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1.
J Sch Nurs ; : 10598405221130701, 2022 Oct 12.
Article in English | MEDLINE | ID: mdl-36221975

ABSTRACT

Recent trends in vaccine hesitancy have brought to light the importance of using accurate school vaccination data. This study evaluated the accuracy of a pilot statewide kindergarten vaccination survey in Oklahoma. School vaccination and exemption data were collected from November 2017 to April 2018 via the Research Electronic Data Capture system. A multivariable linear regression model was used to evaluate the relationship between students who are up to date for all vaccines comparing school reported and Oklahoma State Department of Health-validated data. Adjusted vaccination data were overestimated by 1.0% among public schools and 3.3% among private schools. These results were validated by a random audit of participating schools finding the school-reported vaccination data to be overestimated by 0.6% compared to true student immunization records on file. Our analysis indicates that school-reported vaccination data are sufficiently valid. Immunization record audits provide confidence in available data, which drives evidence-based decision-making.

2.
MMWR Morb Mortal Wkly Rep ; 69(49): 1853-1856, 2020 12 11.
Article in English | MEDLINE | ID: mdl-33301432

ABSTRACT

American Indian/Alaska Native (AI/AN) persons experienced disproportionate mortality during the 2009 influenza A(H1N1) pandemic (1,2). Concerns of a similar trend during the coronavirus disease 2019 (COVID-19) pandemic led to the formation of a workgroup* to assess the prevalence of COVID-19 deaths in the AI/AN population. As of December 2, 2020, CDC has reported 2,689 COVID-19-associated deaths among non-Hispanic AI/AN persons in the United States.† A recent analysis found that the cumulative incidence of laboratory-confirmed COVID-19 cases among AI/AN persons was 3.5 times that among White persons (3). Among 14 participating states, the age-adjusted AI/AN COVID-19 mortality rate (55.8 deaths per 100,000; 95% confidence interval [CI] = 52.5-59.3) was 1.8 (95% CI = 1.7-2.0) times that among White persons (30.3 deaths per 100,000; 95% CI = 29.9-30.7). Although COVID-19 mortality rates increased with age among both AI/AN and White persons, the disparity was largest among those aged 20-49 years. Among persons aged 20-29 years, 30-39 years, and 40-49 years, the COVID-19 mortality rates among AI/AN were 10.5, 11.6, and 8.2 times, respectively, those among White persons. Evidence that AI/AN communities might be at increased risk for COVID-19 illness and death demonstrates the importance of documenting and understanding the reasons for these disparities while developing collaborative approaches with federal, state, municipal, and tribal agencies to minimize the impact of COVID-19 on AI/AN communities. Together, public health partners can plan for medical countermeasures and prevention activities for AI/AN communities.


Subject(s)
/statistics & numerical data , American Indian or Alaska Native/statistics & numerical data , COVID-19/ethnology , COVID-19/mortality , Health Status Disparities , Adult , Female , Humans , Male , Middle Aged , United States/epidemiology , Young Adult
4.
Circ Res ; 118(9): 1340-7, 2016 Apr 29.
Article in English | MEDLINE | ID: mdl-27126645

ABSTRACT

Thromboembolic conditions were estimated to account for 1 in 4 deaths worldwide in 2010 and are the leading cause of mortality. Thromboembolic conditions are divided into arterial and venous thrombotic conditions. Ischemic heart disease and ischemic stroke comprise the major arterial thromboses and deep-vein thrombosis and pulmonary embolism comprise venous thromboembolism. Atrial fibrillation is a major risk factor for stroke and systemic arterial thromboembolism. Estimates of the global burden of disease were obtained from Global Burden of Disease Project reports, recent systematic reviews, and searching the published literature for recent studies reporting measures of incidence, burden, and disability-adjusted life-years. Estimates per 100 000 of the global incidence rate (IR) for each condition are ischemic heart disease, IR=1518.7; myocardial infarction, IR=139.3; ischemic stroke, IR=114.3; atrial fibrillation, IR=77.5 in males and 59.5 in females; and venous thromboembolism, IR=115 to 269. Mortality rates (MRs) for each condition are ischemic heart disease, MR=105.5; ischemic stroke, MR=42.3; atrial fibrillation, MR=1.7; and venous thromboembolism, MR=9.4 to 32.3. Global public awareness is substantially lower for pulmonary embolism (54%) and deep-vein thrombosis (44%) than heart attack (88%) and stroke (85%). Over time, the incidence and MRs of these conditions have improved in developed countries, but are increasing in developing countries. Public health efforts to measure disease burden and increase awareness of symptoms and risk factors need to improve, particularly in low- and middle-income regions to address this leading cause of morbidity and mortality.


