Influenza Virus Vaccines Commons^™

Exploring The Impact Of Adverse Childhood Experiences On Preventive Healthcare Utilization In Rural Georgia, Ryan R. Traylor

College of Graduate Studies: Theses & Dissertations

This study examines the relationship between Adverse Childhood Experiences (ACEs) and preventive healthcare use among adults in Georgia, specifically within rural populations facing structural barriers. Using 2023 Georgia Behavioral Risk Factor Surveillance System (BRFSS) data, the research analyzes associations between ACE exposure, rural residence, and preventive care outcomes, including physical exams and flu vaccinations. Guided by an intersectionally adapted version of Andersen’s Behavioral Model of Health Services Use, the study evaluates how predisposing factors, enabling resources, and perceived barriers relate to healthcare engagement. Logistic regression analyses assess the correlation of ACE exposure, cost barriers, provider access, and sociodemographics with preventive …

A Quality Improvement Initiative To Streamline Flu Vaccine Documentation And Increase Staff Engagement, Carla E. Giron

Master's Projects and Capstones

Objective: This quality improvement project was implemented in an urban community health clinic primarily serving low-income and Latinx patients. Factors such as demographics, socioeconomic status, health, and transportation contribute to low U.S. influenza vaccination rates (Chen et al., 2020), while EHR training can improve provider satisfaction and efficiency (DiAngi et al., 2019). This microsystem faced inconsistent workflow processes, limited EHR training, and documentation errors that contributed to low staff satisfaction rates and influenza vaccination rates. An average of 11.4% of patients received a flu vaccine in October 2023 and 2024. Medical assistants (MAs) completed a pre-intervention survey indicating that 35% …

Improving Staff Satisfaction And Flu Vaccine Uptake Through Standardized Workflow Tools, Salma Adriana Blanco

Master's Projects and Capstones

Objective: Insufficient workflows can cause documentation to be confusing, which ultimately

limits staff engagement. This has led to staff dissatisfaction and a low vaccination uptake in

outpatient clinics. The implementation of a standardized workflow tool and proper staff

education and training can improve staff satisfaction and vaccination adherence, as indicated by

a review of literature. Aim: The purpose of this quality improvement project is to implement a

change in workflow in the electronic health record and staff training in an urban community

health clinic primarily serving low income and Latino patients. This intervention seeks to

increase medical assistant user satisfaction …

Earth Care Trusted Messengers Vaccine Access Project, Camille Velarde, Theresa H. Cruz

Reports & Documents

The Earth Care Trusted Messengers Vaccine Access Project was a two-month intervention implemented in Santa Fe, New Mexico in spring 2025 to address persistent barriers to COVID-19 and routine vaccine access among Spanish-speaking communities. Using a peer-to-peer “Trusted Messenger” model, respected community members received training in vaccine knowledge, communication strategies, and community organizing before hosting small house meetings to share accurate information, address concerns, and build trust.

A mixed-methods evaluation included pre/post/follow-up surveys, weekly house meeting questionnaires, and a final focus group. Quantitative results demonstrated substantial increases in participants’ confidence across all domains, including vaccine knowledge, communication skills, and ability …

Earth Care Trusted Messengers: Vaccine Access Project, Camille Velarde, Theresa H. Cruz

Reports & Documents

Spanish-speaking communities in New Mexico continue to face persistent barriers to vaccine access, confidence, and culturally relevant health information. The Earth Care Trusted Messengers Vaccine Access Project was implemented in Santa Fe to address these inequities using a peer-to-peer, community-rooted model. Trusted Messengers, respected community members, participated in a full-day training covering vaccine science, misinformation, communication strategies, and resource navigation, and subsequently facilitated small “house meetings” to engage peers in open conversations about vaccines. A mixed-methods evaluation assessed changes in confidence, knowledge, and community connectedness using pre-/post-/follow-up surveys, weekly implementation logs, and a final focus group. Quantitative findings showed large …

Understanding Vaccine Hesitancy And Barriers To Access In Hispanic Individuals Of Metro Detroit​, Rafael Ramos, John Gallegher, Nevil Khurana, Ingrid Rocha, Rene Andino-Galva, Izabel Thomas, Deni Peterson, Alexander Eskandarian, Eliezer Arody Gomez, Md

Medical Student Research Symposium

Background:

Detroit’s Hispanic community is still disproportionally uninsured at about 2x the rate of non-Hispanic white and 3x the rate of non-Hispanic Black residents. In the post-COVID era, vaccine hesitancy and barriers to access have been well-documented. Studies suggest that minority populations, including the Hispanic population, may experience unique social determinants of health which affect their vaccination rates and outcomes. Additionally, research shows that knowledge of vaccines may correlate with levels of trust.

