Methods Applying AHRQ Quality Indicators to Healthcare ... - HCUP

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APPENDIX G:STATE-LEVEL BIVARIATE ANALYSIS - STATE PQI RATESRELATED TO OTHER FACTORS, TAKEN ONE AT A TIMEThis appendix shows the factors for which State-specific data could be found to compare to the StatespecificPrevention Quality Indicators (PQI) included in the 2005 (third) NHQR based on 2001discharge data from the SID. State-level PQI rates are shown below with whether or not they werecorrelated with these factors. The results shaded in yellow below denote statistically significantcorrelations. The direction of the relationship and the percent of variation across States explained bythe data element are also shown.(Highlighted text denotes statistically significant results)Key to Conclusions about Associations Found in Appendix A, Tables 1-3, column 3:+ = positive association, statistically significant at p
State-Level Bivariate Analysis of AHRQ Prevention Quality Indicators (PQIs) based on2001 Discharge Data Reported in the 2004 and 2005 NHQRAHRQPreventionQualityIndicators(PQIs)Characteristics of State PopulationsConclusionsAboutAssociationsPercent ofStateVariationExplained(R-square)PQI 1 – AdultAdmissions forShort-termDiabetesComplicationsPQI 3 – AdultAdmissions forLong-termDiabetesComplicationsPrevalence of Obesity in Adults + 43.63%Adult Diabetes Prevalence (Diagnosed) + 25.92%Percent of Population 65 Years and Over ns 0.24%Source of Insurance: Uninsured (as a Percent of thePopulation) + 12.09%Percent of People Below the Poverty Line in the Past 12Months + 33.70%Hospital Bed Supply (Rate/100,000) ns 5.21%Race/Ethnicity: White (as a Percent of the Population) ns 0.38%Race/Ethnicity: Black (as a Percent of the Population) + 46.13%Race/Ethnicity: Hispanic (as a Percent of thePopulation) ns 1.32%Race/Ethnicity: API (as a Percent of the Population) - 12.52%Race/Ethnicity: Other (as a Percent of the Population) ns 3.96%Race/Ethnicity: Minority (as a Percent of the Population) ns 0.38%Percent of Adult Population at Risk for Heart Disease*** + 15.28%Cardiac Deaths (Rate/100,000) + 55.56%Prevalence of Obesity in Adults + 28.29%Adult Diabetes Prevalence (Diagnosed) + 32.36%Percent of Population 65 Years and Over ns 3.18%Source of Insurance: Uninsured (as a Percent of thePopulation) ns 8.41%Percent of People Below the Poverty Line in the Past 12Months + 26.40%Hospital Bed Supply (Rate/100,000) ns 10.75%Race/Ethnicity: White (as a Percent of the Population) ns 5.69%Race/Ethnicity: Black (as a Percent of the Population) + 28.56%Race/Ethnicity: Hispanic (as a Percent of thePopulation) ns 0.45%Race/Ethnicity: API (as a Percent of the Population) ns 1.38%Race/Ethnicity: Other (as a Percent of the Population) ns 8.82%Race/Ethnicity: Minority (as a Percent of the Population) ns 5.69%Methods for HCUP Data in 2011 NHQR and NHDR G-2December 9, 2011
Page 1: HCUP Methods Series
Page 6 and 7: Assign Additional Measures for Repo
Page 8 and 9: For the discharge-based PDIs, risk
Page 10 and 11: Data Elements for Exclusions: Three
Page 12 and 13: In a subsequent analysis, we invest
Page 17 and 18: QI No.IQI 22IQI 23IQI 24IQI 25IQI 2
Page 19 and 20: QI No.PSI 19PSI 21PSI 22PSI 23PSI 2
Page 21 and 22: Data Sources for the HCUP Nationwid
Page 23 and 24: Table 4. Use of Secondary Procedure
Page 25: Table 6. Number of Diagnosis and Pr
Page 28 and 29: APPENDICES
Page 30 and 31: HCUP Race DataHCUP coding includes
Page 32 and 33: Primary expected payer2008 Disparit
Page 34 and 35: Median income of Patient’s ZIP Co
Page 36 and 37: Typically, most States have no more
Page 38 and 39: . Standard error estimates for age/
Page 40 and 41: inpatient population distribution f
Page 42 and 43: IQI CompositeWeightNHQR/NHDRSummary
Page 44 and 45: APPENDIX E:COMPARISON OF INPATIENT
Page 46 and 47: Table E-1. List of PQIs and PDIs Us
Page 48 and 49: "clinical grouper" makes it easier
Page 52 and 53: AHRQPreventionQualityIndicators(PQI
Page 54 and 55: AHRQPreventionQualityIndicators(PQI
Page 56 and 57: APPENDIX H:PATIENT SAFETY IN HOSPIT

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