Subject(s)
Global Burden of Disease , Thrombosis/epidemiology , Atrial Fibrillation/epidemiology , Female , Humans , Male , Myocardial Infarction/epidemiology , Pulmonary Embolism/epidemiology , Socioeconomic Factors , Stroke/epidemiology , Thrombosis/complications , Thrombosis/mortality
5.
Global Health ; 14(1): 75, 2018 07 27.
Article in English | MEDLINE | ID: mdl-30053868

ABSTRACT

BACKGROUND: Pandemics pose significant security/stability risks to nations with fragile infrastructures. We evaluated characteristics of the 2014 West African Ebola outbreak to elucidate lessons learned for managing transnational public health security threats. METHODS: We used publically available data to compare demographic and outbreak-specific data for Guinea, Sierra Leone, and Liberia, including key indicator data by the World Health Organization. Pearson correlation statistics were calculated to compare country-level infrastructure characteristics with outbreak size and duration. RESULTS: Hospital bed density was inversely correlated with longer EVD outbreak duration (r = - 0.99). Country-specific funding amount allocations were more likely associated with number of incident cases than the population at-risk or infrastructure needs. Key indicators demonstrating challenges for Guinea included: number of unsafe burials, percent of EVD-positive samples, and days between symptom onset and case hospitalization. Sierra Leone's primary key indicator was the number of districts with ≥1 security incident. Liberia controlled their outbreak before much of the key-indicator data were collected. CONCLUSION: Many of the country-level factors, particularly the WHO key indicators were associated with controlling the epidemic. The infrastructure of countries affected by communicable diseases should be assessed by international political and public health leaders.


Subject(s)
Disease Outbreaks/prevention & control , Internationality , Public Health Practice , Africa, Western/epidemiology , Hemorrhagic Fever, Ebola/epidemiology , Hemorrhagic Fever, Ebola/prevention & control , Humans , World Health Organization
6.
Environ Res ; 150: 30-37, 2016 10.
Article in English | MEDLINE | ID: mdl-27236569

ABSTRACT

OBJECTIVES: Approximately 660 deaths occur annually in the United States associated with excess natural heat. A record heat wave in Oklahoma during 2011 generated increased interest concerning heat-related mortality among public health preparedness partners. We aimed to improve surveillance for heat-related mortality and better characterize heat-related deaths in Oklahoma during 1990-2011, and to enhance public health messaging during future heat emergencies. METHODS: Heat-related deaths were identified by querying vital statistics (VS) and medical examiner (ME) data during 1990-2011. Case inclusion criteria were developed by using heat-related International Classification of Diseases codes, cause-of-death nomenclature, and ME investigation narrative. We calculated sensitivity and predictive value positive (PVP) for heat-related mortality surveillance by using VS and ME data and performed a descriptive analysis. RESULTS: During the study period, 364 confirmed and probable heat-related deaths were identified when utilizing both data sets. ME reports had 87% sensitivity and 74% PVP; VS reports had 80% sensitivity and 52% PVP. Compared to Oklahoma's general population, decedents were disproportionately male (67% vs. 49%), aged ≥65 years (46% vs. 14%), and unmarried (78% vs. 47%). Higher rates of heat-related mortality were observed among Blacks. Of 95 decedents with available information, 91 (96%) did not use air conditioning. CONCLUSIONS: Linking ME and VS data sources together and using narrative description for case classification allows for improved case ascertainment and surveillance data quality. Males, Blacks, persons aged ≥65 years, unmarried persons, and those without air conditioning carry a disproportionate burden of the heat-related deaths in Oklahoma.


