Originally a cardiovascular study, it now focuses on several chronic and lifestyle-related conditions such as atherosclerosis and diabetes. Medicaid is funded jointly by states and the federal government. Patients on dialysis or with a functioning transplant were excluded from the study. NKDEP (National Kidney Disease Education Program) is an initiative of the National Institutes of Health, designed to reduce the morbidity and mortality caused by kidney disease and its complications. The Optum Clinformatics™ Data Mart provides paid medical and prescription claims and enrollment information for participants in commercial insurance plans and Medicare Advantage plans of a large U.S. managed care health insurance company. The trial phase of the study was from 1995-2001 with a cohort follow-up phase from 2002-2007. No study treatments or interventions were given to participants in CRIC. Participants were included in the CKD group if they had 2 estimated glomerular filtration rates (eGRFs) less than 90 mL/min/1.73 m. The Nationwide Inpatient Sample (NIS) is a U.S. nationally representative administrative database of hospitalizations. CMS-ESRD (Centers for Medicare & Medicaid Services - ESRD Population). The model was used to project the prevalence and lifetime incidence of CKD through the year 2030. On average, enrolled patients have had CKD for 6-7 years and 22% have a glomerular diagnosis. Denominators for civilian youth populations were calculated by removing children of active-duty military personnel, and weighting for race/ethnicity and gender was performed to approximate the U.S. census population of youth. Chronic kidney disease (CKD) is one of the major public health issues with rising need of early detection for successful and sustainable care. Chronic kidney disease (CKD) is a global health burden with a high economic cost to health systems and is an independent risk factor for cardiovascular disease (CVD). The source population was Kaiser Permanente Northern California, a large integrated health care delivery system that provides comprehensive inpatient and outpatient care for >3.2 million members in the San Francisco and greater Bay Area. Significance Statement: The current study applied four data mining algorithms on a clinical/laboratory dataset consisting of 361 chronic kidney disease patients. There are 3 potential sources for CMS data related to CKD: (i) ResDac: The Research Data Assistance Center (ResDAC) is a CMS contractor (in Minnesota) that provides free assistance to academic, government and non-profit researchers interested in using Medicare and/or Medicaid data for their research. The USRDS annual data report has a section on CKD based on the 5% Medicare sample and employee group health plans (predominantly based on data from the privately owned data warehouse Medstat). Chronic Kidney Disease in Children (CKiD) Study is a prospective observational cohort study of 594 children (1-16 years old) with mild to moderate CKD (Schwartz-estimated GFR of 30-90 ml/min/1.73 m²) who are treated at 48 pediatric nephrology centers throughout North America (46 in the United States; 2 in Canada). The clinical measures examined were bleeding on probing, probing depth, and gingival recession.The Jackson Heart Study is a community-based cohort study with the primary focus of examining risk factors for cardiovascular disease among African Americans. On average, every site or provider involved in the study had 21 study participants. The MedSAS Inpatient and Outpatient data sets and the Decision Support System (DSS) National Data Extracts for laboratory results (LAR) and pharmacy records (PHA) and vital status data from the Beneficiary Identification Records Locator Subsystem (BIRLS) were used for the Surveillance System. 35. The problem selected for the study is the diagnosis of the Chronic Kidney Disease.The dataset used for the study consists of 400 instances and 24 attributes. (ii) directly from the CMS, and (iii) from the USRDS (Annual reports from the USRDS include a section on CKD). Subjects were followed for 5 years and included a racially and ethnically diverse group of adults aged 21 to 74 yrs with a broad spectrum of renal disease severity, half of whom have diagnosed diabetes mellitus. For which the dataset “CKD” is provided which has 400 columns and 24 attributes. The Centers for Medicare & Medicaid Services (CMS) has substantial data on US residents with low incomes and limited resources that include low-income adults, children, pregnant women, older adults, and people with disabilities. Participants in the CKD group had either a functioning transplant, were on dialysis, or had an eGFR less than 60 mL/min/1.73 m, In the period August 2004-August 2005, Boulware et al. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Chronic_Kidney_Disease Data Set (citation: Boulware. I'm sorry, the dataset "Chronic KidneyDisease" does not appear to exist. A cross-sectional cohort study comprised of children aged 8 to 18 years, living in the the metropolitan area of Atlanta. NHANES is arguably the largest and longest-running national source of objectively measured health and nutrition data. NHANES-NDI (National Health and Nutrition Examination Survey-NDI). AASK (African American Study of Kidney Disease and Hypertension), ARIC (Atherosclerosis Risk in Communities Study), Atlanta Pediatric Clinics (Data from two pediatric practices in Atlanta and outpatient clinics at Children’s Healthcare of Atlanta), CKiD (Chronic Kidney Disease in Children), Clinformatics Commercial (Clinformatics Commercial), Clinformatics Medicare Advantage (Clinformatics Medicare Advantage), Clinical Trials (Meta-analysis based on one cohort study and five clinical trials), CMS-ESRD (Centers for Medicare & Medicaid Services - ESRD Population), CMS-Medicaid (CMS-Medicaid (Centers for Medicare & Medicaid Services-Medicaid) for Michigan), CMS-Medicare (Centers for Medicare & Medicaid Services - Medicare), CRIC (Chronic Renal Insufficiency Cohort Study), CRISP (The Consortium for Radiologic Imaging Studies of Polycystic Kidney Disease), D-ARIC and JHS (Dental-Atherosclerosis Risk in Communities Study and the Jackson Heart Study), Jackson