Health Services Research Commons^™

Rencana Strategi Pemasaran Rumah Sakit Saat Pandemi Covid-19 (Studi Kasus Rs Xyz Di Bogor), Makassari Dewi

Jurnal ARSI : Administrasi Rumah Sakit Indonesia

The COVID-19 pandemic has changed the behavior of hospital organizations in medical services and patient behavior. This encourages the hospitals to develop specific strategies to restore patient trust by providing a sense of security for patients and customers to obtain hospital services during the COVID-19 pandemic. The purpose of this study is to formulate the design of hospital marketing strategy of XYZ Hospital Bogor during the COVID-19 pandemic. This research method is descriptive qualitative with a case study approach in the XYZ Hospital Bogor using triangulation methods. The results was XYZ Hospital Bogor developed Telemedicine and digital marketing services as …

Perilaku Petugas Medis Dalam Merujuk Pasien Antenatal Care (Anc) Ke Rumah Sakit, Siti Hardina, Haerawati Idris

Jurnal ARSI : Administrasi Rumah Sakit Indonesia

High referrals can increase hospital workloads and result in increased claims costs to BPJS Health. The purpose of this study was to determine the behavior of health center staff in referring antenatal care patients to hospitals. The research method uses a descriptive qualitative design with a health belief model approach. Informants were selected using a purposive technique. Data were collected using an in-depth interview guide, observation, and document review in one of the primary health care in Palembang City. Data validation is done using the triangulation of sources, methods, and data. This study uses content analysis as a data analysis …

Loneliness And Alcohol-Related Problems Among College Students Who Report Binge Drinking Behavior: The Moderating Role Of Food And Alcohol Disturbance, Luke Herchenroeder, Stacy M Post, Michelle L Stock, Ellen W Yeung

Faculty, Staff and Student Publications

Loneliness and alcohol misuse are common among college students and pose a threat to public health. To better understand the longitudinal association between these public health concerns we examined food and alcohol disturbance (FAD; i.e., restricting one's caloric intake prior to drinking) as a moderator in the association between loneliness and alcohol-related problems. Participants were 456 college students from a mid-sized university who engaged in past 30-day binge drinking. The majority of participants identified as being White (67.1%), female (78.1%), and reported a mean age of 19.61 (SD = 1.54) years. Participants completed two surveys (3 weeks apart) over the …

A Comprehensive Update On Cido: The Community-Based Coronavirus Infectious Disease Ontology, Yongqun He, Hong Yu, Anthony Huffman, Asiyah Yu Lin, Darren A Natale, John Beverley, Ling Zheng, Yehoshua Perl, Zhigang Wang, Yingtong Liu, Edison Ong, Yang Wang, Philip Huang, Long Tran, Jinyang Du, Zalan Shah, Easheta Shah, Roshan Desai, Hsin-Hui Huang, Yujia Tian, Eric Merrell, William D Duncan, Sivaram Arabandi, Lynn M Schriml, Jie Zheng, Anna Maria Masci, Liwei Wang, Hongfang Liu, Fatima Zohra Smaili, Robert Hoehndorf, Zoë May Pendlington, Paola Roncaglia, Xianwei Ye, Jiangan Xie, Yi-Wei Tang, Xiaolin Yang, Suyuan Peng, Luxia Zhang, Luonan Chen, Junguk Hur, Gilbert S Omenn, Brian Athey, Barry Smith

Faculty, Staff and Student Publications

BACKGROUND: The current COVID-19 pandemic and the previous SARS/MERS outbreaks of 2003 and 2012 have resulted in a series of major global public health crises. We argue that in the interest of developing effective and safe vaccines and drugs and to better understand coronaviruses and associated disease mechenisms it is necessary to integrate the large and exponentially growing body of heterogeneous coronavirus data. Ontologies play an important role in standard-based knowledge and data representation, integration, sharing, and analysis. Accordingly, we initiated the development of the community-based Coronavirus Infectious Disease Ontology (CIDO) in early 2020.

