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Incidence Rates Of Medically Attended Covid-19 In Infants Less Than 6 Months Of Age, Isabel Griffin, Stephanie A Irving, Carmen Sofia Arriola, Angela P Campbell, De-Kun Li, Fatimah S Dawood, Caroline Doughty-Skierski, Jeannette R Ferber, Nickolas Ferguson, Louise Hadden, Jillian T Henderson, Mary Juergens, Venkatesh Kancharla, Allison L Naleway, Gabriella Newes-Adeyi, Erin Nicholson, Roxana Odouli, Lawrence Reichle, Mo Sanyang, Kate Woodworth, Flor M Munoz 2023 The Texas Medical Center Library

Incidence Rates Of Medically Attended Covid-19 In Infants Less Than 6 Months Of Age, Isabel Griffin, Stephanie A Irving, Carmen Sofia Arriola, Angela P Campbell, De-Kun Li, Fatimah S Dawood, Caroline Doughty-Skierski, Jeannette R Ferber, Nickolas Ferguson, Louise Hadden, Jillian T Henderson, Mary Juergens, Venkatesh Kancharla, Allison L Naleway, Gabriella Newes-Adeyi, Erin Nicholson, Roxana Odouli, Lawrence Reichle, Mo Sanyang, Kate Woodworth, Flor M Munoz

Faculty, Staff and Students Publications

BACKGROUND: Studies suggest infants may be at increased risk of severe coronavirus disease 2019 (COVID-19) relative to older children, but few data exist regarding the incidence of COVID-19 episodes and associated risk factors. We estimate incidence rates and describe characteristics associated with medically attended COVID-19 episodes among infants younger than 6 months of age.

METHODS: We analyzed electronic medical record data from a cohort of infants born March 1, 2020-February 28, 2021. Data from 3 health care delivery systems included demographic characteristics, maternal and infant outpatient visit and hospitalization diagnoses and severe acute respiratory syndrome coronavirus syndrome 2 (SARS-CoV-2) test …


Impact Of Artificial Intelligence On Colonoscopy Surveillance After Polyp Removal: A Pooled Analysis Of Randomized Trials, Yuichi Mori, Pu Wang, Magnus Løberg, Masashi Misawa, Alessandro Repici, Marco Spadaccini, Loredana Correale, Giulio Antonelli, Honggang Yu, Dexin Gong, Misaki Ishiyama, Shin-Ei Kudo, Shunsuke Kamba, Kazuki Sumiyama, Yutaka Saito, Haruo Nishino, Peixi Liu, Jeremy R Glissen Brown, Nabil M Mansour, Seth A Gross, Mette Kalager, Michael Bretthauer, Douglas K Rex, Prateek Sharma, Tyler M Berzin, Cesare Hassan 2023 The Texas Medical Center Library

Impact Of Artificial Intelligence On Colonoscopy Surveillance After Polyp Removal: A Pooled Analysis Of Randomized Trials, Yuichi Mori, Pu Wang, Magnus Løberg, Masashi Misawa, Alessandro Repici, Marco Spadaccini, Loredana Correale, Giulio Antonelli, Honggang Yu, Dexin Gong, Misaki Ishiyama, Shin-Ei Kudo, Shunsuke Kamba, Kazuki Sumiyama, Yutaka Saito, Haruo Nishino, Peixi Liu, Jeremy R Glissen Brown, Nabil M Mansour, Seth A Gross, Mette Kalager, Michael Bretthauer, Douglas K Rex, Prateek Sharma, Tyler M Berzin, Cesare Hassan

Faculty, Staff and Students Publications

Background and aims: Artificial intelligence (AI) tools aimed at improving polyp detection have been shown to increase the adenoma detection rate during colonoscopy. However, it is unknown how increased polyp detection rates by AI affect the burden of patient surveillance after polyp removal.

Methods: We conducted a pooled analysis of 9 randomized controlled trials (5 in China, 2 in Italy, 1 in Japan, and 1 in the United States) comparing colonoscopy with or without AI detection aids. The primary outcome was the proportion of patients recommended to undergo intensive surveillance (ie, 3-year interval). We analyzed intervals for AI and non-AI …


Lessons Learned From Covid-19, Donald Tucker DDS 2023 American Dental Association

Lessons Learned From Covid-19, Donald Tucker Dds

The New York State Dental Journal

Dentistry and society, in general, must seek out accurate information regarding the virus and follow scientifically established guidelines to mitigate serious outcomes.


