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    Morbidity and Mortality Weekly Report (MMWR)

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    Approximately 11 million U.S. adults with a usual source of health care have undiagnosed hypertension, placing them at increased risk for cardiovascular events (1-3). Using data from the National Health and Nutrition Examination Survey (NHANES), CDC developed the Million Hearts Hypertension Prevalence Estimator Tool, which allows health care delivery organizations (organizations) to predict their patient population's hypertension prevalence based on demographic and comorbidity characteristics (2). Organizations can use this tool to compare predicted prevalence with their observed prevalence to identify potential underdiagnosed hypertension. This study applied the tool using medical billing data alone and in combination with clinical data collected among 8.92 million patients from 25 organizations participating in American Medical Group Association (AMGA) national learning collaborative* to calculate and compare predicted and observed adult hypertension prevalence. Using billing data alone revealed that up to one in eight cases of hypertension might be undiagnosed. However, estimates varied when clinical data were included to identify comorbidities used to predict hypertension prevalence or describe observed hypertension prevalence. These findings demonstrate the tool's potential use in improving identification of hypertension and the likely importance of using both billing and clinical data to establish hypertension and comorbidity prevalence estimates and to support clinical quality improvement efforts

    Morbidity and Mortality Weekly Report (MMWR)

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    500 Cities Project : local data for better health 2014 : Indio, CA

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    1. Introduction and Contents2. Table: City data estimates for each measure3. Unhealthy Behaviors4. Map: Binge drinking prevalence among adults aged 6518 years, 20145. Map: Current smoking among adults aged 6518 years, 20146. Map: No leisure-time physical activity among adults aged 6518 years, 20147. Map: Obesity among adults aged 6518 years, 20148. Map: Sleeping less than 7 hours among adults aged 6518 years, 20149. Health Outcomes10. Map: Arthritis among adults aged 6518 years, 201411. Map: Current asthma prevalence among adults aged 6518 years, 201412. Map: High blood pressure among adults aged 6518 years, 201313. Map: High cholesterol among adults aged 6518 years who have been screened in the past 5 years, 2013 14. Map: Cancer among adults aged 6518 years, 201415. Map: Diagnosed diabetes among adults aged 6518 years, 201416. Map: Chronic kidney disease among adults aged 6518 years, 201417. Map: Chronic obstructive pulmonary disease among adults aged 6518 years, 201418. Map: Coronary heart disease among adults aged 6518 years, 201419. Map: Stroke among adults aged 6518 years, 201420. Map: Mental health not good for 6514 days among adults aged 6518 years, 201421. Map: Physical health not good for 6514 days among adults aged 6518 years, 201422. Map: All teeth lost among adults aged 6565 years, 201423. Use of Preventive Services24. Map: Current lack of health insurance among adults aged 18-64 years, 201425. Map: Visits to doctor for routine checkup within the past year among adults aged 6518 years, 201426. Map: Visits to dentist or dental clinic among adults aged 6518 years, 201427. Map: Taking medicine for high blood pressure control among adults aged 6518 years with high blood pressure, 201328. Map: Cholesterol screening among adults aged 6518 years, 201329. Map: Mammography use among women aged 50-74 years, 201430. Map: Papanicolaou smear use among adult women aged 21-65 years, 201431. Map: Fecal occult blood test, sigmoidoscopy, or colonoscopy among adults aged 50-75 years, 201432. Map: Up-to-date on a core set of clinical preventive services (flu shot past year, pneumococcal shot ever, Map: colorectal cancer screening) among men aged 6565 years, 201433. Map: Up-to-date on a core set of clinical preventive services (same as men plus mammogram past 2 years) among women aged 6565 years, 2014The 500 Cities Project\u2014Local Data for Better Health\u2014is a collaboration among the Robert Wood Johnson Foundation, the CDC Foundation, and the Centers for Disease Control and Prevention (CDC), whose purpose is to provide high quality small area estimates for behavioral risk factors that influence health status, for health outcomes, and the use of clinical preventive services. These estimates can be used to identify emerging health problems and to develop and implement of effective, targeted public health prevention activities.Data was obtained from the CDC Behavioral Risk Factor Surveillance System (BRFSS) 2013, 2014, the Census Bureau 2010 census population data, American Community Survey 2009-2013 and 2010-2014 estimates, and Esri ArcGIS Online basemaps.CA_Indio_MB_508tag.pdf20161175