Methods:

We sought to describe the knowledge, barriers to access, and levels of trust regarding the influenza (flu) vaccine in Hispanic individuals of Metro Detroit. We used …

Enhancing Healthcare-Associated Infection Prevention: The Role Of Hand Hygiene, Ppe, Isolation, And Vaccination Education, Kaitlyn N. Rollo

Aurora

Healthcare-associated infections (HAIs) represent a significant threat to patient safety in hospital environments. These infections are often linked to lapses in infection prevention protocols, including inadequate hand hygiene, improper use of personal protective equipment (PPE), and insufficient isolation procedures. This project aimed to evaluate compliance with infection control policies and identify areas for improvement at Lima Memorial Hospital. By focusing on auditing, education, and data analysis, the goal was to reduce HAI rates and strengthen overall infection prevention practices.

Methods included a comprehensive review of existing hospital infection prevention policies, followed by hand hygiene and PPE audits across the hospital’s …

Using Variations In The Circadian Rhythm To Identify Optimal Vaccination Times In Healthy Adults Who Receive An Influenza Vaccine, Payson Broome, Karen Duus, Thrisha Reddy, Krystal Robinson, Jutta Ward, Michael Desouza, Samuel Park, Terry Ann Else, Deborah Bell-Pedersen

Annual Research Symposium

This proof-of-concept quasi-experiment investigated the relationship between circadian phase and immune response to the 2024-2025 influenza vaccine. This study will provide insight into the ideal physiological circadian phase to receive the influenza vaccine, better defining the relationship between circadian biology and immunity, and supporting a simple and cost-effective strategy to optimize influenza vaccine efficacy.

Characteristics And Outcomes Of Adults Hospitalized With Respiratory Syncytial Virus, Brian S. Shaw, Cara Slaton, Ian P. Murphy, Michael Mcalister, Daniel Egan, Kwabena Ayesu

The University of Louisville Journal of Respiratory Infections

Background: Respiratory syncytial virus (RSV) is a negative sense single-stranded RNA virus (ssRNA) that primarily causes respiratory infections in both children and older adults. We examined clinical characteristics and outcomes of hospitalized adult patients who tested positive for RSV.

Methods: This was a multicenter, retrospective, descriptive study that examined adult patients admitted with a positive RSV test over two years across eight hospitals in Orlando, Florida.

Results: A total of 120 patients were included, of which 88 (73%) were 60 years old and older. Overall, patients with RSV infection were caucasian (62%) with a median age of 70 years and …

Resilience And Reality: Exploring The Lived Experiences Of People Living With Hiv In Texas During The Covid-19 Pandemic – A Qualitative Study., Ahmed F. Alanazi

Social Work Dissertations - Archive

This study investigated the lived experiences of individuals living with HIV (PLWH) in the Dallas-Fort Worth (DFW) area of Texas during the COVID-19 pandemic, using an Interpretative Phenomenological Analysis (IPA) framework. The research examined the intersection of health, social dynamics, and psychological resilience among PLWH, who faced compounded vulnerabilities due to systemic inequities and the dual public health crises of HIV and COVID-19. Through semi-structured interviews with ten participants from diverse backgrounds, the study captured the profound impacts of disrupted healthcare systems, heightened stigma, and social isolation on this marginalized population. The findings reveal that the pandemic exacerbated existing inequities …

Development And Evaluation Of An Implementation Strategy To Increase Hpv Vaccination Among Underserved Youth Across Texas: A Protocol Paper, Paula M Cuccaro, Jihye Choi, Lara S Savas, Efrat K Gabay, Mayra Aguilar Mcbride, Amy Montelongo Eldridge, Timothy J Walker

Faculty, Staff and Student Publications

BACKGROUND: All for Them is a theory-based and evidence-informed multilevel, multicomponent program delivered through schools to increase HPV vaccination among medically underserved youth across Texas. Given the potential logistical challenges of program implementation, understanding how to best support the implementation and sustainment of the program is critical. The overall goals of this study are twofold: 1) develop a multifaceted implementation strategy, Implementing All for Them (IM-AFT); and 2) evaluate the impact of IM-AFT on implementation outcomes for schools and healthcare providers to successfully implement All for Them in their respective settings.