Covid-19 Vaccine Hesitancy And Vaccination Rate Among The Latino Population In South Carolina, Brynn E. Lynagh 2023 University of South Carolina - Columbia

Covid-19 Vaccine Hesitancy And Vaccination Rate Among The Latino Population In South Carolina, Brynn E. Lynagh

Senior Theses

It is common knowledge that COVID-19 disproportionately impacts racial and ethnic minorities in the United States. Furthermore, these sects of the population exhibit increased vaccine hesitancy and lower vaccination rates as compared to the aggregated population of the United States, furthering the risk posed by COVID-19 to these communities. In particular, this study focuses on the Latino population in South Carolina, the vaccination rate among this community, and the perspectives which contributed to their vaccination decision. Two hundred Spanish and Portuguese speaking residents of South Carolina were interviewed using a paper survey conducted by pre-trained interviewers. The survey gathered data …


Prevalence Of Sars-Cov-2 Antibodies In Liberty University Student Population, Emily Bonus 2023 Liberty University

Prevalence Of Sars-Cov-2 Antibodies In Liberty University Student Population, Emily Bonus

Senior Honors Theses

In 2020, the virus SARS-CoV-2 gained attention as it spread around the world. Its antibodies are poorly understood, and little research focuses on those with few COVID-19 complications yet large numbers of close contacts: university students. This longitudinal study recorded SARS-CoV-2 antibody presence in 107 undergraduate Liberty University students twice during early 2021. After extensive data cleaning and the application of various statistical tests and ANOVAs, the data seems to show that in the case of COVID-19 infections, SARS-CoV-2 IgM antibodies are immediately produced, and then IgG antibodies follow later. However, the COVID-19 vaccine causes the production of both IgM …


3rd Place Contest Entry: Using The Scientific Method To Combat The Biological And Sociological Effects Of The Covid-19 Pandemic: An Aspiring Healthcare Professional’S Perspective, Isabelle Dhindsa 2023 Chapman University

3rd Place Contest Entry: Using The Scientific Method To Combat The Biological And Sociological Effects Of The Covid-19 Pandemic: An Aspiring Healthcare Professional’S Perspective, Isabelle Dhindsa

Kevin and Tam Ross Undergraduate Research Prize

This is Isabelle Dhindsa's submission for the 2023 Kevin and Tam Ross Undergraduate Research Prize, which won third place. It contains their essay on using library resources, their bibliography, and a sample of their research project on using the scientific method to combat the biological and sociological effects of the COVID-19 pandemic.

Isabelle is a fourth-year student at Chapman University, majoring in Biology. Their faculty mentor is Dr. Carmichael Peters.


Examining Associations Between Social Needs And Mental Health Among Youth And Young Adults With Diabetes, Andrea Danielle Brown 2023 University of South Carolina

Examining Associations Between Social Needs And Mental Health Among Youth And Young Adults With Diabetes, Andrea Danielle Brown

Theses and Dissertations

Household food insecurity (HFI) disproportionally affects people with diabetes living in the United States and is more likely to occur in households with children and in minority race/ethnicity households. Food insecure people with youth-onset diabetes likely have increased risk for poor mental health due to dealing with stress and cost related to diabetes management, especially if facing additional health-related social needs that intersect with HFI. If left untreated, poor mental health among youth and young adults (YYA) with diabetes can lead to diabetes-related complications, increased health care costs, and mortality. Yet few studies have examined associations between HFI and mental …


Ultra-Processed Food Consumption And Risk Of Liver Cancer, Longgang Zhao 2023 University of South Carolina

Ultra-Processed Food Consumption And Risk Of Liver Cancer, Longgang Zhao

Theses and Dissertations

Background: Studies have shown positive associations between ultra-processed food (UPF) intake and obesity and type 2 diabetes, two risk factors for liver cancer. However, the relationship between UPF intake and liver cancer has scarcely been studied. We aimed to evaluate the association between UPF intake and the risk of liver cancer in three prospective cohorts and further explore the role of genetic predisposition to fatty liver diseases and biomarkers of liver health on modifying the association.