Subject(s)
Cause of Death , Hot Temperature/adverse effects , Population Surveillance , Adolescent , Adult , Aged , Aged, 80 and over , Child , Child, Preschool , Female , Humans , Infant , Infant, Newborn , Male , Middle Aged , Oklahoma/epidemiology , Young Adult
7.
J Okla State Med Assoc ; 109(7-8): 366-373, 2016.
Article in English | MEDLINE | ID: mdl-27885306

ABSTRACT

In 2000, Congress passed the Breast and Cervical Cancer Prevention and Treatment Act (BCCPTA) to provide coverage through Medicaid to women who screened positive for breast and cervical cancer. We aimed to determine if late-stage breast cancer prevalence decreased among Oklahoma women after passage of BCCPTA. Data were obtained from the Oklahoma Central Cancer Registry during 2000-2011. We estimated prevalence proportion ratios (PPR) using modified Poisson regression between the proportion of women with late-stage breast cancer and timing of diagnosis related to BCCPTA. Among uninsured women, the probability of being diagnosed with late-stage cancer after enactment of the BCCPTA was 0.80 (95% CI: 0.67, 0.96) times the probability before enactment. This was significant among uninsured women living in metro counties (PPR: 0.74, 95% CI: 0.61, 0.90) but not in non-metro counties (PPR: 1.05, 95% CI: 0.71, 1.56). These findings may be similar to other rural states with large uninsured populations.


Subject(s)
Breast Neoplasms/diagnosis , Breast Neoplasms/epidemiology , Aged , Breast Neoplasms/pathology , Breast Neoplasms/therapy , Delayed Diagnosis , Early Detection of Cancer , Female , Humans , Medicaid , Medically Uninsured/statistics & numerical data , Middle Aged , Oklahoma/epidemiology , Prevalence , Registries , United States
8.
Am Heart J ; 170(3): 447-54.e18, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26385027

ABSTRACT

Estimates of venous thromboembolism (VTE) incidence in the United States are limited by lack of a national surveillance system. We implemented a population-based surveillance system in Oklahoma County, OK, for April 1, 2012 to March 31, 2014, to estimate the incidences of first-time and recurrent VTE events, VTE-related mortality, and the proportion of case patients with provoked versus unprovoked VTE. The Commissioner of Health made VTE a reportable condition and delegated surveillance-related responsibilities to the University of Oklahoma, College of Public Health. The surveillance system included active and passive methods. Active surveillance involved reviewing imaging studies (such as chest computed tomography and compression ultrasounds) from all inpatient and outpatient facilities. Interrater agreement between surveillance officers collecting data was assessed using κ. Passive surveillance used International Classification of Disease, Ninth Revision (ICD-9) codes from hospital discharge data to identify cases. The sensitivity and specificity of various ICD-9-based case definitions will be assessed by comparison with cases identified through active surveillance. As of February 1, 2015, we screened 54,494 (99.5%) of the imaging studies and identified 2,725 case patients, of which 91.6% were from inpatient facilities, and 8.4% were from outpatient facilities. Agreement between surveillance officers was high (κ ≥0.61 for 93.2% of variables). Agreement for the diagnosis of pulmonary embolism and diagnosis of deep vein thrombosis was κ = 0.92 (95% CI 0.74-1.00) and κ = 0.89 (95% CI 0.71-1.00), respectively. This surveillance system will provide data on the accuracy of ICD-9-based case definitions for surveillance of VTE events and help the Centers for Disease Control and Prevention develop a national VTE surveillance system.


Subject(s)
Population Surveillance/methods , Research Design , Venous Thromboembolism/epidemiology , Female , Humans , Incidence , Male , Middle Aged , Oklahoma/epidemiology , Retrospective Studies , Risk Factors , United States/epidemiology
9.
J Med Virol ; 87(10): 1633-40, 2015 Oct.
Article in English | MEDLINE | ID: mdl-25946680