RESULTS: As an Open Biomedical Ontology …

Increased Incidence Of Suspected Smoke Inhalation During The Coronavirus Disease 2019 Pandemic: A National Database Study, Theodore E Habarth-Morales, Arturo J. Rios Diaz, Emily Isch, Shreyas Chandragiri, Lucy Qi, Rose Ni, Edward J. Caterson

Student Papers, Posters & Projects

The COVID-19 pandemic has forced many Americans to adapt their daily routines. In 2020, there was a significant increase in house fires according to the National Fire Prevention Association (NFPA). The objective of this study was to characterize the changes in suspected smoke inhalations (SSIs) during the first year of the pandemic in the National Emergency Medical Services Information System (NEMSIS). The NEMSIS database was queried for all EMS transports captured between 2017 and 2020. Differences in the incidences of SSIs and fire dispatches in 2020 were estimated using Poisson regression models. There was a 13.4% increase in the incidence …

Patient Perspectives On Opioid Risk Discussions In Primary Care, Stephanie A. Hooker, Inih J. Essien, Caitlin M. Borgert-Spaniol, Rebecca C. Rossom, Anthony W. Olson, Katrina M. Romagnoli, Leif I. Solberg

Journal of Patient-Centered Research and Reviews

Purpose: Both patients and clinicians have described discussions of potential opioid risks as challenging. This study’s goal was to understand patient perspectives on discussing opioid risks with primary care clinicians (PCCs).

Methods: Patients identified to be at elevated risk for problems with opioids (ie, opioid use disorder [OUD] diagnosis, taking a medication for OUD, or having ≥ 3 opioid prescriptions in the last year) were recruited from an integrated, Upper Midwest health system to participate in semi-structured qualitative interviews. Interview questions aimed to better understand patient views on conversations about opioid risks with PCCs and perceptions of OUD screening and …

Full Issue, Winthrop Mcnair Research Bulletin

The Winthrop McNair Research Bulletin

Winthrop McNair Research Bulletin Volume 5, Full Issue

Brazil's Family Health Strategy: An Examination Of The Experience Of Community Health Workers And Their Impact On The Commonwealth, Ximena Perez-Velazco

The Winthrop McNair Research Bulletin

This study explores the experience of community health workers―front line public health workers― who provide low-level health intervention as they are integrated into multidisciplinary teams of health professionals, under the constitution of Brazil’s Family Health strategy, a policy established in order to provide universal primary care in Brazil. Furthermore, this research looks into how the community health workers’ role in bridging the gap between the public health efforts and the commonwealth initiates health literacy and health practices within the community and the CHWs themselves. There is little to no research on the subject of community health workers’ physical or mental …

Vitamin C Supplementation For The Treatment Of Covid-19: A Systematic Review And Meta-Analysis, Monika Olczak-Pruc, Damian Swieczkowski, Jerzy R Ladny, Michal Pruc, Raul Juarez-Vela, Zubaid Rafique, Frank W Peacock, Lukasz Szarpak

Faculty, Staff and Students Publications

Since the outbreak of the coronavirus disease 2019 (COVID-19) pandemic, caused by the severe respiratory syndrome coronavirus 2 (SARS-CoV-2), millions of people have died, and the medical system has faced significant difficulties. Our purpose was to perform a meta-analysis to estimate the effect of vitamin C on in-hospital mortality and the ICU or hospital length of stay for patients diagnosed with COVID-19. We conducted a systematic review with meta-analysis in the following databases: PubMed, Web of Science, Scopus and Cochrane Central Register of Controlled Trials. We included studies that evaluated the effect of vitamin C supplementation, compared with standard treatment …

Case Growth Analysis To Inform Local Response To Covid-19 Epidemic In A Diverse Us Community, Marcia C De Oliveira Otto, Frances A Brito, Ji Yun Tark, Eric Bakota, Jose-Miguel Yamal, Dritana Marko, Shreela V Sharma, Michael R Brown, Savitri N Appana, Alison M Rector, Stephen H Linder, Jennifer Kiger, Karen C Tseng, Alanna C Morrison, Eric Boerwinkle

Faculty, Staff and Student Publications

Early detection of new outbreak waves is critical for effective and sustained response to the COVID-19 pandemic. We conducted a growth rate analysis using local community and inpatient records from seven hospital systems to characterize distinct phases in SARS-CoV-2 outbreak waves in the Greater Houston area. We determined the transition times from rapid spread of infection in the community to surge in the number of inpatients in local hospitals. We identified 193,237 residents who tested positive for SARS-CoV-2 via molecular testing from April 8, 2020 to June 30, 2021, and 30,031 residents admitted within local healthcare institutions with a positive …

Governing Cross-Sector Collaboratives: Evaluation Observations From The California Accountable Communities Of Health Initiative (Cachi), Center For Outcomes Research And Education, Desert Vista Consulting, Agd Consulting

Articles, Abstracts, and Reports

No abstract provided.