Methods: We used data from the Nurses’ Health Study (1986-2012), the Health Professionals Follow-up Study (1986-2012), and UK Biobank (2006-2020). Diet was assessed with …


Multilevel Description Of Spotted Fever Group Rickettsia Among Humans, Animals, And The Environment In Miraflores, Colombia, And South Carolina, Usa, Lidia Gual Gonzalez 2023 University of South Carolina

Multilevel Description Of Spotted Fever Group Rickettsia Among Humans, Animals, And The Environment In Miraflores, Colombia, And South Carolina, Usa, Lidia Gual Gonzalez

Theses and Dissertations

Tick-borne diseases are emerging worldwide due to environmental shifts caused by land fragmentation and climate change. Among the most important ones spotted fever group rickettsioses (SFGRs) are of particular interest due to their wide species variety and high pathogenicity. Given the global spotted fever group rickettsia (SFGR) distribution, evaluation and comparison of different populations is critical to better understand these pathogens' epidemiology and unravel the risk factors affecting disease occurrence. Consequently, this dissertation investigates SFGR highlighting the One Health framework, assessing animals, humans, and the environment. The first part includes an evaluation at the household level using human and canine …


Development And Validation Of A Diagnostic Aid For Convulsive Epilepsy In Sub-Saharan Africa: A Retrospective Case-Control Study, Gabriel Davis Jones, Symon M. Kariuki, Anthony Ngugi, Angelina Kakooza Mwesige, Honorati Masanja, Seth Owusu-Agyei, Ryan Wagner, J Helen Cross, Charles R. Newton, Arjune Sen 2023 John Radcliffe Hospital, UK

Development And Validation Of A Diagnostic Aid For Convulsive Epilepsy In Sub-Saharan Africa: A Retrospective Case-Control Study, Gabriel Davis Jones, Symon M. Kariuki, Anthony Ngugi, Angelina Kakooza Mwesige, Honorati Masanja, Seth Owusu-Agyei, Ryan Wagner, J Helen Cross, Charles R. Newton, Arjune Sen

Pathology, East Africa

Background Identification of convulsive epilepsy in sub-Saharan Africa relies on access to resources that are often unavailable. Infrastructure and resource requirements can further complicate case verification. Using machine- learning techniques, we have developed and tested a region-specific questionnaire panel and predictive model to identify people who have had a convulsive seizure. These findings have been implemented into a free app for health- care workers in Kenya, Uganda, Ghana, Tanzania, and South Africa.

Methods In this retrospective case-control study, we used data from the Studies of the Epidemiology of Epilepsy in Demographic Sites in Kenya, Uganda, Ghana, Tanzania, and South Africa. …


The Indirect Influence Of ‘Invisible’ Support On Pulmonary Function Among Adults With Chronic Obstructive Pulmonary Disease, Aliza A Panjwani, Joel Erblich, Tracey A Revenson, Hoda J Badr, Alex D Federman, Juan P Wisnivesky 2023 The Texas Medical Center Library

The Indirect Influence Of ‘Invisible’ Support On Pulmonary Function Among Adults With Chronic Obstructive Pulmonary Disease, Aliza A Panjwani, Joel Erblich, Tracey A Revenson, Hoda J Badr, Alex D Federman, Juan P Wisnivesky

Faculty, Staff and Students Publications

Individuals living with chronic obstructive pulmonary disease (COPD) often require support from family or friends. We examined whether invisible support - support that is provided but goes unnoticed - is related to pulmonary function, and whether this association is mediated by depressive symptoms and illness perceptions. Sixty-six dyads of individuals with COPD and their informal caregivers reported on receipt and provision of support, respectively. Those with COPD completed measures of depressive symptoms, illness perceptions and pulmonary function. Although invisible support was not directly related to pulmonary function, mediation analyses revealed a combined indirect effect through lower depressive symptoms and less …


Effect Of Thromboprophylaxis On Clinical Outcomes After Covid-19 Hospitalization, Tracy Y Wang, Abdus S Wahed, Alison Morris, Lisa Baumann Kreuziger, John G Quigley, Gervasio A Lamas, Alexandra J Weissman, Jose Lopez-Sendon, M Margaret Knudson, Deborah M Siegal, Raj S Kasthuri, Andrew J Alexander, Lana Wahid, Bassel Atassi, Peter J Miller, Janice W Lawson, Bela Patel, Jerry A Krishnan, Nancy L Shapiro, Deborah E Martin, Andrei L Kindzelski, Eric S Leifer, Jungnam Joo, Lingyun Lyu, Annie Pennella, Brendan M Everett, Mark W Geraci, Kevin J Anstrom, Thomas L Ortel, ACTIV-4C Study Group 2023 The Texas Medical Center Library