ABSTRACT

West Nile virus (WNV) activity has fluctuated in the south-central United States since its introduction. Seasonal outbreaks are common, with three in Oklahoma during 2003, 2007, and 2012. Morbidity and mortality rates vary during each outbreak. Long-term neurologic sequelae in association with West Nile virus disease (WNVD) are well-described, but limited information is available about delayed mortality among acute WNV infection survivors. A retrospective cohort analysis of all confirmed and probable WNVD cases reported to the Oklahoma State Department of Health (OSDH) during 2003, 2007, and 2012 was performed. OSDH surveillance data and mortality data from Oklahoma's vital statistics database were used to construct a descriptive epidemiologic analysis of the geography, temporality, severity, and associated mortality for each outbreak season. A Kaplan-Meier survival curve and standardized mortality ratios (SMRs) were calculated to measure survival of the 2003 and 2007 WNVD cohorts. Seventy-nine cases during 2003, 107 cases during 2007, and 180 cases during 2012 met inclusion criteria. Median ages of the 2003, 2007, and 2012 cohorts were 48, 58, and 59 years, respectively; race, sex, and symptom information were not substantially different. Each outbreak season had a different severity, temporality, and geography. Age- and sex-adjusted SMRs for the combined 2003 and 2007 cohorts censored at 5 years was 0.9 (95% confidence interval 0.51-1.75); no substantial difference was observed between the survival curves. Although similar patterns of long-term mortality were evident on the survival curves, SMRs did not demonstrate increased 5-year cumulative risk for death for patients surviving acute WNV infection.


Subject(s)
Disease Outbreaks , Seasons , West Nile Fever/epidemiology , Adolescent , Adult , Aged , Aged, 80 and over , Child , Cohort Studies , Epidemiological Monitoring , Female , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Oklahoma/epidemiology , Retrospective Studies , Time Factors , West Nile Fever/complications , West Nile Fever/mortality , West Nile Fever/virology , West Nile virus , Young Adult
10.
Semin Thromb Hemost ; 40(7): 724-35, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25302681

ABSTRACT

Thrombosis is a common pathology underlying ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). The Global Burden of Disease Study 2010 (GBD 2010) documented that ischemic heart disease and stroke collectively caused one in four deaths worldwide. GBD 2010 did not report data for VTE as a cause of death and disability. We performed a systematic review of the literature on the global disease burden due to VTE in low-, middle-, and high-income countries. Studies from Western Europe, North America, Australia, and Southern Latin America (Argentina) yielded consistent results with annual incidences ranging from 0.75 to 2.69 per 1,000 individuals in the population. The incidence increased to between 2 and 7 per 1,000 among those 70 years of age or more. Although the incidence is lower in individuals of Chinese and Korean ethnicity, their disease burden is not low because of population aging. VTE associated with hospitalization was the leading cause of disability-adjusted-life-years (DALYs) lost in low- and middle-income countries, and second in high-income countries, responsible for more DALYs lost than nosocomial pneumonia, catheter-related blood stream infections, and adverse drug events. VTE causes a major burden of disease across low-, middle-, and high-income countries. More detailed data on the global burden of VTE should be obtained to inform policy and resource allocation in health systems, and to evaluate if improved utilization of preventive measures will reduce the burden.

11.
Am J Public Health ; 104(4): 621-8, 2014 Apr.
Article in English | MEDLINE | ID: mdl-23865656

ABSTRACT

Surges in demand for professional mental health services occasioned by disasters represent a major public health challenge. To build response capacity, numerous psychological first aid (PFA) training models for professional and lay audiences have been developed that, although often concurring on broad intervention aims, have not systematically addressed pedagogical elements necessary for optimal learning or teaching. We describe a competency-based model of PFA training developed under the auspices of the Centers for Disease Control and Prevention and the Association of Schools of Public Health. We explain the approach used for developing and refining the competency set and summarize the observable knowledge, skills, and attitudes underlying the 6 core competency domains. We discuss the strategies for model dissemination, validation, and adoption in professional and lay communities.


Subject(s)
Competency-Based Education/methods , Disasters , Education/methods , First Aid/psychology , Models, Educational , Consensus , Education/organization & administration , Emergencies/psychology , First Aid/methods , Humans , Self Care , Triage/methods
12.
J Public Health Manag Pract ; 20 Suppl 5: S107-10, 2014.
Article in English | MEDLINE | ID: mdl-25072481