METHODS: This study is underpinned by a comprehensive and …

Barriers To The Assessment And Recommendation Of Hpv Vaccination Among Healthcare Providers In Texas, Onyema G Chido-Amajuoyi, Ikponmwosa Osaghae, Henry K Onyeaka, Sanjay Shete

Faculty, Staff and Student Publications

BACKGROUND: Healthcare providers (HCPs) recommendations for HPV vaccination plays a critical role in increasing vaccination uptake. This study assesses the prevalence of reported barriers to HPV vaccination assessment and recommendation among HCPs in Texas.

METHODS: Study data were obtained from a population-based survey of HCPs currently practicing in Texas. Participants were asked about their HPV vaccination assessment and recommendation practices and the reasons for not assessing or recommending the vaccine. Barriers were stratified by HCP characteristics including age, sex, race/ethnicity, location of practice, provider type, and type of facility.

RESULTS: Among the 826 HCPs included in this study, 47.3 % …

Modeling The Health Impact And Cost-Effectiveness Of A Combined Schoolgirl Hpv Vaccination And Cervical Cancer Screening Program In Guangdong Province, China, Yating Huang, Dantao Zhang, Lihua Yin, Jianguo Zhao, Zhifeng Li, Jing Lu, Xiaoming Zhang, Chenggang Wu, Wei Wu

Faculty, Staff and Student Publications

Low human papillomavirus (HPV) vaccine uptake is a key barrier to cervical cancer elimination. We aimed to evaluate the health impact and cost-effectiveness of introducing different HPV vaccines into immunization programs and scaling up the screening program in Guangdong. We used a dynamic compartmental model to estimate the impact of intervention strategies during 2023-2100. We implemented the incremental cost-effectiveness ratio (ICER) in costs per averted disability-adjusted life year (DALY) as an indicator to assess the effectiveness of the intervention. We used an age-standardized incidence of 4 cases per 100,000 women as the threshold for the elimination of cervical cancer. Compared …

Determinants Of Immunization In Polio Super High-Risk Union Councils Of Pakistan, Ahmad Khan, Imtiaz Hussain, Dale A. Rhoda, Muhammad Umer, Uzair Ansari, Imran Ahmed, Caitlin Clary, Rana Muhammad Safdar, Sajid Bashir Soofi

Centre of Excellence in Women and Child Health

Background: The current polio epidemiology in Pakistan poses a unique challenge for global eradication as the country is affected by ongoing endemic poliovirus transmission. Across the country, 40 union councils (UCs) which serve as core reservoirs for poliovirus with continuous incidences of polio cases are categorized as super-high-risk union councils (SHRUCs).
Methodology: A cross-sectional survey was conducted in 39 SHRUCs using a two-stage stratified cluster sampling technique. 6,976 children aged 12-23 months were covered. A structured questionnaire was used for data collection. Data were analyzed using STATA version 17.
Results: Based on both vaccination records and recall, 48.3% of children …

El Programa Ampliado De Inmunización (Pai) Y La Confianza En La Vacunación De La Población En Argentina: Estudio De Caso En La Vacunación Contra El Virus Del Papiloma Humano (Vph). The Expanded Program On Immunization (Epi) And Vaccine Confidence In Argentina’S Population: A Case Study On The Human Papillomavirus (Hpv) Vaccine., Ana Tiscareño

Independent Study Project (ISP) Collection

En este estudio, se realizó una exploración del Programa Ampliado de Inmunización (PAI) en Argentina y como sus estrategias afectan los motivos a vacunarse o no en el país. Con un sistema de salud universal y gratuito, la gente en Argentina tiene el derecho a la salud que incluye la vacunación gratuita y obligatoria. Pero en el campo de la inmunización, no hay estudios sobre los otros factores que llevaban a las personas a adherir o no a la vacunación. Para cumplir los objetivos de la investigación, se utilizó un abordaje descriptivo cualitativo con un análisis de fuentes secundarias y …

