hallmark of effective treatment. However, the ability to efficiently induce this recruitment is lacking in current immunotherapy approaches. Furthermore, systemic administration of immunotherapies frequently results in dose-limiting toxicities, yielding an inadequate therapeutic window for eliciting durable responses.

Methods: In this investigation, we evaluated the safety and antitumor efficacy of locally administered interleukin 12 (IL-12) using a clinically translatable cytokine delivery platform (NCT05538624) to identify …


Single-Nucleus Transcriptional Profiling Of The Placenta Reveals The Syncytiotrophoblast Stress Response To Covid-19, Rachel A Keuls, Scott A Ochsner, Mary B O'Neill, Diana R O'Day, Akihiko Miyauchi, Kadeshia M Campbell, Natalie Lanners, Jeffery A Goldstein, Connor Yee, Neil J McKenna, Ronald J Parchem, Jacqueline G Parchem 2025 The Texas Medical Center Library

Single-Nucleus Transcriptional Profiling Of The Placenta Reveals The Syncytiotrophoblast Stress Response To Covid-19, Rachel A Keuls, Scott A Ochsner, Mary B O'Neill, Diana R O'Day, Akihiko Miyauchi, Kadeshia M Campbell, Natalie Lanners, Jeffery A Goldstein, Connor Yee, Neil J Mckenna, Ronald J Parchem, Jacqueline G Parchem

Faculty, Staff and Students Publications

Background: COVID-19 in pregnancy is associated with placental immune activation, inflammation, and vascular malperfusion, but its impact on syncytiotrophoblast biology and function is unclear.

Objective: This study aimed to determine the effects of maternal COVID-19 on placental syncytiotrophoblasts using single-nucleus transcriptional profiling and to compare placental stress responses in COVID-19 and preeclampsia.

Study design: For transcriptional characterization of syncytiotrophoblasts, we used the single-nucleus RNA sequencing platform, single-cell combinatorial indexing RNA sequencing (sci-RNA-seq3), to profile placental villi and fetal membranes from unvaccinated patients with symptomatic COVID-19 at birth (n = 4), gestational age-matched controls (n = 4), and a case of …


Warm-Ischemia And Cold Storage Induced Modulation Of Ferroptosis Observed In Human Hearts Donated After Circulatory Death And Brain Death, Shiyi Li, Katherine V Nordick, Abdussalam E Elsenousi, Rishav Bhattacharya, Randall P Kirby, Adel M Hassan, Camila Hochman-Mendez, Todd K Rosengart, Kenneth K Liao, Nandan K Mondal 2025 The Texas Medical Center Library

Warm-Ischemia And Cold Storage Induced Modulation Of Ferroptosis Observed In Human Hearts Donated After Circulatory Death And Brain Death, Shiyi Li, Katherine V Nordick, Abdussalam E Elsenousi, Rishav Bhattacharya, Randall P Kirby, Adel M Hassan, Camila Hochman-Mendez, Todd K Rosengart, Kenneth K Liao, Nandan K Mondal

Faculty, Staff and Students Publications

We investigated ferroptosis, a type of programmed cell death mechanism, in human hearts donated after brain death (DBD) and those donated after circulatory death (DCD), focusing on warm ischemia time (WIT) and cold storage. A total of 24 hearts were procured, with six from the DBD group and 18 from the DCD group. The DCD group was divided into three subgroups, each containing six hearts, based on different WITs of 20, 40, and 60 min. All procured hearts were placed in cold storage for up to 6 h. Left ventricular biopsies were performed at 0, 2, 4, and 6 h. …


Shifting Healthcare In Rural South Carolina: A Study Of Media Coverage Of The Effects Of Hospital Closures, Morgan Harper 2025 University of South Carolina - Columbia

Shifting Healthcare In Rural South Carolina: A Study Of Media Coverage Of The Effects Of Hospital Closures, Morgan Harper

Senior Theses

Rural hospital closures have become an increasingly urgent issue in healthcare across the United States. These closures have impacted access to healthcare, the job market, and general community health. Most hospitals have been forced to close due to low patient volumes, financial struggles, and corporate ownership. Immediate implications of closures include the displacement of healthcare workers, community concern about lacking a central healthcare facility, and increased travel times to access care.