ABSTRACT

INTRODUCTION: Oklahoma is home to 39 Native American tribes, so the issue of tribal sovereignty had to be addressed before tribes, local, and state preparedness officials could work together successfully. We describe the unique partnership that was established when the Southwest Preparedness and Emergency Response Learning Center (SWPERLC) began working with tribes which led to the development of a tribal emergency management coalition. METHODS/ACTIVITY: The SWPERLC established a formal partnership with tribal emergency managers and a 501(c)3 coalition was formed. The SWPERLC sponsors annual summits and attends and/or hosts monthly meetings, offering education and training opportunities year-round. LESSONS LEARNED/NEXT STEPS: One example of a lesson learned resulted from a pandemic influenza survey administered to Oklahoma tribes. We learned that 40% of those Native Americans surveyed who chose not be vaccinated were concerned with side effects. Our evidence showed that improved public health conversations regarding the safety of vaccines must be had with the Native American community. RESULTS/OUTCOMES: Because of all the activities that were completed we now better understand how state and local preparedness officials can more successfully and beneficially work with tribes. Persistence, patience, and dedication were key factors highlighted during the formation of the coalition. Mutual respect and trust have allowed and will allow this partnership to continue.


Subject(s)
Civil Defense/education , Cultural Competency , Disaster Planning , Education, Public Health Professional/organization & administration , Indians, North American , Competency-Based Education , Humans , Interinstitutional Relations , Oklahoma
13.
J Public Health Manag Pract ; 20 Suppl 5: S17-23, 2014.
Article in English | MEDLINE | ID: mdl-25072484

ABSTRACT

INTRODUCTION: The Centers for Disease Control and Prevention funded Preparedness and Emergency Response Learning Centers (PERLCs) across the United States. The PERLCs provide training to state, local, and tribal public health organizations to meet workforce development needs in the areas of public health preparedness and response, specialized training, education, and consultation. METHODS/ACTIVITY: Using Donald Kirkpatrick's training evaluation model, the PERLC network established 4 evaluation working groups that developed evaluation criteria to address each level of the model. The purpose of the working groups was to inform and promote center-level and program-level evaluation across the PERLC network; identify common training evaluation methods and measures; and share materials, resources, and lessons learned with state, local, and tribal public health organizations for potential replication. RESULTS/OUTCOMES: The evaluation of education and training, irrespective of its modality (eg, in-person, online, webinars, seminars, symposia) can be accomplished using Kirkpatrick's 4-level taxonomy. DISCUSSION: The 4 levels aim to measure the following aspects of training programs: (1) trainees' reaction; (2) knowledge acquired, skills improved, or attitudes changed; (3) behavior changed; and (4) results or impact. To successfully evaluate emergency preparedness training, drills and exercises, it is necessary to understand the fundamental tenets of each level and how to apply each to measure training outcomes. LESSONS LEARNED/NEXT STEPS: The PERLC evaluators have adopted the basic schema of Kirkpatrick's 4-level model and applied its structure to a wide variety of preparedness and emergency response training and related activities. The PERLC evaluation working groups successfully developed and tested survey methods and instruments for each of the 4 levels of Kirkpatrick's training evaluation model. Each can be used for replication by state, local, and tribal public health professionals.


Subject(s)
Civil Defense/education , Disaster Planning , Education, Public Health Professional/organization & administration , Schools, Public Health , Centers for Disease Control and Prevention, U.S. , Curriculum , Humans , Models, Educational , Program Evaluation , United States
14.
PLoS One ; 19(5): e0301442, 2024.
Article in English | MEDLINE | ID: mdl-38722958

ABSTRACT

OBJECTIVES: Outbreaks of injection drug use (IDU)-associated infections have become major public health concerns in the era of the opioid epidemic. This study aimed to (1) identify county-level characteristics associated with acute HCV infection and newly diagnosed IDU-associated HIV in Oklahoma and (2) develop a vulnerability index using these metrics. METHODS: This study employs a county-level ecological design to examine those diagnosed with acute or chronic HCV or newly diagnosed IDU-associated HIV. Poisson regression was used to estimate the association between indicators and the number of new infections in each county. Primary outcomes were acute HCV and newly diagnosed IDU-associated HIV. A sensitivity analysis included all HCV (acute and chronic) cases. Three models were run using variations of these outcomes. Stepwise backward Poisson regression predicted new infection rates and 95% confidence intervals for each county from the final multivariable model, which served as the metric for vulnerability scores. RESULTS: Predictors for HIV-IDU cases and acute HCV cases differed. The percentage of the county population aged 18-24 years with less than a high school education and population density were predictive of new HIV-IDU cases, whereas the percentage of the population that was male, white, Pacific Islander, two or more races, and people aged 18-24 years with less than a high school education were predictors of acute HCV infection. Counties with the highest predicted rates of HIV-IDU tended to be located in central Oklahoma and have higher population density than the counties with the highest predicted rates of acute HCV infection. CONCLUSIONS: There is high variability in county-level factors predictive of new IDU-associated HIV infection and acute HCV infection, suggesting that different public health interventions need to be tailored to these two case populations.