Aapm Report 373: The Content, Structure, And Value Of The Professional Doctorate In Medical Physics (Dmp), Jay W Burmeister, Charles W Coffey, John D Hazle, Neil Kirby, Yu Kuang, Michael A Lamba, Brian Loughery, Niko Papanikolaou

Faculty, Staff and Student Publications

The Professional Doctorate in Medical Physics (DMP) was originally conceived as a solution to the shortage of medical physics residency training positions. While this shortage has now been largely satisfied through conventional residency training positions, the DMP has expanded to multiple institutions and grown into an educational pathway that provides specialized clinical training and extends well beyond the creation of additional training spots. As such, it is important to reevaluate the purpose and the value of the DMP. Additionally, it is important to outline the defining characteristics of the DMP to assure that all existing and future programs provide this …

From World War Ii To Covid-19: A Historical Perspective On The American Medical Supply Chain, Hunter D Bechtold, Andrea T Cruz, Brent D Kaziny

Faculty, Staff and Students Publications

COVID-19 is the latest episode of shortages of critical medical supplies. Historically and to the present day, medical supplies have been sourced from single regions in the world, thus rendering the supply chain vulnerable to a myriad of harmful circumstances. We argue that shortages in medications related and unrelated to COVID have illustrated the need for the United States to diversify its medical supply sources before future pandemics, political crises, or natural disasters occur.

Analysis Of Prolanis Policy Implementation During The Covid-19 Pandemic In 2021, D.Fitria Sari Firdaus, Mardiati Nadjib

Journal of Indonesian Health Policy and Administration

Data from Basic Health Research (Riskesdas) in 2018 shows that Diabetes and Hypertension dominate chronic diseases. The Director of BPJS Kesehatan has issued Circular No. 14 of 2020 concerning health services for national health insurance participants during the COVID-19 prevention period, especially Prolanis. The policy contains an appeal to postpone the provision of services in the form of mass gathering activities such as Prolanis Gymnastics, Club Education, and and other activities. Hence, this research is needed to describe the implementation of Prolanis policies during the COVID-19 Pandemic. The study used a descriptive research design with qualitative methods and George C. …

Description Study Of Pandeglang Community Knowledge On Natural Disasters And Government Policies Related To Natural Disaster Preparedness In 2022, Novi Anggraini Ginting, Wiku Bakti Bawono Adisasmito

Journal of Indonesian Health Policy and Administration

Pandeglang Regency, which is a disaster-prone area, requires people who have sufficient knowledge to create community preparedness in dealing with disasters and can assist in the disaster mitigation process. This study aims to find out how the community's knowledge and community preparedness related to natural disasters and what efforts have been made by the government to improve the readiness of the people of Pandeglang Regency. This research method is descriptive and quantitative with 451 respondents. The results of the study showed that the people of Pandeglang Regency still did not know correctly the different types of threats or types of …

Analysis Of Factors Related To Intention-To-Use Telemedicine Services (Teleconsultation) In Jabodetabek Residents During The Covid-19 Pandemic In 2021, Isna Mutiara Salsabila, Kurnia Sari

Journal of Indonesian Health Policy and Administration

The emergence of COVID-19 pandemic has made it difficult for people to access health services. According to JKN statistics, FKTP visits was decreased from 337.69 million (2019) to 193.03 (2021). Teleconsultation, a type of telemedicine, could be the right solution so that people can still access the health services they need and protect themselves from the spread of COVID-19. There was an increase in the use of several teleconsultation applications in Indonesia during pandemic, from 4 million to more than 15 million people. However, this rate is only 7.63% of the internet users and 5.6% of the total population of …

Observational Study Of The Clinical Performance Of A Public-Private Partnership National Referral Hospital Network In Lesotho: Do Improvements Last Over Time?, Nancy A. Scott, Jeanette L. Kaiser, Brian W. Jack, Elizabeth L. Nkholongo, Allison Juntunen, Tshema Nash, Mayowa Alade, Taryn Vian