Effect Of Thromboprophylaxis On Clinical Outcomes After Covid-19 Hospitalization, Tracy Y Wang, Abdus S Wahed, Alison Morris, Lisa Baumann Kreuziger, John G Quigley, Gervasio A Lamas, Alexandra J Weissman, Jose Lopez-Sendon, M Margaret Knudson, Deborah M Siegal, Raj S Kasthuri, Andrew J Alexander, Lana Wahid, Bassel Atassi, Peter J Miller, Janice W Lawson, Bela Patel, Jerry A Krishnan, Nancy L Shapiro, Deborah E Martin, Andrei L Kindzelski, Eric S Leifer, Jungnam Joo, Lingyun Lyu, Annie Pennella, Brendan M Everett, Mark W Geraci, Kevin J Anstrom, Thomas L Ortel, Activ-4c Study Group

Faculty, Staff and Student Publications

BACKGROUND: Patients hospitalized with COVID-19 have an increased incidence of thromboembolism. The role of extended thromboprophylaxis after hospital discharge is unclear.

OBJECTIVE: To determine whether anticoagulation is superior to placebo in reducing death and thromboembolic complications among patients discharged after COVID-19 hospitalization.

DESIGN: Prospective, randomized, double-blind, placebo-controlled clinical trial. (ClinicalTrials.gov: NCT04650087).

SETTING: Done during 2021 to 2022 among 127 U.S. hospitals.

PARTICIPANTS: Adults aged 18 years or older hospitalized with COVID-19 for 48 hours or more and ready for discharge, excluding those with a requirement for, or contraindication to, anticoagulation.

INTERVENTION: 2.5 mg of apixaban versus placebo twice daily for …


Nfkb2 Haploinsufficiency Identified Via Screening For Ifn-Α2 Autoantibodies In Children And Adolescents Hospitalized With Sars-Cov-2-Related Complications, Aaron Bodansky, Sara E Vazquez, Janet Chou, Tanya Novak, Amer Al-Musa, Cameron Young, Margaret Newhams, Suden Kucukak, Laura D Zambrano, Anthea Mitchell, Chung-Yu Wang, Kristin Moffitt, Natasha B Halasa, Laura L Loftis, Stephanie P Schwartz, Tracie C Walker, Elizabeth H Mack, Julie C Fitzgerald, Shira J Gertz, Courtney M Rowan, Katherine Irby, Ronald C Sanders, Michele Kong, Jennifer E Schuster, Mary A Staat, Matt S Zinter, Natalie Z Cvijanovich, Keiko M Tarquinio, Bria M Coates, Heidi R Flori, Mary K Dahmer, Hillary Crandall, Melissa L Cullimore, Emily R Levy, Brandon Chatani, Ryan Nofziger, Overcoming COVID-19 Network Study Group Investigators, Raif S Geha, Joseph DeRisi, Angela P Campbell, Mark Anderson, Adrienne G Randolph 2023 The Texas Medical Center Library

Nfkb2 Haploinsufficiency Identified Via Screening For Ifn-Α2 Autoantibodies In Children And Adolescents Hospitalized With Sars-Cov-2-Related Complications, Aaron Bodansky, Sara E Vazquez, Janet Chou, Tanya Novak, Amer Al-Musa, Cameron Young, Margaret Newhams, Suden Kucukak, Laura D Zambrano, Anthea Mitchell, Chung-Yu Wang, Kristin Moffitt, Natasha B Halasa, Laura L Loftis, Stephanie P Schwartz, Tracie C Walker, Elizabeth H Mack, Julie C Fitzgerald, Shira J Gertz, Courtney M Rowan, Katherine Irby, Ronald C Sanders, Michele Kong, Jennifer E Schuster, Mary A Staat, Matt S Zinter, Natalie Z Cvijanovich, Keiko M Tarquinio, Bria M Coates, Heidi R Flori, Mary K Dahmer, Hillary Crandall, Melissa L Cullimore, Emily R Levy, Brandon Chatani, Ryan Nofziger, Overcoming Covid-19 Network Study Group Investigators, Raif S Geha, Joseph Derisi, Angela P Campbell, Mark Anderson, Adrienne G Randolph

Faculty, Staff and Students Publications

BACKGROUND: Autoantibodies against type I IFNs occur in approximately 10% of adults with life-threatening coronavirus disease 2019 (COVID-19). The frequency of anti-IFN autoantibodies in children with severe sequelae of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection is unknown.

