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21. Table 1 (pdf file)
    hcup-us.ahrq.gov/toolssoftware/comorbidityicd10/TableofChanges2017_1.pdf
    January 01, 2017 - with mild nonp rtnop with macular edema, right eye DMCX E083212 Diabetes with mild nonp rtnop with … macular edema, left eye DMCX E083213 Diabetes with mild nonp rtnop with macular edema, bilateral … DMCX E083219 Diabetes with mild nonp rtnop with macular edema, unsp DMCX E083291 Diabetes with … E083419 Diabetes with severe nonp rtnop with macular edema, unsp DMCX E083491 Diabetes with severe … DMCX E083552 Diabetes with stable prolif diabetic retinopathy, left eye DMCX E083553 Diabetes with

22. Mortality_Diabetes (pdf file)
    hcup-us.ahrq.gov/reports/infographics/279_mortality-diabetes-3.pdf
    September 13, 2021 - Mortality_Diabetes

23. Calculating National Inpatient Sample (NIS) Variances for Data Years 2012 and Later (pdf file)
    hcup-us.ahrq.gov/reports/methods/MS2003-02%20Addendum.pdf
    December 10, 2022 - . */ libname IN “location of NIS file” ; data DIABETES ; set IN.NIS_2012_CORE ; if DXCCS1 … = 50 then DIABETES = 1; else DIABETES = 0 ; DISCHGS = 1 ; run ; /* Obtain estimates: The following … Table A.3 SAS Output for DIABETES = 1, Domain Statistics Variable Label Mean Std Error of Mean Sum Std … Table A.4 shows the mean, sum, and the associated variance estimates for the domain of DIABETES=0. … Table A.4 SAS Output for DIABETES = 0, Domain Statistics Variable Label Mean Std Error of Mean Sum Std

24. Calculating National Inpatient Sample (NIS) Variances for Data Years 2012 and Later (pdf file)
    hcup-us.ahrq.gov/reports/methods/MS2015-09%20Addendum.pdf
    December 10, 2022 - . */ libname IN “location of NIS file” ; data DIABETES ; set IN.NIS_2012_CORE ; if DXCCS1 … = 50 then DIABETES = 1; else DIABETES = 0 ; DISCHGS = 1 ; run ; /* Obtain estimates: The following … Table A.3 SAS Output for DIABETES = 1, Domain Statistics Variable Label Mean Std Error of Mean Sum Std … Table A.4 shows the mean, sum, and the associated variance estimates for the domain of DIABETES=0. … Table A.4 SAS Output for DIABETES = 0, Domain Statistics Variable Label Mean Std Error of Mean Sum Std

25. Calculating Kids’ Inpatient Database (KID) Variances (pdf file)
    hcup-us.ahrq.gov/reports/methods/MS2005-07%20Addendum.pdf
    December 10, 2022 - . */ libname IN “location of NIS file” ; data DIABETES ; set IN.NIS_2012_CORE ; if DXCCS1 … = 50 then DIABETES = 1; else DIABETES = 0 ; DISCHGS = 1 ; run ; /* Obtain estimates: The following … Table A.3 SAS Output for DIABETES = 1, Domain Statistics Variable Label Mean Std Error of Mean Sum Std … Table A.4 shows the mean, sum, and the associated variance estimates for the domain of DIABETES=0. … Table A.4 SAS Output for DIABETES = 0, Domain Statistics Variable Label Mean Std Error of Mean Sum Std

26. HCUP Statistical Brief #36: Trends in Potentially Preventable Hospitalizations among Adults and Children, 1997-2004 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb36.pdf
    August 01, 2007 - include 1) uncontrolled diabetes without complications, 2) short-term diabetes complications, and 3 … ) long-term diabetes complications. … Uncontrolled diabetes without complications 32.5 28.5 22.0 ↓ (32.1%) Short-term diabetes … Uncontrolled diabetes without complications $191 $204 $201 NS Short-term diabetes complications … includes hospital stays for uncontrolled diabetes without complications, short-term diabetes complications

27. Statistical Brief #151
    hcup-us.ahrq.gov/reports/statbriefs/sb151.jsp
    March 01, 2013 - admission rates for adults with diabetes varied between 2005 and 2010 (figure 1). … extremity amputations, or for uncontrolled diabetes without complications. … Rates of admissions for diabetes, adults older than 18 years. … ; Short-term diabetes*; 2005, 56; 2006, 60; 2007, 60; 2008, 61; 2009, 64; 2010, 69; Diabetes-related … Short-term diabetes complications $888 $1,168† +31.5% Long-term diabetes complications