    500 Cities Project : local data for better health 2014 : Hesperia, CA

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    1. Introduction and Contents2. Table: City data estimates for each measure3. Unhealthy Behaviors4. Map: Binge drinking prevalence among adults aged 6518 years, 20145. Map: Current smoking among adults aged 6518 years, 20146. Map: No leisure-time physical activity among adults aged 6518 years, 20147. Map: Obesity among adults aged 6518 years, 20148. Map: Sleeping less than 7 hours among adults aged 6518 years, 20149. Health Outcomes10. Map: Arthritis among adults aged 6518 years, 201411. Map: Current asthma prevalence among adults aged 6518 years, 201412. Map: High blood pressure among adults aged 6518 years, 201313. Map: High cholesterol among adults aged 6518 years who have been screened in the past 5 years, 2013 14. Map: Cancer among adults aged 6518 years, 201415. Map: Diagnosed diabetes among adults aged 6518 years, 201416. Map: Chronic kidney disease among adults aged 6518 years, 201417. Map: Chronic obstructive pulmonary disease among adults aged 6518 years, 201418. Map: Coronary heart disease among adults aged 6518 years, 201419. Map: Stroke among adults aged 6518 years, 201420. Map: Mental health not good for 6514 days among adults aged 6518 years, 201421. Map: Physical health not good for 6514 days among adults aged 6518 years, 201422. Map: All teeth lost among adults aged 6565 years, 201423. Use of Preventive Services24. Map: Current lack of health insurance among adults aged 18-64 years, 201425. Map: Visits to doctor for routine checkup within the past year among adults aged 6518 years, 201426. Map: Visits to dentist or dental clinic among adults aged 6518 years, 201427. Map: Taking medicine for high blood pressure control among adults aged 6518 years with high blood pressure, 201328. Map: Cholesterol screening among adults aged 6518 years, 201329. Map: Mammography use among women aged 50-74 years, 201430. Map: Papanicolaou smear use among adult women aged 21-65 years, 201431. Map: Fecal occult blood test, sigmoidoscopy, or colonoscopy among adults aged 50-75 years, 201432. Map: Up-to-date on a core set of clinical preventive services (flu shot past year, pneumococcal shot ever, Map: colorectal cancer screening) among men aged 6565 years, 201433. Map: Up-to-date on a core set of clinical preventive services (same as men plus mammogram past 2 years) among women aged 6565 years, 2014The 500 Cities Project\u2014Local Data for Better Health\u2014is a collaboration among the Robert Wood Johnson Foundation, the CDC Foundation, and the Centers for Disease Control and Prevention (CDC), whose purpose is to provide high quality small area estimates for behavioral risk factors that influence health status, for health outcomes, and the use of clinical preventive services. These estimates can be used to identify emerging health problems and to develop and implement of effective, targeted public health prevention activities.Data was obtained from the CDC Behavioral Risk Factor Surveillance System (BRFSS) 2013, 2014, the Census Bureau 2010 census population data, American Community Survey 2009-2013 and 2010-2014 estimates, and Esri ArcGIS Online basemaps.CA_Hesperia_MB_508tag.pdf20161175