OBJECTIVE: We quantified anti-type I IFN autoantibodies in a multicenter cohort of children with severe COVID-19, multisystem inflammatory syndrome in children (MIS-C), and mild SARS-CoV-2 infections.

METHODS: Circulating anti-IFN-α2 antibodies were measured by a radioligand binding assay. Whole-exome sequencing, RNA sequencing, and functional studies of peripheral blood mononuclear cells were used to study any patients with levels of anti-IFN-α2 autoantibodies exceeding …


The Emergence Of A Virus Variant: Dynamics Of A Competition Model With Cross-Immunity Time-Delay Validated By Wastewater Surveillance Data For Covid-19, Bruce Pell, Samantha Brozak, Tin Phan, Fuqing Wu, Yang Kuang 2023 The Texas Medical Center Library

The Emergence Of A Virus Variant: Dynamics Of A Competition Model With Cross-Immunity Time-Delay Validated By Wastewater Surveillance Data For Covid-19, Bruce Pell, Samantha Brozak, Tin Phan, Fuqing Wu, Yang Kuang

Faculty, Staff and Student Publications

We consider the dynamics of a virus spreading through a population that produces a mutant strain with the ability to infect individuals that were infected with the established strain. Temporary cross-immunity is included using a time delay, but is found to be a harmless delay. We provide some sufficient conditions that guarantee local and global asymptotic stability of the disease-free equilibrium and the two boundary equilibria when the two strains outcompete one another. It is shown that, due to the immune evasion of the emerging strain, the reproduction number of the emerging strain must be significantly lower than that of …


Virtual And In Vitro Screening Of Natural Products Identifies Indole And Benzene Derivatives As Inhibitors Of Sars-Cov-2 Main Protease (MPro), Dony Ang, Riley Kendall, Hagop S. Atamian 2023 Chapman University

Virtual And In Vitro Screening Of Natural Products Identifies Indole And Benzene Derivatives As Inhibitors Of Sars-Cov-2 Main Protease (MPro), Dony Ang, Riley Kendall, Hagop S. Atamian

Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

The rapid spread of the coronavirus disease 2019 (COVID-19) resulted in serious health, social, and economic consequences. While the development of effective vaccines substantially reduced the severity of symptoms and the associated deaths, we still urgently need effective drugs to further reduce the number of casualties associated with SARS-CoV-2 infections. Machine learning methods both improved and sped up all the different stages of the drug discovery processes by performing complex analyses with enormous datasets. Natural products (NPs) have been used for treating diseases and infections for thousands of years and represent a valuable resource for drug discovery when combined with …


Adult Asthma Associated With Roadway Density And Housing In Rural Appalachia: The Mountain Air Project (Map)., W Jay Christian, John Flunker, Beverly May, Susan Westneat, Wayne T Sanderson, Nancy Schoenberg, Steven R Browning 2023 University of Kentucky

Adult Asthma Associated With Roadway Density And Housing In Rural Appalachia: The Mountain Air Project (Map)., W Jay Christian, John Flunker, Beverly May, Susan Westneat, Wayne T Sanderson, Nancy Schoenberg, Steven R Browning

UK CARES Faculty Publications

BACKGROUND: Appalachian Kentucky is a rural area with a high prevalence of asthma among adults. The relative contribution of environmental exposures in the etiology of adult asthma in these populations has been understudied.

OBJECTIVE: This manuscript describes the aims, study design, methods, and characteristics of participants for the Mountain Air Project (MAP), and focuses on associations between small area environmental exposures, including roadways and mining operations, and lifetime and current asthma in adults.