28. Section2 4 (pdf file)
    hcup-us.ahrq.gov/reports/factsandfigures/2007/pdfs/section2_4.pdf
    January 01, 2007 - Obesity Congestive Heart Failure Depression Hypothyroidism Renal Failure Deficiency Anemias Diabetes … Rheumatoid Arthritis/Collagen Vascular Diseases Diabetes with Chronic Complications Comorbidities … example, retinopathy may be a secondary condition in a hospital stay in which the principal diagnosis is diabetes … However, retinopathy would not be considered a comorbidity of diabetes, as it is a related condition. … HCUP Facts and Figures: Statistics on Hospital-Based Care in the United States, 2007 28  Diabetes

29. Statistical Brief #151: Trends in Potentially Preventable Hospital Admissions among Adults and Children, 2005-2010 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb151.pdf
    August 01, 2011 - The conditions examined for children younger than 18 years were diabetes, asthma, gastroenteritis, and … admission rates for adults with diabetes varied between 2005 and 2010 (figure 1). … lower extremity amputations, or for uncontrolled diabetes without complications. … $5,714 $6,355 +11.9% Uncontrolled diabetes without Complications $214 $230† +7.5% Short-term diabetes … complications $888 $1,168† +31.5% Long-term diabetes complications $2,988 $3,192 +6.8% Diabetes-related

30. HCUP Statistical Brief #10: Racial and Ethnic Disparities in Potentially Preventable Hospitalizations, 2003 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb10.pdf
    July 01, 2006 - rates for diabetes and diabetes complications varied considerably by race and ethnicity in 2003 (figure … For long-term diabetes complications and a specific serious long-term complication—diabetes-related … In contrast, rates of hospitalization were lowest among Asians for uncontrolled diabetes, diabetes-related … (a specific, serious, long-term complication of diabetes) – Diabetes, long-term complications (i.e … without complications Short-term diabetes complications Long-term diabetes complications Diabetes-related

31. Calculating Variances Using the 1999 Nationwide Inpatient Sample (pdf file)
    hcup-us.ahrq.gov/reports/methods/2003_02.pdf
    January 01, 2003 - ; SET In.nis_2001_core; IF dxccs1 = 50 THEN diabetes = 1; ELSE diabetes = 0; dischgs = … ; SET In.nis_2001_core; IF dxccs1 = 50 THEN diabetes = 1 ; ELSE diabetes = 2 ; dischgs … = 1 ; PROC SORT DATA=Diabetes ; BY nis_stratum hospid ; PROC DESCRIPT DATA=Diabetes FILETYPE … ) SVYMEAN los totchg, SUBPOP(diabetes) SVYRATIO died dischgs, SUBPOP(diabetes) HCUP NIS … This was the method used to illustrate the diabetes analysis in this report.

32. HCUP Methods Series Calculating Nationwide Inpatient Sample (NIS) Variances for Data Years 2011 and Earlier
    hcup-us.ahrq.gov/reports/methods/2003_02.jsp
    January 01, 2003 - ; SET In .nis_2001_core ; IF dxccs1 = 50 THEN diabetes = 1 ; ELSE diabetes = 0 ; dischgs … ; SET In .nis_2001_core ; IF dxccs1 = 50 THEN diabetes = 1 ; ELSE diabetes = 2 ; dischgs … = 1 ; PROC SORT DATA= Diabetes ; BY nis_stratum hospid ; PROC DESCRIPT DATA= Diabetes FILETYPE … ) SVYMEAN los totchg, SUBPOP(diabetes) SVYRATIO died dischgs, SUBPOP(diabetes) The SET MEMORY … This was the method used to illustrate the diabetes analysis in this report.