This thesis examines South Carolina’s healthcare landscape in areas with hospital closures since 2012 and explores the effects of and responses to these closures as discussed in newspapers and …


Addressing Gaps In Access: Examining Language Barrier Accommodations In Medicaid Member Handbooks, 2015-2019, Sanskruti Patel 2025 University of South Carolina - Columbia

Addressing Gaps In Access: Examining Language Barrier Accommodations In Medicaid Member Handbooks, 2015-2019, Sanskruti Patel

Senior Theses

Objective: This study examines the linguistic accessibility of Medicaid Managed Care Organization (MCO) handbooks from 2015 to 2019 by analyzing the instructions provided to access interpreter and written translation services. Trends were compared over time, considering state and plan-level factors that impact equitable healthcare access for Limited English Proficiency (LEP) enrollees.

Methods: A systematic search using manual efforts and FOIA requests located all publicly available Medicaid handbooks from 2015-2019 (N=657) across 39 states with comprehensive MCO plans. These handbooks were coded by independent reviewers to assess the study outcome variables. Random mixed-effects logistic and linear regression models were conducted to …


Addressing Informal Caregiver Burnout In The United States: Policies, Interventions, And Recommendations, Michael Blampye 2025 The University of San Francisco

Addressing Informal Caregiver Burnout In The United States: Policies, Interventions, And Recommendations, Michael Blampye

Master's Projects and Capstones

Informal caregiver burnout has been and will continue to be a significant public health concern in the United States, necessitating a comprehensive analysis of initiatives and policies to reduce its negative impacts. This paper provides an overview of existing approaches to address caregiver burnout at the individual, community, and national level, identifying critical gaps in policies and programs. By highlighting successful approaches in other developed countries, this paper presents comprehensive program and policy recommendations to strengthen informal caregiver support systems in the United States. Prioritizing these proposals can guide policymakers in creating a more supportive environment that values the crucial …


Sialidase Fusion Protein Protects Against Influenza Infection In A Cigarette Smoke-Induced Model Of Copd, Cheng-Yen Chang, Dominique Armstrong, John M Knight, Trevor V Gale, Stephen Hawley, Max Wang, Nancy Chang, David B Corry, Farrah Kheradmand 2025 The Texas Medical Center Library

Sialidase Fusion Protein Protects Against Influenza Infection In A Cigarette Smoke-Induced Model Of Copd, Cheng-Yen Chang, Dominique Armstrong, John M Knight, Trevor V Gale, Stephen Hawley, Max Wang, Nancy Chang, David B Corry, Farrah Kheradmand

Faculty, Staff and Students Publications

First- and secondhand smokers are at an increased risk for influenza virus (IFV)-related respiratory failure and death. Despite approved influenza antiviral treatments, there is an unmet need for treatments that can improve outcomes in populations at risk for respiratory failure, including tobacco users with Chronic Obstructive Pulmonary Disease (COPD). Here we show that the sialidase fusion protein, DAS181, reduced viral burden, mitigated inflammation, and attenuated lung function loss, consistent with broad-spectrum anti-influenza responses in a mouse model of COPD and IFV-A infection. Treatment with DAS181 reprogramed the sialic acid-binding immunoglobulin-like lectins (Siglecs) in alveolar macrophages, increased expression of phagocytic marker …


Insights Into Protection Against Mycobacterium Tuberculosis Infection: Time To Officially Confirm Another Phenotype?, Todia P Setiabudiawan, Philip C Hill, Andrew R DiNardo, Reinout van Crevel 2025 The Texas Medical Center Library

Insights Into Protection Against Mycobacterium Tuberculosis Infection: Time To Officially Confirm Another Phenotype?, Todia P Setiabudiawan, Philip C Hill, Andrew R Dinardo, Reinout Van Crevel

Faculty, Staff and Students Publications

Immune correlates of protection against infection with Mycobacterium tuberculosis (Mtb) remain elusive. In this issue of the JCI, Dallmann-Sauer and authors demonstrate that lack of tuberculin skin test (TST) and interferon γ release assay (IGRA) conversion among people with HIV despite years-long Mtb exposure is associated with alveolar lymphocytosis, including specific poly-cytotoxic T cells, and M1-type alveolar macrophages with a stronger ex vivo response to the pathogen. Studies in these rare individuals, termed "TB resisters" and in tuberculosis household contacts who are repeatedly IGRA negative in the months after a specific exposure event (known as "early clearers") help elucidate manipulatable …


