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1. Variation in the Rate of Cesarean Section Across U.S. Hospitals, 2013 #211
   hcup-us.ahrq.gov/reports/statbriefs/sb211-Hospital-Variation-C-sections-2013.jsp
   September 01, 2016 - most common surgical procedure performed in the United States. 7 This operation carries additional risks … mother to establish breastfeeding and may complicate subsequent pregnancies. 10,11 Given potential risks … The average low-risk C-section rate was 15.8 C-sections per 100 low-risk deliveries. … ; 500-999: total, 31.3; low-risk, 15.2; > 1,000: total, 33.0; low-risk, 16.3. … , 34.9; low-risk, 17.8; West: total, 29.8; low-risk, 14.1.

2. Slide 1 (pdf file)
   hcup-us.ahrq.gov/datainnovations/clinicaldata/5MHAProjBenefits011508.pdf
   January 15, 2008 - codes are reported as POA Comparison of rates of reported hospital- acquired complications in high-risk … without validation using POA code and associated laboratory data Evaluation of hospital’s comparative risks … of death and post-operative complications and its risk-adjusted outcome rates with and without enhancement … of its analytic database 7 Risk-Adjusted Mortality - CABG Surgery Hospital 4 Hospital 2 Hospital … Mortality - CABG Surgery Risk-Adjusted Mortality Rates Risk-Adjusted Post-Op Complications Enhanced

3. Statistical Brief #98: Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses by Patient Subgroups, 2000-2007 (pdf file)
   hcup-us.ahrq.gov/reports/statbriefs/sb98.pdf
   October 01, 2010 - Statistical Brief #98: Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses by Patient Subgroups … ■ Of these four conditions, risk-adjusted mortality decreased the most among CHF inpatients (49 … Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses and Procedures, 1994–2004. … 3 shows the percentage change in selected inpatient risk-adjusted mortality rates by payer. … The IQI risk adjustment variables were age, gender, age-gender interaction, and APR-DRG Risk of Mortality

4. HCUP-US Statistical Briefs
   hcup-us.ahrq.gov/reports/statbriefs/sb_inpatient.jsp
   December 01, 2015 - Statistical Briefs provide statistics about outcomes that reflect hospital inpatient quality, specifically risk-adjusted … #98 Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses by Patient Subgroups, … News Brief #38 Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses and Procedures

5. Characteristics and Quality of Inpatient Stays at Hospitals Affiliated With Health Systems, 2009-2012 #197
   hcup-us.ahrq.gov/reports/statbriefs/sb197-Characteristics-Quality-Hospitals-Health-Systems.jsp
   December 01, 2015 - We compared risk-adjusted mortality rates for both types of hospitals between 2009 and 2012. … risk of mortality score of 3 or 4) compared with 11.5 percent of stays at independent hospitals. … to identify the admissions of interest and for risk adjustment. … As part of the IQI risk-adjustment approach, APR-DRG software was applied to the data. … The IQI risk-adjustment variables were age, sex, age-sex interaction, and APR-DRG Risk of Mortality subclass

6. HCUP Statistical Brief #38: Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses and Procedures, 1994-2004 (pdf file)
   hcup-us.ahrq.gov/reports/statbriefs/sb38.pdf
   October 01, 2007 - HCUP Statistical Brief #38: Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses and Procedures … Changes in national hos- pital risk-adjusted mortality rates over time, particularly over a decade, … cy for Healthcare earch and Quality Highlights en 1994 and 2004, risk- d inpatient mortality rates … The IQI risk adjustment variables were age, gender, age-gender interaction, and APR-DRG Risk of Mortality … Trends in Hospital Risk-Adjusted Mortality for Select Diagnoses and Procedures, 1994-2004.

7. Frequently Asked Questions about Collecting Patient Race, Ethnicity, & Language (For Hospital Staff) (pdf file)
   hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/ca6.pdf
   June 16, 2014 - Although we are all individual people, our racial and ethnic backgrounds may place us at differing risks … We can work to reduce these risks by making sure that everyone gets high quality health care. … By knowing more about your racial and ethnic background, we can get a better idea of health risks you … Studies show that our racial and ethnic backgrounds may place us at different risks for certain diseases … By knowing more about your racial and ethnic background, we can get a better idea of health risks you

8. Linking Clinical Data to Administrative Data - AHRQ Contract with MHA
   hcup-us.ahrq.gov/datainnovations/clinicaldata/5MHAProjBenefits011508.jsp
   December 05, 2010 - codes are reported as POA Comparison of rates of reported hospital-acquired complications in high-risk … without validation using POA code and associated laboratory data Evaluation of hospital’s comparative risks … of its analytic database Risk-Adjusted Mortality - CABG Surgery Chart of risk-adjusted mortality … , observed percent risk-adjusted mortality, and p-value of predicted to observed percent risk-adjusted … Hospital Number Confidence Limit (Lower) Confidence Limit (Upper) Predicted percent risk-adjusted

9. Variation in the Rate of Cesarean Section Across U.S. Hospitals, 2013 (pdf file)
   hcup-us.ahrq.gov/reports/statbriefs/sb211-Hospital-Variation-C-sections-2013.pdf
   January 01, 2013 - most common surgical procedure performed in the United States.7 This operation carries additional risks … per 100 low-risk deliveries) … www.hcup-us.ahrq.gov/reports/statbriefs/sb110.pdf 2 subsequent pregnancies.10,11 Given potential risks … times the rate for low-risk deliveries (16.2 C-sections per 100 low-risk deliveries). … The mean low-risk C-section rate across hospitals was 15.8 per 100 low-risk deliveries.