33. Statistical Brief #10
    hcup-us.ahrq.gov/reports/statbriefs/sb10.jsp
    July 10, 2006 - rates for diabetes and diabetes complications varied considerably by race and ethnicity in 2003 (figure … For long-term diabetes complications and a specific serious long-term complication—diabetes-related lower-extremity … In contrast, rates of hospitalization were lowest among Asians for uncontrolled diabetes, diabetes-related … lower-extremity amputations, and short-term diabetes complications. … (a specific, serious, long-term complication of diabetes) — Diabetes, long-term complications (i.e

34. Geographic Variation in Potentially Preventable Inpatient Stays for Chronic Health Conditions, 2016 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb264-Chronic-Condition-Preventable-Hospitalizations-2016.pdf
    January 01, 2016 - were potentially preventable, and most of these stays involved chronic health conditions such as diabetes … South Carolina had the highest rate for diabetes (232.2). … For example, Florida had the second highest rate for diabetes and the third highest rate for COPD but … Hot spots of potentially preventable inpatient stays for diabetes included large portions of Florida, … , uncontrolled diabetes without complications, lower-extremity amputation for diabetes, and hypertension

35. Statistical Brief #61: Potentially Preventable Hospitalizations among Hispanic Adults, 2006 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb61.pdf
    October 01, 2008 - The gap between Hispanics and non-Hispanic whites was greatest for diabetes. … diabetes, and lower extremity amputation), for which hospitalization rates were two to three times … The gap was most pronounced for diabetes. … Short Term Diabetes Complications (PQI 1) 5.5* 4.5 Long Term Diabetes Complications (PQI 3) 21.2 … Short Term Diabetes Complications (PQI 1) 7.1 6.5 4.0* 3.0 Long Term Diabetes Complications

36. 2015 01 (pdf file)
    hcup-us.ahrq.gov/reports/methods/2015_01.pdf
    January 01, 2015 - Missing data patterns for complicated diabetes, Michigan SID 2012 ...................24 Table 4. … Missing data patterns for complicated diabetes, group means, NIS 2012 ...........35 Table 8. … Distribution of observed and imputed age for complicated diabetes, NIS 2012 37 Figure 4. … , Michigan SID 2012 * Subset data to discharges with complicated diabetes ; data diabetes; … , NIS 2012 * Subset data to discharges with complicated diabetes ; data diabetes; length

37. HCUP Methods Series Calculating National Inpatient Sample (NIS) Variances for Data Years 2012 and Later
    hcup-us.ahrq.gov/reports/methods/2015_09.jsp
    January 01, 2015 - SAS Output for DIABETES = 1, Domain Statistics Table 2. … Stata Output for Diabetes = 1 Table 3. … ; set IN .NIS_2012_CORE ; if DXCCS1 = 50 then DIABETES = 1; else DIABETES = 0 ; DISCHGS = 1 … ) svy: mean los, subpop(diabetes) svy: mean totchg, subpop(diabetes) svy: ratio died dischgs, subpop … This was the method used to illustrate the diabetes analysis in this report.

38. Calculating Variances Using the 1999 Nationwide Inpatient Sample (pdf file)
    hcup-us.ahrq.gov/reports/methods/2015-09.pdf
    January 01, 2015 - Stata Output for Diabetes = 1 ....................................................................... … Comparison of SAS and Stata Results for Complicated Diabetes, National Inpatient Sample (NIS), 2012 … ; set IN.NIS_2012_CORE ; if DXCCS1 = 50 then DIABETES = 1; else DIABETES = 0 ; DISCHGS = 1 ; … ) svy: mean los, subpop(diabetes) svy: mean totchg, subpop(diabetes) svy: ratio died dischgs, subpop … This was the method used to illustrate the diabetes analysis in this report.

39. Statistical Brief #83: Potentially Preventable Hospitalization Rates Declined for Older Adults, 2003-2007 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb83.pdf
    December 01, 2009 - December 2009 Highlights • In 2007, rates of potentially preventable hospitalizations for diabetes … • The rate of hospital stays for diabetes decreased by 8 percent among older adults between 2003 … Table 1 shows that long-term diabetes complications were the most frequent reason for diabetes stays …     Short Term Diabetes Complications  (PQI 1)  5.9 6.0 6.5 4.1  3.7 3.3 Long Term Diabetes Complications …     Short Term Diabetes Complications  (PQI 1)  2% ‐10% 8% ‐10%  10% ‐19% Long Term Diabetes 

40. Characteristics and Costs of Potentially Preventable Inpatient Stays, 2017 (pdf file)
    hcup-us.ahrq.gov/reports/statbriefs/sb259-Potentially-Preventable-Hospitalizations-2017.pdf
    January 01, 2017 - conditions include diabetes short-term complications, diabetes long-term complications, lower-extremity … amputation among patients with diabetes, and uncontrolled diabetes. 7 Although all other adult PQI … In most of these cases, the overlap was with another diabetes condition. … estimate the diabetes group total or aggregate costs. … Diabetes long- term complications was the most common diabetes diagnosis (281,200 stays) and accounted