Subject(s)
HIV Infections , Hepatitis C , Humans , Oklahoma/epidemiology , HIV Infections/epidemiology , HIV Infections/mortality , HIV Infections/complications , Male , Female , Adult , Hepatitis C/epidemiology , Adolescent , Young Adult , Middle Aged , Substance Abuse, Intravenous/complications , Substance Abuse, Intravenous/epidemiology
15.
Health Secur ; 21(5): 358-370, 2023.
Article in English | MEDLINE | ID: mdl-37581881

ABSTRACT

In response to the COVID-19 pandemic, the University of Oklahoma Hudson College of Public Health launched the Achieving a Healthy Oklahoma (AHO) initiative in 2021. The goals of AHO were to assess lessons learned in Oklahoma from COVID-19 and set the foundation for enhanced public-private community collaboration by developing recommendations to prepare for future public health crises and promote health across all major economic sectors. Over 700 stakeholders were engaged in surveys, interviews, workgroup meetings, community listening sessions, and steering committee meetings over 8 months to accomplish these goals. Stakeholders produced 60 sector- and stakeholder-specific policy recommendations to address the major issues uncovered during the initiative. The AHO team then distilled them into 5 recommendations: (1) invest in the future of Oklahoma's health workforce to include critically needed public health professions in Oklahoma's healthcare loan repayment programs; (2) establish contracts between higher education institutions in Oklahoma and state and local health departments to monitor health sector workforce needs and provide training; (3) strengthen the delivery of coordinated public health services within local communities during emergencies and daily operations by dedicating health department roles to coordinate public health projects and services; (4) improve preparedness by coordinating annual emergency management exercises across local and state health departments; and (5) emphasize the efficiency and effectiveness of cross-sector collaborative efforts between public, private, and tribal partners. The AHO initiative serves as an action guide for assessing and improving state-level public health emergency responses and strengthening public health infrastructure. Implementing the recommendations in Oklahoma and assessing and addressing similar needs across the nation are necessary to prepare the United States for future public health emergencies.

16.
Article in English | MEDLINE | ID: mdl-35886431

ABSTRACT

We aimed to better understand the racially-/ethnically-specific COVID-19-related outcomes, with respect to time, to respond more effectively to emerging variants. Surveillance data from Oklahoma City-County (12 March 2020-31 May 2021) were used to summarize COVID-19 cases, hospitalizations, deaths, and COVID-19 vaccination status by racial/ethnic group and ZIP code. We estimated racially-/ethnically-specific daily hospitalization rates, the proportion of cases hospitalized, and disease odds ratios (OR) adjusting for sex, age, and the presence of at least one comorbidity. Hot spot analysis was performed using normalized values of cases, hospitalizations, and deaths generated from incidence rates per 100,000 population. During the study period, there were 103,030 confirmed cases, 3457 COVID-19-related hospitalizations, and 1500 COVID-19-related deaths. The daily 7-day average hospitalization rate for Hispanics peaked earlier than other groups and reached a maximum (3.0/100,000) in July 2020. The proportion of cases hospitalized by race/ethnicity was 6.09% among non-Hispanic Blacks, 5.48% among non-Hispanic Whites, 3.66% among Hispanics, 3.43% among American Indians, and 2.87% among Asian/Pacific Islanders. COVID-19 hot spots were identified in ZIP codes with minority communities. The Hispanic population experienced the first surge in COVID-19 cases and hospitalizations, while non-Hispanic Blacks ultimately bore the highest burden of COVID-19-related hospitalizations and deaths.