Nursing and Health Professions Faculty Research and Publications

Public-private partnerships (PPP) may increase healthcare quality but lack longitudinal evidence for success. The Queen ‘Mamohato Memorial Hospital (QMMH) in Lesotho is one of Africa’s first healthcare PPPs. We compare data from 2012 and 2018 on capacity, utilization, quality, and outcomes to understand if early documented successes have been sustained using the same measures over time. In this observational study using administrative and clinical data, we assessed beds, admissions, average length of stay (ALOS), outpatient visits, and patient outcomes. We measured triage time and crash cart stock through direct observation in 2013 and 2020. Operational hospital beds increased from 390 …

Omicron Variants Of The Sars-Cov-2: A Potentially Significant Threat In A New Wave Of Infections, Lukasz Szarpak, Michal Pruc, Alla Navolokina, Kavita Batra, Francesco Chirico, Charles De Roquetaillade

School of Medicine Faculty Research

From the beginning, the COVID-19 pandemic turned out to be a huge challenge and burden for medical services [1]. Currently, humanity is dealing with a new wave of the virus that has evolved and presents a new challenge, mainly due to its ability to avoid immune surveillance. Indeed, our main line of defense — vaccines — may be compromised. Omicron variants are characterized by an evolutionary force unprecedented so far. Among the several sublines that have already emerged, the BA.5 strain exhibit higher transmissibility and demonstrates a worrisome immune evasion. According to several laboratory investigations, vaccination-induced antibodies are less successful …

Patterns And Determinants Of Hiv Postexposure Prophylaxis In A Tertiary Health Facility In Nigeria, Onyinye H. Chime, Edmund O Ndibuagu, Wilfred O. Okenwa

International Journal of Health and Allied Sciences

Background: One of the targets of HIV prevention strategy is to ensure that 95% of the population access prevention services by 2030 with the aspiration of ending the AIDS epidemic by 2030. Methods: This is a record-based cross-sectional review. Data was extracted from the PEP registers and treatment folders from January 2017 to December 2021. Results: Non-occupational exposure (82.5%) was reported more than occupational (17.5%). Majority of cases (442) resulted from rape. Only 9.1% of the clients returned for follow-up and all were negative. Conclusion: Behavioral interventions designed to promote HIV risk reduction and protective behaviors should be promoted.

Development Of Tlc Fingerprinting Profile Of Shadanga Paniya – An Ayurvedic Formulation To Treat Symptoms Of Covid-19, Mehta D. Mehul, Kunal M. Gohil, Krunal A. Doshi

International Journal of Health and Allied Sciences

BACKGROUND: Shadanga Paniya is a compound Ayurvedic formulation that contains six ingredients. Ayurvedic Physicians have been using Shadanga Paniya to treat fever for ages. Symptoms of COVID-19 are also being treated by Shadanga Paniya. However, the Shadanga Paniya has not reported standardisation.

AIMS: To prepare Shadanga Paniya as per the standard classical protocol. To carry out qualitative tests, standardisation and TLC profile development for Shadanga Paniya.

MATERIALS AND METHODS: All the ingredients of Shadanga Paniya wiz. Nagarmotha, Pittapapada, Khasa, Lal Chandana, Sugandhbala and Sunthi were taken in equal amounts. All these ingredients are heated over mild heat with water. The …

Emerging Lessons From The Covid-19 Pandemic About The Decisive Competencies Needed For The Public Health Workforce: A Qualitative Study, Osnat Bashkin, Robert Otok, Lore Leighton, Kasia Czabanowska, Paul Barach, Nadav Davidovitch, Keren Dopelt, Mariusz Duplaga, Leah Okenwa Emegwa, Fiona Macleod, Yehuda Neumark, Maya Peled Raz, Theodore Tulchinsky, Zohar Mor

College of Population Health Faculty Papers

The global COVID-19 crisis exposed the critical need for a highly qualified public health workforce. This qualitative research aimed to examine public health workforce competencies needed to face COVID-19 challenges and identify the gaps between training programs and the competency demands of real-world disasters and pandemics. Through a sample of thirty-one participant qualitative interviews, we examined the perspectives of diverse stakeholders from lead public health organizations in Israel. Grounded Theory was used to analyze the data. Six themes emerged from the content analysis: public health workforce's low professional status and the uncertain future of the public health workforce; links between …