    500 Cities Project : local data for better health 2014 : Irvine, CA

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    1. Introduction and Contents2. Table: City data estimates for each measure3. Unhealthy Behaviors4. Map: Binge drinking prevalence among adults aged 6518 years, 20145. Map: Current smoking among adults aged 6518 years, 20146. Map: No leisure-time physical activity among adults aged 6518 years, 20147. Map: Obesity among adults aged 6518 years, 20148. Map: Sleeping less than 7 hours among adults aged 6518 years, 20149. Health Outcomes10. Map: Arthritis among adults aged 6518 years, 201411. Map: Current asthma prevalence among adults aged 6518 years, 201412. Map: High blood pressure among adults aged 6518 years, 201313. Map: High cholesterol among adults aged 6518 years who have been screened in the past 5 years, 2013 14. Map: Cancer among adults aged 6518 years, 201415. Map: Diagnosed diabetes among adults aged 6518 years, 201416. Map: Chronic kidney disease among adults aged 6518 years, 201417. Map: Chronic obstructive pulmonary disease among adults aged 6518 years, 201418. Map: Coronary heart disease among adults aged 6518 years, 201419. Map: Stroke among adults aged 6518 years, 201420. Map: Mental health not good for 6514 days among adults aged 6518 years, 201421. Map: Physical health not good for 6514 days among adults aged 6518 years, 201422. Map: All teeth lost among adults aged 6565 years, 201423. Use of Preventive Services24. Map: Current lack of health insurance among adults aged 18-64 years, 201425. Map: Visits to doctor for routine checkup within the past year among adults aged 6518 years, 201426. Map: Visits to dentist or dental clinic among adults aged 6518 years, 201427. Map: Taking medicine for high blood pressure control among adults aged 6518 years with high blood pressure, 201328. Map: Cholesterol screening among adults aged 6518 years, 201329. Map: Mammography use among women aged 50-74 years, 201430. Map: Papanicolaou smear use among adult women aged 21-65 years, 201431. Map: Fecal occult blood test, sigmoidoscopy, or colonoscopy among adults aged 50-75 years, 201432. Map: Up-to-date on a core set of clinical preventive services (flu shot past year, pneumococcal shot ever, Map: colorectal cancer screening) among men aged 6565 years, 201433. Map: Up-to-date on a core set of clinical preventive services (same as men plus mammogram past 2 years) among women aged 6565 years, 2014The 500 Cities Project\u2014Local Data for Better Health\u2014is a collaboration among the Robert Wood Johnson Foundation, the CDC Foundation, and the Centers for Disease Control and Prevention (CDC), whose purpose is to provide high quality small area estimates for behavioral risk factors that influence health status, for health outcomes, and the use of clinical preventive services. These estimates can be used to identify emerging health problems and to develop and implement of effective, targeted public health prevention activities.Data was obtained from the CDC Behavioral Risk Factor Surveillance System (BRFSS) 2013, 2014, the Census Bureau 2010 census population data, American Community Survey 2009-2013 and 2010-2014 estimates, and Esri ArcGIS Online basemaps.CA_Irvine_MB_508tag.pdf20161175

    Linking Data From Health Surveys and Electronic Health Records

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    Assessing whether data from self-administered surveys could be collected electronically from patients in urban, primary-care, safety-net cl

    500 Cities Project : local data for better health 2014 : Sacramento, CA

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    1. Introduction and Contents2. Table: City data estimates for each measure3. Unhealthy Behaviors4. Map: Binge drinking prevalence among adults aged 6518 years, 20145. Map: Current smoking among adults aged 6518 years, 20146. Map: No leisure-time physical activity among adults aged 6518 years, 20147. Map: Obesity among adults aged 6518 years, 20148. Map: Sleeping less than 7 hours among adults aged 6518 years, 20149. Health Outcomes10. Map: Arthritis among adults aged 6518 years, 201411. Map: Current asthma prevalence among adults aged 6518 years, 201412. Map: High blood pressure among adults aged 6518 years, 201313. Map: High cholesterol among adults aged 6518 years who have been screened in the past 5 years, 2013 14. Map: Cancer among adults aged 6518 years, 201415. Map: Diagnosed diabetes among adults aged 6518 years, 201416. Map: Chronic kidney disease among adults aged 6518 years, 201417. Map: Chronic obstructive pulmonary disease among adults aged 6518 years, 201418. Map: Coronary heart disease among adults aged 6518 years, 201419. Map: Stroke among adults aged 6518 years, 201420. Map: Mental health not good for 6514 days among adults aged 6518 years, 201421. Map: Physical health not good for 6514 days among adults aged 6518 years, 201422. Map: All teeth lost among adults aged 6565 years, 201423. Use of Preventive Services24. Map: Current lack of health insurance among adults aged 18-64 years, 201425. Map: Visits to doctor for routine checkup within the past year among adults aged 6518 years, 201426. Map: Visits to dentist or dental clinic among adults aged 6518 years, 201427. Map: Taking medicine for high blood pressure control among adults aged 6518 years with high blood pressure, 201328. Map: Cholesterol screening among adults aged 6518 years, 201329. Map: Mammography use among women aged 50-74 years, 201430. Map: Papanicolaou smear use among adult women aged 21-65 years, 201431. Map: Fecal occult blood test, sigmoidoscopy, or colonoscopy among adults aged 50-75 years, 201432. Map: Up-to-date on a core set of clinical preventive services (flu shot past year, pneumococcal shot ever, Map: colorectal cancer screening) among men aged 6565 years, 201433. Map: Up-to-date on a core set of clinical preventive services (same as men plus mammogram past 2 years) among women aged 6565 years, 2014The 500 Cities Project\u2014Local Data for Better Health\u2014is a collaboration among the Robert Wood Johnson Foundation, the CDC Foundation, and the Centers for Disease Control and Prevention (CDC), whose purpose is to provide high quality small area estimates for behavioral risk factors that influence health status, for health outcomes, and the use of clinical preventive services. These estimates can be used to identify emerging health problems and to develop and implement of effective, targeted public health prevention activities.Data was obtained from the CDC Behavioral Risk Factor Surveillance System (BRFSS) 2013, 2014, the Census Bureau 2010 census population data, American Community Survey 2009-2013 and 2010-2014 estimates, and Esri ArcGIS Online basemaps.CA_Sacramento_MB_508tag.pdf20161175