METHODS: A cohort of residents, aged 21 and older, in two Kentucky counties, was enrolled in a community-based, cross-sectional study. Stratified cluster sampling was used to select …


Diet And Salivary Microbiome On Cardiovascular Risk And Glycemic Control In Participants With And Without Type 1 Diabetes: The Cacti Study, Tiantian Pang 2023 University of South Florida

Diet And Salivary Microbiome On Cardiovascular Risk And Glycemic Control In Participants With And Without Type 1 Diabetes: The Cacti Study, Tiantian Pang

USF Tampa Graduate Theses and Dissertations

Introduction: The prevalence of type 1 diabetes mellitus (T1DM) has been increasing drastically in the United States. People with T1DM are at a higher risk of developing diabetes-related complications, including cardiovascular disease (CVD). Diet is one of the most modifiable factors and healthy eating could reduce CVD risk among individuals with T1DM. The current 2015-2020 Dietary Guidelines for Americans focus on overall healthy eating patterns rather than individual foods and nutrients. A healthy dietary pattern or high-quality diet can be measured by diet quality indexes, and generally contains minimal ultra-processed foods (UPF). Although substantial evidence has linked poor diet quality …


Disease Risk Of Reintroducing Primates Confiscated From The Illegal Wildlife Trade, Ana Patricia Mendoza Becerra 2023 University of Missouri-St. Louis

Disease Risk Of Reintroducing Primates Confiscated From The Illegal Wildlife Trade, Ana Patricia Mendoza Becerra

Dissertations

Zoonotic infections are easily shared between human and other primates, and thus primate trafficking poses a high risk of introducing zoonotic pathogens into urban environments as well as spreading human-associated diseases into natural environments when infected primates are released. The magnitude of these risks has not been thoroughly studied in the context of primate trafficking and rehabilitation of Neotropical primates. In this dissertation, I address some knowledge gaps in disease risk analysis of reintroducing trafficked primates. In chapter 1, I describe the dynamics, diversity, and composition of live wildlife trafficking in urban markets in Peru. I found these markets are …


Cardiopulmonary Outcomes In Covid-19 Patients Discharged From A Tertiary Care Center: A Prospective Study, Lakshmi Prasanna Vaishnavi Kattamuri, Vibhav Sharma, Radhika Sarda, Kunal Sharma, Anuj Ajayababu, Gaurav Gupta, Surabhi Vyas, Shivam Pandey, Arvind Kumar, Naveet Wig, Rajiv Narang, Sanjeev Sinha 2023 The Texas Medical Center Library

Cardiopulmonary Outcomes In Covid-19 Patients Discharged From A Tertiary Care Center: A Prospective Study, Lakshmi Prasanna Vaishnavi Kattamuri, Vibhav Sharma, Radhika Sarda, Kunal Sharma, Anuj Ajayababu, Gaurav Gupta, Surabhi Vyas, Shivam Pandey, Arvind Kumar, Naveet Wig, Rajiv Narang, Sanjeev Sinha

Faculty, Staff and Student Publications

To determine the cardiopulmonary changes in the survivors of acute COVID-19 infection at 3-6 month and 6-12 month. We followed up 53 patients out of which 28 (52%) had mild COVID-19 and 25 (48%) had severe COVID-19. The first follow-up was between 3 month after diagnosis up to 6 month and second follow-up between 6 and 12 month from the date of diagnosis of acute COVID-19. They were monitored using vital parameters, pulmonary function tests, echocardiography and a chest computed tomography (CT) scan. We found improvement in diffusing capacity for carbon monoxide (DLCO) with a median of 52% of predicted …


Using An Online Calculator To Describe Excess Mortality In The Philippines During The Covid-19 Pandemic, Julius Migriño Jr, Ma Rosario Bernardo-Lazaro 2023 Ateneo School of Medicine and Public Health, Ateneo de Manila University

Using An Online Calculator To Describe Excess Mortality In The Philippines During The Covid-19 Pandemic, Julius Migriño Jr, Ma Rosario Bernardo-Lazaro

Ateneo School of Medicine and Public Health Publications

Objective

Excess mortality is an indicator of the impact of the coronavirus disease (COVID-19) pandemic. This study aims to describe excess mortality in the Philippines from January 2020 to December 2021 using an online all-cause mortality and excess mortality calculator.

Methods

All-cause mortality datasets from 2015 to 2021 from the Philippine Statistics Authority were obtained and analysed using the World Health Organization Western Pacific Regional Office All-Cause Mortality Calculator. Expected mortality, excess mortality and P-scores were obtained using two models, 5-year averages and negative binomial regression, for total deaths and by administrative region.

Results

Reported national all-cause mortality exceeded the …


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