Heterogeneity In The Prevalence Of Premature Hypertension Among Asian American Populations Compared With White Individuals: A National Health Interview Survey Study, Sina Kianoush, Mahmoud Al Rifai, Anwar T. Merchant, Xiaoming Jia, Zainab Samad, Aneil Bhalla, Ayesha Khan, Dongshan Zhu, Salim S. Virani

Section of Cardiology

Background: Differences in prevalence of risk factors such as hypertension may explain heterogeneity in cardiovascular risk across Asian American populations.
Methods: We used National Health Interview Survey (NHIS) data from 2006 to 2018 among White, Chinese, Asian Indian, Filipino, and 'other Asians' (Japanese, Korean, and Vietnamese). Unadjusted and adjusted odds ratios (aOR) with 95% confidence intervals were reported using logistic regression models for the association between race and self-reported premature hypertension (age old). Models were adjusted for sex, education, body mass index, smoking status, diabetes, and coronary heart disease.
Results: We studied 99,864 participants with history of hypertension (mean age, …

Adult Day Services In Maine: Benefits, Challenges, And Opportunities, Elizabeth Gattine Jd, Eileen Griffin Jd, Kimberly I. Snow Mhsa, Ba

Disability & Aging

In Maine and nationally, adult day services tend to be underfunded and underutilized compared to other types of long term services and supports (LTSS). In part, investment in adult day services is hampered by a lack of standardized data collection and limited research on issues of accessibility, cost-effectiveness, and the impact of adult day services on the broader health system. Lack of uniformity in state regulatory frameworks for licensing, program design, service delivery, and other administrative requirements further complicates cross-state comparisons. Considering these limitations, a key goal of this report is to provide a more detailed and comprehensive understanding of …

Gaseous Air Pollutants And Dna Methylation In A Methylome-Wide Association Study Of An Ethnically And Environmentally Diverse Population Of Us Adults, Katelyn M Holliday, Rahul Gondalia, Antoine Baldassari, Anne E Justice, James D Stewart, Duanping Liao, Jeff D Yanosky, Kristina M Jordahl, Parveen Bhatti, Themistocles L Assimes, James S Pankow, Weihua Guan, Myriam Fornage, Jan Bressler, Kari E North, Karen N Conneely, Yun Li, Lifang Hou, Pantel S Vokonas, Cavin K Ward-Caviness, Rory Wilson, Kathrin Wolf, Melanie Waldenberger, Josef Cyrys, Annette Peters, H Marike Boezen, Judith M Vonk, Sergi Sayols-Baixeras, Mikyeong Lee, Andrea A Baccarelli, Eric A Whitsel

Faculty, Staff and Student Publications

Epigenetic mechanisms may underlie air pollution-health outcome associations. We estimated gaseous air pollutant-DNA methylation (DNAm) associations using twelve subpopulations within Women's Health Initiative (WHI) and Atherosclerosis Risk in Communities (ARIC) cohorts (n = 8397; mean age 61.3 years; 83% female; 46% African-American, 46% European-American, 8% Hispanic/Latino). We used geocoded participant address-specific mean ambient carbon monoxide (CO), nitrogen oxides (NO2; NOx), ozone (O3), and sulfur dioxide (SO2) concentrations estimated over the 2-, 7-, 28-, and 365-day periods before collection of blood samples used to generate Illumina 450 k array leukocyte DNAm measurements. We estimated methylome-wide, subpopulation- and race/ethnicity-stratified pollutant-DNAm associations in …

Quality Of Life, Illness Perceptions, And Parental Lived Experiences In Tango2-Related Metabolic Encephalopathy And Arrhythmias, Chaya N Murali, Seema R Lalani, Mahshid S Azamian, Christina Y Miyake, Hadley Stevens Smith

Faculty, Staff and Students Publications

TANGO2 disorder is a rare genetic disease with multi-system effects that causes episodic crises. Quality of life and psychosocial effects of this rare disease have not previously been studied. To examine health-related quality of life (HRQoL), illness perceptions, and lived experience, we surveyed 16 children and 31 parents of children with TANGO2 disorder identified via a disease-specific social media group and research foundation email distribution list. We assessed HRQoL by parent proxy-report and child self-report using the Pediatric Quality of Life Inventory (PedsQL™). Parental perceptions of their child's condition were assessed using the revised illness perceptions questionnaire adapted for TANGO2 …