    500 Cities Project : local data for better health 2014 : Roseville, CA

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    1. Introduction and Contents2. Table: City data estimates for each measure3. Unhealthy Behaviors4. Map: Binge drinking prevalence among adults aged 6518 years, 20145. Map: Current smoking among adults aged 6518 years, 20146. Map: No leisure-time physical activity among adults aged 6518 years, 20147. Map: Obesity among adults aged 6518 years, 20148. Map: Sleeping less than 7 hours among adults aged 6518 years, 20149. Health Outcomes10. Map: Arthritis among adults aged 6518 years, 201411. Map: Current asthma prevalence among adults aged 6518 years, 201412. Map: High blood pressure among adults aged 6518 years, 201313. Map: High cholesterol among adults aged 6518 years who have been screened in the past 5 years, 2013 14. Map: Cancer among adults aged 6518 years, 201415. Map: Diagnosed diabetes among adults aged 6518 years, 201416. Map: Chronic kidney disease among adults aged 6518 years, 201417. Map: Chronic obstructive pulmonary disease among adults aged 6518 years, 201418. Map: Coronary heart disease among adults aged 6518 years, 201419. Map: Stroke among adults aged 6518 years, 201420. Map: Mental health not good for 6514 days among adults aged 6518 years, 201421. Map: Physical health not good for 6514 days among adults aged 6518 years, 201422. Map: All teeth lost among adults aged 6565 years, 201423. Use of Preventive Services24. Map: Current lack of health insurance among adults aged 18-64 years, 201425. Map: Visits to doctor for routine checkup within the past year among adults aged 6518 years, 201426. Map: Visits to dentist or dental clinic among adults aged 6518 years, 201427. Map: Taking medicine for high blood pressure control among adults aged 6518 years with high blood pressure, 201328. Map: Cholesterol screening among adults aged 6518 years, 201329. Map: Mammography use among women aged 50-74 years, 201430. Map: Papanicolaou smear use among adult women aged 21-65 years, 201431. Map: Fecal occult blood test, sigmoidoscopy, or colonoscopy among adults aged 50-75 years, 201432. Map: Up-to-date on a core set of clinical preventive services (flu shot past year, pneumococcal shot ever, Map: colorectal cancer screening) among men aged 6565 years, 201433. Map: Up-to-date on a core set of clinical preventive services (same as men plus mammogram past 2 years) among women aged 6565 years, 2014The 500 Cities Project\u2014Local Data for Better Health\u2014is a collaboration among the Robert Wood Johnson Foundation, the CDC Foundation, and the Centers for Disease Control and Prevention (CDC), whose purpose is to provide high quality small area estimates for behavioral risk factors that influence health status, for health outcomes, and the use of clinical preventive services. These estimates can be used to identify emerging health problems and to develop and implement of effective, targeted public health prevention activities.Data was obtained from the CDC Behavioral Risk Factor Surveillance System (BRFSS) 2013, 2014, the Census Bureau 2010 census population data, American Community Survey 2009-2013 and 2010-2014 estimates, and Esri ArcGIS Online basemaps.CA_Roseville_MB_508tag.pdf20161175

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