Subject(s)
COVID-19 , Ethnicity , COVID-19/epidemiology , COVID-19 Vaccines , Health Status Disparities , Hospitalization , Humans , Oklahoma/epidemiology , United States , White People
17.
Am J Infect Control ; 50(7): 729-734, 2022 07.
Article in English | MEDLINE | ID: mdl-35292299

ABSTRACT

BACKGROUND: To describe characteristics, hospitalization, and death for reported cases of SARS-CoV-2 infection in the Oklahoma City tri-county area. METHODS: We extracted notified cases of SARS-CoV-2 infection for our study area and used descriptive statistics and modeling to examine case characteristics and calculate the odds of hospitalization and death in relation to a range of explanatory variables. RESULTS: Between March 12th, 2020 and February 28th, 2021, 124,925 cases of SARS-CoV-2 infection were reported from the study region. Being male, White or Black/African American, aged 50 years or older, presenting with apnea, cough, and shortness of breath, and having diabetes was associated with increased odds of hospitalization. The odds of dying were significantly associated with being Black/African American, presenting with cough and fever, having kidney disease and diabetes and being aged 70 years or older. CONCLUSIONS: The first cohort analysis of SARS-CoV-2 positive individuals in the Oklahoma City tri-county area confirms comorbidities and age as important predictors of COVID-19 hospitalization or death. As a novel aspect, we show that early symptoms of breathing difficulties in particular are associated with hospitalization and death. Initial case assessment and SARS-CoV-2 guidelines should continue to focus on age, comorbidities, and early symptoms.


Subject(s)
COVID-19 , COVID-19/epidemiology , Comorbidity , Cough , Dyspnea , Female , Hospitalization , Humans , Male , Oklahoma/epidemiology , SARS-CoV-2
18.
JMIR Bioinform Biotech ; 3(1)2022 May 08.
Article in English | MEDLINE | ID: mdl-37206160

ABSTRACT

Background: Venous thromboembolism (VTE) is a preventable, common vascular disease that has been estimated to affect up to 900,000 people per year. It has been associated with risk factors such as recent surgery, cancer, and hospitalization. VTE surveillance for patient management and safety can be improved via natural language processing (NLP). NLP tools have the ability to access electronic medical records, identify patients that meet the VTE case definition, and subsequently enter the relevant information into a database for hospital review. Objective: We aimed to evaluate the performance of a VTE identification model of IDEAL-X (Information and Data Extraction Using Adaptive Learning; Emory University)-an NLP tool-in automatically classifying cases of VTE by "reading" unstructured text from diagnostic imaging records collected from 2012 to 2014. Methods: After accessing imaging records from pilot surveillance systems for VTE from Duke University and the University of Oklahoma Health Sciences Center (OUHSC), we used a VTE identification model of IDEAL-X to classify cases of VTE that had previously been manually classified. Experts reviewed the technicians' comments in each record to determine if a VTE event occurred. The performance measures calculated (with 95% CIs) were accuracy, sensitivity, specificity, and positive and negative predictive values. Chi-square tests of homogeneity were conducted to evaluate differences in performance measures by site, using a significance level of .05. Results: The VTE model of IDEAL-X "read" 1591 records from Duke University and 1487 records from the OUHSC, for a total of 3078 records. The combined performance measures were 93.7% accuracy (95% CI 93.7%-93.8%), 96.3% sensitivity (95% CI 96.2%-96.4%), 92% specificity (95% CI 91.9%-92%), an 89.1% positive predictive value (95% CI 89%-89.2%), and a 97.3% negative predictive value (95% CI 97.3%-97.4%). The sensitivity was higher at Duke University (97.9%, 95% CI 97.8%-98%) than at the OUHSC (93.3%, 95% CI 93.1%-93.4%; P<.001), but the specificity was higher at the OUHSC (95.9%, 95% CI 95.8%-96%) than at Duke University (86.5%, 95% CI 86.4%-86.7%; P<.001). Conclusions: The VTE model of IDEAL-X accurately classified cases of VTE from the pilot surveillance systems of two separate health systems in Durham, North Carolina, and Oklahoma City, Oklahoma. NLP is a promising tool for the design and implementation of an automated, cost-effective national surveillance system for VTE. Conducting public health surveillance at a national scale is important for measuring disease burden and the impact of prevention measures. We recommend additional studies to identify how integrating IDEAL-X in a medical record system could further automate the surveillance process.