10. Pregnancy Risk Factors and Birth Outcomes within Oregon's AI/AN Population, 2008-2010.
    hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/or32.jsp
    October 08, 2012 - Pregnancy Risk Factors and Birth Outcomes within Oregon's AI/AN Population, 2008-2010. … Archive DATA VISUALIZATIONS DATA QUERY TOOLS Pregnancy Risk … Factors and Birth Outcomes within Oregon's AI/AN Population, 2008-2010 Slide 1 Pregnancy risk … steps & recommendations Slide 3 Background American Indians/Alaska Natives (AI/AN) at higher risk … Slide 11 Maternal risk factors Bar chart. Percentage of births.

11. FAQs About Collection of REL - For Patients (pdf file)
    hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/ca5.pdf
    June 16, 2014 - Although we are all individual people, our racial and ethnic backgrounds may place us at differing risks … We can work to reduce these risks by making sure that everyone gets high quality health care. … By knowing more about your racial and ethnic background, we can get a better idea of health risks you

12. Pregnancy Risk Factors and Birth Outcomes within Oregon’s AI/AN Population, 2008-2010 (pdf file)
    hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/or32.pdf
    October 08, 2012 - Pregnancy Risk Factors and Birth Outcomes within Oregon’s AI/AN Population, 2008-2010 Northwest Portland … Area Indian Health Board Indian Leadership for Indian Health Pregnancy risk factors and … Northwest Portland Area Indian Health Board 2 • American Indians/Alaska Natives (AI/AN) at higher risk … diabetes Demographics Northwest Portland Area Indian Health Board 10/8/2012 9 Maternal risk … Gestational hypertension P e rc e n t o f b ir th s AI/AN Non-Hispanic white Maternal risk

13. FAQs about Collecting Patient Race, Ethnicity, and Language - For Hospital Staff
    hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/ca6.jsp
    November 01, 2014 - Although we are all individual people, our racial and ethnic backgrounds may place us at differing risks … We can work to reduce these risks by making sure that everyone gets high quality healthcare. … By knowing more about your racial and ethnic background, we can get a better idea of health risks you … Studies show that our racial and ethnic backgrounds may place us at different risks for certain diseases … By knowing more about your racial and ethnic background, we can get a better idea of health risks you

14. Mnpoavideotranscript (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicaldata/MNPOAvideotranscript.pdf
    September 24, 2010 - distinguish between conditions that actually were present on admission and  increased patients’ intrinsic risks …  rates of hospital‐acquired complications  because their risks of adverse outcomes are underestimated … The red squares are cases with prolonged risk‐adjusted lengths of stay that were  coded as having had … In this illustration, there are only six cases with  prolonged risk‐adjusted lengths of stay and only …  one of the six has a risk‐ adjusted length of stay that is substantially longer than the upper bound

15. (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicaldata/3MSummaryResultsReportFinal.pdf
    January 01, 2009 - Risk of mortality is defined as the likelihood of dying. … APR DRG Risk of Mortality Subclass In APR DRGs, the process of determining the risk of mortality ( … were promoted to a risk of mortality subclass of 2. … Applications of risk adjusted mortality rates currently use the discharge APR DRG and risk of mortality … Risk of mortality models are in the midst of significant evolution.

16. Results Final Report
    hcup-us.ahrq.gov/datainnovations/clinicaldata/3MSummaryResultsReportFinal.jsp
    October 03, 2010 - Risk of mortality is defined as the likelihood of dying. … APR DRG Risk of Mortality Subclass In APR DRGs, the process of determining the risk of mortality (ROM … the basic risk adjustment model for the development of model "C". … promoted to a risk of mortality subclass of 2. … Applications of risk adjusted mortality rates currently use the discharge APR DRG and risk of mortality

17. Geographicinfoib (pdf file)
    hcup-us.ahrq.gov/reports/race/GeographicInfoIB.pdf
    April 01, 2011 - High-risk communities have been flagged to consider for special intervention. … To help motivate change, GIS maps depicting clusters of these at-risk populations were disseminated … A searchable database including information from both GIS maps and CBPR is being used for tobacco risk … A study by Brown University, a frequent partner of the Rhode evealed that the risk of lead poisoning … ://www.hcup-us.ahrq.gov/reports.jsp. 7 Rhode Island Department of Health, Tobacco Use and Health Risks

18. FAQs about the Collection of Patient Race, Ethnicity, and Language - For Patients
    hcup-us.ahrq.gov/datainnovations/raceethnicitytoolkit/ca5.jsp
    November 01, 2014 - Although we are all individual people, our racial and ethnic backgrounds may place us at differing risks … We can work to reduce these risks by making sure that everyone gets high quality healthcare. … By knowing more about your racial and ethnic background, we can get a better idea of health risks you

19. Using Geographic Information to Target Health Disparities: State Experience
    hcup-us.ahrq.gov/reports/race/GeographicInfoIB.jsp
    June 01, 2016 - High-risk communities have been flagged to consider for special intervention. … To help motivate change, GIS maps depicting clusters of these at-risk populations were disseminated to … A searchable database including information from both GIS maps and CBPR is being used for tobacco risk … Once the most at-risk populations were identified, policymakers allocated the state's limited resources … /www.hcup-us.ahrq.gov/reports.jsp . 7 Rhode Island Department of Health, Tobacco Use and Health Risks

20. Title: (pdf file)
    hcup-us.ahrq.gov/datainnovations/NYAbstractFinal.pdf
    September 29, 2013 - Laboratory data will permit refinement of patient risk adjustment, provide full accountability of complications … Clinical outcomes will employ risk adjusted mortality rates, risk-adjusted length of stay in acute hospital … Precise risk adjustment will allow patient-level propensity matching models to be used, and clinical