Evaluation Of Inactivated Avian Influenza Virus And Newcastle Disease Virus Bivalent Vaccination Program Against Newly Circulated H5n8 And Ndv Strains, Ahmed A Azab, Nahed Yehia, Mohamed Makhareta, Mahmoud Samir, Abdelrahman Shoukry, Ahmed Abd Elhalem Mohamed, Sadeq K Alhag, Afaf S Alwabli, Mohamed T El-Saadony, Khaled A El-Tarabily, Mohamed A Soliman

Faculty, Staff and Student Publications

Avian influenza virus (AIV) and Newcastle disease virus (NDV) are respiratory illness syndromes that have recently been detected in vaccinated flocks and are causing major financial losses in the chicken farming industry. The objective was to evaluate the efficacy of Valley Vac H5Plus NDVg7 vaccine in protecting chickens against the H5N8 and NDV strains that have recently been circulating in comparison with the efficacy of the commercially available bivalent H5+ND7 vaccine. In contrast to the H5+ND7 vaccine, which was made of genetically distinct H5N8/2018 clade 2.3.4.4b genotype group (G5), H9N2/2016, H5N1/2017, and genetically comparable NDV genotype VII 1.1/2019 of the …

The Influence Of Political Ideology On Awareness Of Hpv And Hpv Vaccine Among Adults In The United States, Onyema Greg Chido-Amajuoyi, Henry Onyeaka, Hermioni Amonoo, Sanjay Shete

Faculty, Staff and Student Publications

This study aimed to investigate the association between political ideology and awareness of HPV and HPV vaccine among US adults. Study data were derived from Health Information National Trends Survey 5 Cycle 4, a 2020 cross-sectional survey of US adults. Multivariable logistic regressions were conducted to examine the association between political ideology with HPV and HPV vaccine awareness. A total of 3418 adults participated in the study, with the majority being non-Hispanic White individuals and women. The results showed that 66.1% and 62.3% of the participants were aware of HPV and HPV vaccine, respectively. A total of 36.9%, 29.7% and …

Perspectives On Flu Vaccination Advertisement Messaging In The Era Of Covid-19: Thematic Analysis Centering Adult Black Voices, Krissy Moehling Geffel, Stephanie N. Christian, Andrea D. Casas, Harika P. Dyer, Tiffany L. Gary-Webb, Hannah E. Hardy, Roderick Harris, Dara D. Mendez

Journal of Health Disparities Research and Practice

Influenza (flu) is an infectious, respiratory disease that causes substantial burden and mortality, and Non-Hispanic Black people experience profound disparities in flu disease burden in the United States. One contributor to flu disease disparities is lower flu vaccination rates among Black populations. This qualitative study was conducted during the COVID-19 pandemic and used the Public Health Critical Race Praxis framework to center and elicit Black adults’ perspectives of desired flu vaccine messaging. This work builds upon efforts to increase access to flu vaccinations and recommendations are provided to aid in tailoring flu vaccine messaging via a health equity lens. Recommendations …

Maternal Perceptions Of Vaccinating Boys Against Human Papillomavirus (Hpv) In Seoul, South Korea: A Descriptive Exploratory Qualitative Study, Jihye Choi, Christine Markham, Irene Tamí-Maury, Sooyoun Kim, Paula Cuccaro

Faculty, Staff and Student Publications

Human Papillomavirus (HPV) vaccination is of paramount importance to reduce HPV-associated cancers in both genders. In South Korea, the prophylactic vaccine is recognized as prevention of cervical cancer with little attention given to male HPV vaccination. The purpose of this study was to explore perceptions of male HPV vaccination and underlying factors for vaccine hesitancy among mothers of unvaccinated boys in Seoul, Korea using a qualitative method. We used a purposive sampling strategy to recruit mothers of unvaccinated middle school-aged boys living in one of the 25 districts in Seoul, supplemented by a snowball sampling approach. We conducted one-on-one telephone …

Vaccinate: Posters From The Covid-19 Pandemic, Aaron Sutherlen, Judy Diamond, Meghan Leadabrand, Julia Mcquillan, St Patrick Reid

Zea E-Books Collection

In 2022 we are living through a global pandemic, and vaccines are one of the most effective strategies for slowing the spread of infectious disease, minimizing symptoms, and lowering healthcare demands. In short, vaccines save lives and can reduce the risk of contagion from social interaction.

In the United States in late 2021, after the vaccines had been broadly available for almost a year, one in five adults still chose not to get vaccinated against COVID-19.