19.
Medicine (Baltimore) ; 101(50): e32354, 2022 Dec 16.
Article in English | MEDLINE | ID: mdl-36550891

ABSTRACT

Due to the high prevalence of Hepatitis C virus (HCV) infection among individuals born between 1945 and 1965, in 2012 the Centers for Disease Control and Prevention began recommending HCV screening for this birth cohort. As adherence to HCV treatment is essential for sustained virologic response, identifying factors influencing medication adherence is important. The validated Adherence to Refills and Medications Scale (ARMS) is used to study recent medication adherence in those with chronic disease. This cross-sectional pilot study assesses factors associated with reduced adherence, indicated by higher ARMS scores, among individuals in this birth cohort. To elucidate factors associated with medication adherence, measured by the ARMS score, among a birth cohort at higher risk for HCV to guide future treatment and improve adherence. Patients born between 1945 and 1965, accessing care at an academic family medicine clinic, were recruited between April and June 2019. Demographics, prior HCV diagnosis, HCV risk factors (prior imprisonment, tattoos, and intravenous drug use), depression assessment (Patient Health Questionnaire-9), adverse childhood experiences (ACEs), and ARMS scores were collected. Mean ARMS scores were compared using t tests and analysis of variance (α = 0.05), while multiple variable models were performed using linear regression. Women comprised 58% of participants (n = 76), 52% reported depression and 37% 4 or more ACEs. The mean ARMS score was 16.3 (SD = 3.43) and 10% reported prior diagnosis of HCV. In the final multiple variable model, ARMS scores were 2.3 points higher in those with mild depression (95% CI: 0.63, 4.04), 2.0 in those with at least 4 ACEs (95% CI: 0.55, 3.49), and 1.8 in those with tattoos (95% CI: 0.30, 3.28). ACEs and food insecurity were identified as confounding variables in those with moderate to severe depression. This study found medication adherence was related to depression, ACEs, tattoos, and food insecurity among patients in this birth cohort at higher risk for HCV.


Subject(s)
Birth Cohort , Hepatitis C , Humans , Female , Male , Cross-Sectional Studies , Pilot Projects , Hepatitis C/drug therapy , Hepatitis C/epidemiology , Hepatitis C/complications , Risk Factors , Hepacivirus , Medication Adherence , Antiviral Agents/therapeutic use
20.
J Thromb Haemost ; 20(10): 2366-2378, 2022 10.
Article in English | MEDLINE | ID: mdl-35830203

ABSTRACT

BACKGROUND: Data on the population-based incidence of cancer-associated venous thromboembolism (VTE) from racially diverse populations are limited. OBJECTIVE: To evaluate the incidence and burden of cancer-associated VTE, including demographic and racial subgroups in the general population of Oklahoma County-which closely mirrors the United States. DESIGN: A population-based prospective study. SETTING: We conducted surveillance of VTE at tertiary care facilities and outpatient clinics in Oklahoma County, Oklahoma, from 2012-2014. Surveillance included reviewing all imaging reports used to diagnose VTE and identifying VTE events from hospital discharge data and death certificates. Cancer status was determined by linkage to the Oklahoma Central Cancer Registry. MEASUREMENTS: We used Poisson regression to calculate crude and age-adjusted incidence rates of cancer-associated VTE per 100 000 general population per year, with 95% confidence intervals (95% CI). RESULTS: The age-adjusted incidence (95% CI) of cancer-associated VTE among adults age ≥ 18 was 70.0 (65.1-75.3). The age-adjusted incidence rates (95% CI) were 85.9 (72.7-101.6) for non-Hispanic Blacks, 79.5 (13.2-86.5) for non-Hispanic Whites, 18.8 (8.9-39.4) for Native Americans, 15.6 (7.0-34.8) for Asian/Pacific Islanders, and 15.2 (9.2-25.1) for Hispanics. Recurrent VTE up to 2 years after the initial diagnosis occurred in 38 of 304 patients (12.5%) with active cancer and in 34 of 424 patients (8.0%) with a history of cancer > 6 months previously. CONCLUSION: Age-adjusted incidence rates of cancer-associated VTE vary substantially by race and ethnicity. The relatively high incidence rates of first VTE and of recurrence warrant further assessment of strategies to prevent VTE among cancer patients.


Subject(s)
Neoplasms , Pulmonary Embolism , Venous Thromboembolism , Adult , Ethnicity , Humans , Incidence , Neoplasms/complications , Neoplasms/epidemiology , Prospective Studies , Pulmonary Embolism/epidemiology , Risk Factors , United States , Venous Thromboembolism/epidemiology , Venous Thromboembolism/prevention & control
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