Communicating Blood Test Results In Primary Care: A Mixed-Methods Systematic Review, Helen Nankervis, Alyson L Huntley, Penny Whiting, William Hamilton, Hardeep Singh, Sarah Dawson, Rachel O'Donnell, Jane Sprackman, Anna Ferguson Montague, Jessica Watson 2025 The Texas Medical Center Library

Communicating Blood Test Results In Primary Care: A Mixed-Methods Systematic Review, Helen Nankervis, Alyson L Huntley, Penny Whiting, William Hamilton, Hardeep Singh, Sarah Dawson, Rachel O'Donnell, Jane Sprackman, Anna Ferguson Montague, Jessica Watson

Faculty, Staff and Students Publications

Background: Online records access, including test results, was rolled out as part of changes to the GP contract in England in 2023. Blood test result communication is important for patient-centred care, patient safety, and primary care workload. Evidence is needed to ensure that test results are communicated safely and efficiently to patients in primary care.

Aim: To summarise existing evidence for blood test result communication between primary care providers and their patients and carers.

Design and setting: A mixed-methods systematic review was undertaken.

Method: MEDLINE, Embase, PsycInfo (Ovid), CINAHL (EBSCOhost), and the Cochrane Library were searched from January 2013-September 2023. …


“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 2025 The Texas Medical Center Library

“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 …


Soluble Mesothelin-Related Peptide As A Prognosticator In Pleural Mesothelioma Patients Receiving Checkpoint Immunotherapy, Sonali Mitra, Hee-Jin Jang, Allen Kuncheria, Sung Wook Kang, Jong Min Choi, Ji Seon Shim, Claire Lee, Priyanka Ranchod, Peter Jindra, Maheshwari Ramineni, Meera Patel, R Taylor Ripley, Shawn S Groth, Shanda H Blackmon, Bryan M Burt, Hyun-Sung Lee 2025 The Texas Medical Center Library

Soluble Mesothelin-Related Peptide As A Prognosticator In Pleural Mesothelioma Patients Receiving Checkpoint Immunotherapy, Sonali Mitra, Hee-Jin Jang, Allen Kuncheria, Sung Wook Kang, Jong Min Choi, Ji Seon Shim, Claire Lee, Priyanka Ranchod, Peter Jindra, Maheshwari Ramineni, Meera Patel, R Taylor Ripley, Shawn S Groth, Shanda H Blackmon, Bryan M Burt, Hyun-Sung Lee

Faculty, Staff and Students Publications

Background: Immune checkpoint therapy (ICT) has significantly impacted the treatment of malignant pleural mesothelioma (MPM). Despite some promising results from combination therapies, nearly half of MPM patients do not benefit, underscoring the urgent need for reliable predictive biomarkers. This study assesses the prognostic value of serum soluble mesothelin-related peptide (SMRP) and PD-L1 levels in MPM patients receiving ICT.

Methods: We conducted a retrospective analysis of 125 MPM patients treated with ICT by measuring pre-ICT serum levels of SMRP and PD-L1. We also examined the correlation of these serum levels with tumor mRNA expressions of mesothelin and PD-L1. Both univariable and …


Harnessing Sociodemographic And Anthropometric Insights To Predict Type 2 Diabetes Risk: A Machine Learning Approach, Rico Kurniawan, Rezki Yunanda, Okky Assetya Pratiwi 2025 Departemen Biostatistik dan Ilmu Kependudukan Fakultas Kesehatan Masyarakat Universitas Indonesia

Harnessing Sociodemographic And Anthropometric Insights To Predict Type 2 Diabetes Risk: A Machine Learning Approach, Rico Kurniawan, Rezki Yunanda, Okky Assetya Pratiwi

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

The complexity of diabetes makes early diagnosis and effective management challenging for healthcare settings. This study developed and evaluated models using machine learning algorithms to predict the risk of diabetes. The data were primarily sourced from the Indonesia Family Life Survey (IFLS). Diabetes status was identified using A1c whole blood sample values (A1c WBS ³5.7%). Sociodemographic and anthropometric factors were set as predictors, most of which were significantly correlated with diabetes status. Discrete machine learning algorithms such as decision tree, k-nearest neighbors (KNN), random forest (RF), naïve Bayer, support vector machine (SVM), and neural network (MLP) were applied to construct …


Digital Commons powered by bepress