Model Autonomy Of Self-Finance Management For Primary Health Care To Enhance Workers’ Satisfaction, Ahmad Jet Alamin, Ossama Issac, Lina Teo, Atikah Adyas

Kesmas

This study aimed to find an appropriate model of autonomous self-finance management in primary health care (PHC) to enhance workers' satisfaction. This was a cross-sectional study in which data were collected through self-administered questionnaires from 204 workers in ten Regional Public Service Agency for Primary Health Care (RPSAPHC)/Badan Layanan Umum Daerah Pusat Kesehatan Masyarakat (BLUD Puskesmas) in Tangerang District, Banten Province, Indonesia using the partial least squares and structural equation model (PLS-SEM). A total of 73 indicators were used to examine the PHC transformation process to enhance workers' satisfaction. The indicators were grouped into three variables depending on workers' satisfaction: …

Spatial Analysis For Enhancing The Use Of Health Data Availability From Different Sources To Help The Decision-Making Process, Tris Eryando

Kesmas

Spatial analysis in public health has become a common method used by researchers to understand the distribution of public health aspects related to the surrounding environment. It can also be used to analyze individual information in the form of a dot and the location or line of aggregated information in a specific area of study. Another benefit is the possibility of using different data sources to be analyzed in one statistical model analysis, as long as the identification area is sufficiently clear as a key variable. Spatial analysis can show an object's distribution on a locational map and explain the …

Sars-Cov-2 Antibody Seroprevalence In Jakarta, Indonesia, Iwan Ariawan, Hafizah Jusril, Muhammad N Farid, Pandu Riono, Wiji Wahyuningsih, Widyastuti Widyastuti, Dwi Oktavia T L Handayani, Endang Sri Wahyuningsih, Rebekka Daulay, Retno Henderiawati, Safarina G. Malik, Rintis Noviyanti, Leily Trianty, Nadia Fadila, Khin Saw Aye Myint, Frilasita A. Yudhaputri, Neeraja Venkateswaran, Kodumudi Venkateswaran, Venkatachalam Udhayakumar, William A. Hawley, Juliette Morgan, Paul M. Pronyk

Kesmas

The SARS-CoV-2 transmission dynamics in low- and middle-income countries remain poorly understood. This study aimed to estimate the SARS-CoV-2 antibodies seroprevalence in Jakarta, Indonesia, and to increase knowledge of SARS-CoV-2 transmission in urban settings. A population-based serosurvey among individuals aged one year or older was conducted in Jakarta. Employing a multistage sampling design, samples were stratified by district, slum, and non-slum residency, sex, and age group. Blood samples were tested for IgG against three different SARS-CoV-2 antigens. Seroprevalence was estimated after applying sample weights and adjusting for cluster characteristics. In March 2021, this study collected 4,919 respondents. The weighted estimate …

A Stunting Prevention Risk Factors Pathway Model For Indonesian Districts/Cities With A Stunting Prevalence Of ≥30%, Nina Fentiana, Endang L. Achadi, Besral Besral, Abram Kamiza, Trini Sudiarti

Kesmas

The prevalence of stunting in Indonesian children aged 0-23 months is a public health problem caused by direct and indirect factors. This study aimed to discover the path of the relationship between various risk factors and the stunting prevalence of ≥30% in 165 districts/cities in Indonesia. Data were obtained from the 2018 National Basic Health Research, National Socioeconomic Survey, and the Statistics Indonesia with a cross-sectional approach. The secondary data on stunting and risk factors were aggregated at the district/city level from individual data; children aged 0-23 months. The path analysis used to determine a stunting prevention model showed that …

Determinants Of Type 2 Diabetes Mellitus Among Passive Smokers, Adinda Rahma Triyaniarta, Santi Martini, Kurnia Dwi Artanti, Sri Widati, Rizma Dwi Nastiti

Kesmas

Type 2 diabetes mellitus (T2DM) leads to complications of other diseases. The modifiable risk factors for T2DM are overweight, physical activity, hypertension, unhealthy diet, and smoking. This study aimed to analyze determinants of T2DM incidence in passive smokers among various factors. This study was conducted at Hospital X in Surabaya City, East Java Province, Indonesia, from September 2019 to April 2020. The variables were univariate, bivariate, and multivariate. Case samples were T2DM patients and passive smokers, while control samples were non-T2DM patients and passive smokers, with 52 respondents per group, of 104 total respondents. Variables statistically significant related to the …