Art can disrupt what is embedded in our minds and open us up to new perspectives and insights. We hope to offer access to …

Influenza Activity And Composition Of The 2022-23 Influenza Vaccine - United States, 2021-22 Season, Angiezel Merced-Morales, Peter Daly, Anwar Isa Abd Elal, Noreen Ajayi, Ekow Annan, Alicia Budd, John Barnes, Arielle Colon, Charisse N Cummings, A Danielle Iuliano, Juliana Dasilva, Nick Dempster, Shikha Garg, Larisa Gubareva, Daneisha Hawkins, Amanda Howa, Stacy Huang, Marie Kirby, Krista Kniss, Rebecca Kondor, Jimma Liddell, Shunte Moon, Ha T Nguyen, Alissa O'Halloran, Catherine Smith, Thomas Stark, Katie Tastad, Dawud Ujamaa, Dave E Wentworth, Alicia M Fry, Vivien G Dugan, Lynnette Brammer

Faculty, Staff and Student Publications

Before the emergence of SARS-CoV-2, the virus that causes COVID-19, influenza activity in the United States typically began to increase in the fall and peaked in February. During the 2021-22 season, influenza activity began to increase in November and remained elevated until mid-June, featuring two distinct waves, with A(H3N2) viruses predominating for the entire season. This report summarizes influenza activity during October 3, 2021-June 11, 2022, in the United States and describes the composition of the Northern Hemisphere 2022-23 influenza vaccine. Although influenza activity is decreasing and circulation during summer is typically low, remaining vigilant for influenza infections, performing testing …

Rates And Perceptions Of Covid-19 Vaccination From University Of Mississippi Students, Josie Parham

Honors Theses

The trials, tribulations and triumphs of the global COVID-19 pandemic are impacted by and are a product of behaviors that occur at the level of nations, states, cities and, ultimately, communities. In the wake of the development of safe and effective vaccines against SARS-CoV2, the virus responsible for the pandemic, the significance of the vaccine is closely linked to the number of individuals that receive the vaccine. To date, surveys have measured sizable variations in vaccination rates between nations, states, cities, and communities. Focusing on events that have transpired in one such local community, the present study (i) measured the …

The Correlation Between Vaccine Hesitancy And Privilege: Exploring The Degree To Which Education And Income Foster Resistance To Vaccination Efforts, Sophie Goldenberg

Independent Study Project (ISP) Collection

Vaccine hesitancy is a public health issue of growing concern. Extensive pre-existing literature offers several explanations and conflicting viewpoints regarding reluctance toward vaccinations. However, minimal research has been done exploring the upstream social determinants driving vaccine hesitancy. Utilizing academic and gray literature and interviews with experts in the field, this study addresses this gap in knowledge with the research question: To what extent does privilege impact vaccine hesitancy and resistance? Vaccine hesitancy appears globally and is particularly concerning given the re-emergence of vaccine-preventable diseases (VPDs). Additionally, due to inconsistent causes, vaccine hesitancy is difficult to combat. In referencing the history …

Covid-19 Vaccination In Sindh Province, Pakistan: A Modelling Study Of Health Impact And Cost-Effectiveness, Carl A B. Pearson, Fiammetta Bozzani, Simon R. Procter, Nicholas G. Davies, Maryam Huda, Henning Tarp Jensen, Marcus Keogh-Brown, Muhammad Khalid, Sedona Sweeney, Sergio Torres-Rueda

Community Health Sciences

Background: Multiple Coronavirus Disease 2019 (COVID-19) vaccines appear to be safe and efficacious, but only high-income countries have the resources to procure sufficient vaccine doses for most of their eligible populations. The World Health Organization has published guidelines for vaccine prioritisation, but most vaccine impact projections have focused on high-income countries, and few incorporate economic considerations. To address this evidence gap, we projected the health and economic impact of different vaccination scenarios in Sindh Province, Pakistan (population: 48 million).
Methods and findings: We fitted a compartmental transmission model to COVID-19 cases and deaths in Sindh from 30 April to 15 …

Impact Of The Covid-19 Pandemic On Loneliness And Social Isolation: A Multi-Country Study, Roger O’Sullivan, Annette Burns, Gerard Leavey, Iracema Leroi, Vanessa Burholt, James Lubben, Julianne Holt-Lunstad, Christina Victor, Brian Lawlor, Mireya Vilar-Compte, Carla M. Perissinotto, Mark A. Tully, Mary Pat Sullivan, Michael Rosato, Joanna Mchugh Power, Elisa Tiilikainen, Thomas R. Prohaska