Heart Study (Jackson Heart Study), KPNC (Kaiser Permanente Northern California), NATIONAL VA (Veterans Affairs Health System), NHANES (National Health and Nutrition Examination Survey), NHANES and the CKD HPM (National Health and Nutrition Examination Survey and the CKD Health Policy Model), NHANES III (National Health and Nutrition Examination Survey III), NHANES-CMS (National Health and Nutrition Examination Survey-CMS), NHANES-NDI (National Health and Nutrition Examination Survey-NDI), NiCK Study (Neurocognitive Assessment and Magnetic Resonance Imaging Analysis of Children and Young Adults with Chronic Kidney Disease (NiCK) Study), NKDEP (National Kidney Disease Education Program), Norwegian Tromso Study (Norwegian Tromso Study ), Renal REGARDS (Renal Reasons for Geographic and Racial Differences in Stroke), SEARCH (SEARCH for Diabetes in Youth Study), SRTR (Scientific Registry of Transplant Recipients), http://www.cdc.gov/nchs/nhanes/nh3data.htm, U.S. Department of Health & Human Services. Many patients with chronic kidney disease (CKD) are managed in the primary care setting. Cases were validated by physician report, medical record review, or self-report of physician. The Kaiser Permanente Northern California population is highly representative of the local surrounding and statewide population with regards, to age, gender, race/ethnicity and comorbidity burden, with only slightly lower representation at the extremes of age and income. A cohort of African American participants enrolled in the Dental-Atherosclerosis Risk in Communities study (D-ARIC), were subsequently enrolled in the Jackson Heart Study (JHS). NATIONAL VA (Veterans Affairs Health System) The Department of Veterans Affairs (VA), through the Veterans Health Administration (VHA), operates the largest integrated health care system in the United States. Repository's citation policy. All stages of CKD are associated with increased risks of cardiovascular morbidity, premature mortality, and/or … Renal REGARDS represents a subcohort of 12,030 participants from the Reasons for Geographical and Racial Difference in Stroke (REGARDS) cohort study. Jackson Heart Study (Jackson Heart Study). There were 240 males, 459 females, and the average age was 65. Findings from NHANES provide health professionals and policymakers with the statistical data needed to determine rates of major diseases and health conditions (e.g., cardiovascular disease, diabetes, obesity, infectious diseases) as well as identify and monitor trends in medical conditions, risk factors, and emerging public health issues, so that the appropriate public health policies and prevention interventions can be developed. Chronic_Kidney_Disease Data Set. Saving Lives, Protecting People. The FOS cohort, which began in 1971, contains 5,124 participants. The Scientific Registry of Transplant Recipients (SRTR) supports the ongoing evaluation of the scientific and clinical status of all solid organ transplantation in the United States, including kidney transplants. Findings from NHANES provide health professionals and policymakers with the statistical data needed to determine rates of major diseases and health conditions (e.g., cardiovascular disease, diabetes, obesity, infectious diseases) as well as identify and monitor trends in medical conditions, risk factors, and emerging public health issues, so that the appropriate public health policies and prevention interventions can be developed. The Probabilistic Neural Networks algorithm yields a better classification accuracy and prediction performance to predict the stages of chronic kidney disease patients. NKDEP's reports include findings from focus groups, literature reviews, its strategic plan, and baseline report from its Strategic Development and Planning Meeting.1-“African-Americans Unaware of High Kidney Disease Risk”, released March 8, 2004. ARIC (Atherosclerosis Risk in Communities Study) The Atherosclerosis Risk in Communities Study is a longitudinal study of 15,792 individuals ages 45-64 recruited from 4 U.S. suburban communities with a primary purpose of investigating the etiology and natural history of atherosclerosis, including the determination of risk factors. Early detection can help prevent the progression of kidney disease. There are 400 rows There are 400 rows The data needs cleaning: in that it has NaNs and the numeric features need to be forced to floats. More information on these data sets can be retrieved at: http://www.virec.research.va.gov/. AMA (American Medical Association) The American Medical Association (AMA) Physician Masterfile contains the most accurate and complete statistical data available about more than 972,000 U.S. physicians. Through physical examinations, clinical and laboratory tests, and personal interviews, NHANES provides a "snapshot" of the health and nutritional status of the U.S. population. CRIC (Chronic Renal Insufficiency Cohort Study). The target is the 'classification', which is either 'ckd' or 'notckd' - ckd=chronic kidney disease. Enrolled patients are approximately 60% male, 70% white, 16% African-American, and 16% obese. More information on this data set can be found at: NHANES-CMS (National Health and Nutrition Examination Survey-CMS). Experimental results showed over 93% of success rate in classifying the patients with kidney diseases based on three performance metrics i.e., accuracy, sensitivity and specificity. Learn about causes, symptoms, testing, and more. SEARCH (SEARCH for Diabetes in Youth Study). Keywords— Data Mining, Machine Learning, Chronic Kidney Disease, KNN, SVM, Ensemble. NHANES and the CKD HPM (National Health and Nutrition Examination Survey and the CKD Health Policy Model). One such endpoint is a slope-based parameter … The ADD-CKD study is an observational study that assessed the prevalence of both undiagnosed and detected CKD in the cohort between 2011 and 2012. This program is administered by states, so the exact rules of Medicaid eligibility vary across states. Motivation Chronic kidney disease (CKD) refers to the loss of kidney functions over time which is primarily to filter blood. Version 5 of 5. 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