Department of Public Health Scholarship and Creative Works

The COVID-19 global pandemic and subsequent public health social measures have challenged our social and economic life, with increasing concerns around potentially rising levels of social isolation and loneliness. This paper is based on cross-sectional online survey data (available in 10 languages, from 2 June to 16 November 2020) with 20,398 respondents from 101 different countries. It aims to help increase our understanding of the global risk factors that are associated with social isolation and loneliness, irrespective of culture or country, to support evidence-based policy, services and public health interventions. We found the prevalence of severe loneliness was 21% during …

Effectiveness Of Typhoid Conjugate Vaccine Against Culture-Confirmed Salmonella Enterica Serotype Typhi In An Extensively Drug-Resistant Outbreak Setting Of Hyderabad, Pakistan: A Cohort Study, Mohammad Tahir Yousafzai, Sultan Karim, Sonia Qureshi, Abdul Momin Kazi, Hina Memon, Amber Junejo, Zohra Khawaja, Najeeb Ur Rehman, Muhammad Sajid Ansari, Rafey Ali, Heera Mani Lohana, Farah Naz Qamar

Department of Paediatrics and Child Health

Background: Salmonella enterica serotype Typhi (S Typhi) is a major public health problem in low-income and middle-income countries. We aimed to investigate the effectiveness and impact of the typhoid conjugate vaccine Typbar-TCV against S Typhi among children in an outbreak setting of extensively drug-resistant (XDR) S Typhi in Pakistan.
Methods: This cohort study was done from Feb 21, 2018, to Dec 31, 2019. A census survey of all households located in the Qasimabad and Latifabad subdistricts of Hyderabad, Pakistan, was done at baseline, and 174 005 households were registered in the census. The Typbar-TCV immunisation campaign was initiated at temporary …

Forum 10: Covid Vaccines: How Did You Get Here?, David Dobrzykowski, Sarah Nurre Pinkley

Vaccine Course

We consider the supply chains for the distribution of the COVID-19 vaccine and other routine vaccines. We first outline new product development, manufacturing flow management, order fulfillment and vaccine distribution. Next, we focus on the vaccine supply chains in low and middle-income countries. We discuss the cold supply chain and challenges in these countries. Lastly, we discuss current drone delivery capabilities and how drones are being used to delivery the COVID-19 vaccine.

Forum 8: Logistics And The Vaccine, Ashlea Milburn

Vaccine Course

This presentation summarizes the goals of the COVID-19 vaccination program and provides an overview of its status as of May 2021. Next, the logistics requirements of Community Vaccination Centers (CVCs), which are common venues for mass vaccine dispensing, are presented. According to this dispensing method, people travel to where the vaccine is being administered (people-to-shots). Finally, the logistics requirements of an alternative dispensing method that brings the vaccine to people in their homes (shots-to-people) are addressed. This dispensing method can increase vaccine access for homebound individuals.

Forum 6: Humanistic Health And The History Of Vaccine Hesitancy: Lessons From Then And Now, Casey Kayser, Kaitlyn Akel

Vaccine Course

Kayser introduces and defines humanistic health, focusing on the need for this approach in healthcare, the qualities of practitioners who practice humanistic medicine, and the outcomes it provides for patients and practitioners alike. She discusses why COVID-19 has laid bare the need for humanistic approaches, and how they help us to understand issues surrounding the virus and the vaccine. Akel discusses parallels between historical vaccine hesitancy and that during the COVID-19 pandemic. She illustrates the public health significance of vaccination as a public health intervention as well as what professionals in the field are doing to measure and intervene on …

Forum 5: Understanding Vaccine Efficacy And Effectiveness: A Statistician's Perspective/Open Access Stem Research, Jyotishka Datta, Angie Ohler

Vaccine Course

In the first part of this presentation, Jyotishka Datta discusses the concepts and calculations behind the efficacy and effectiveness for vaccines from a statistician’s perspective, as well as the different factors contributing to it. Prof. Datta also offers a brief tour through the history of vaccines in preventing infectious diseases and the development of statistical tools such as randomized controlled trials. Lastly, Prof. Datta discusses the direct and indirect effects, the inherent uncertainties involved with the efficacy and efficiency numbers and remark on their comparison. In the second part of this presentation, Angie Ohler discusses the vital role of open …