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  1. www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2023-hospital-linkage-techdoc.pdf
    January 01, 2023 - Data Sources Although many data sources are useful for studying health system components and their … the two data sources. … . o A change in hospital ownership was reflected in the AHA data but not in the OneKey data … by using multiple data sources. … Also, AHA data were from 2022, whereas the OneKey data were from 2023.
  2. www.ahrq.gov/practiceimprovement/delivery-initiative/ihs/index.html
    December 01, 2017 - Development of the Data Infrastructure Chapter 4. … Care Delivery Data Project. … Development of the Data Infrastructure     Overview of Data Infrastructure Development     Development … of Specific Data Files for the Data Mart     Data Measures Chapter 4. … from the IHS National Data Warehouse.
  3. www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2022-os-linkage-techdoc-rev.pdf
    January 01, 2022 - Data Sources We use the IQVIA OneKey data to identify outpatient sites in the United States that have … xiii Shortage area data can be downloaded from https://data.hrsa.gov/data/download. … OneKey data and therefore have missing data for outpatient sites (Table V.1). … Reliance on IQVIA OneKey Data C. … Limitations of RUCA Data Appendix A. Data Dictionary – Outpatient Site Linkage File Appendix B.
  4. www.ahrq.gov/research/findings/final-reports/ptflow/section3.html
    April 01, 2020 - Hospitals have always been data-driven organizations. … Data to Information Measurement usually begins with a question and quickly moves to data collection … Data elements should be easy to document, otherwise clinician cooperation wanes and data accuracy suffers … The second phase is data abstraction. During this phase, data are harvested from the system. … between collecting financial data and collecting quality data.
  5. www.ahrq.gov/sites/default/files/wysiwyg/professionals/quality-patient-safety/patient-safety-resources/resources/advances-in-patient-safety-2/vol1/Advances-Aydin_2.pdf
    January 01, 2021 - CalNOC Data Analysis Subsystem Data Infrastructure Overview The entire data infrastructure for the … The data analysis subsystem has the following major features: 6 • Data input. … • Data quality validation. … processing center using the data load subsystem, which processes e-mails with data attachments. … • Access to raw data.
  6. www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2018-chsp-tin-linkage-file-tech-doc.pdf
    January 01, 2018 - file can link the data to data sources other than the Compendium through two methods. … Data Sources A. … More information on the MD-PPAS data is available at https://www.resdac.org/cms-data/files/md- ppas/data-documentation … https://www.resdac.org/cms-data/files/md-ppas/data-documentation https://www.resdac.org/cms-data/files … Users can link the data to other data sources that use the TIN names from the MD- PPAS data, such as
  7. www.ahrq.gov/policymakers/chipra/demoeval/what-we-learned/highlight01.html
    March 01, 2019 - "I like data—but I want data that is relevant, that touches me. … information exchanges) and data submitted by providers (for example, manual chart reviews and EHR data … Involving practices in data collection . All of the States are relying on data from practices. … data are valid. … Collecting data from State-level data systems .
  8. www.ahrq.gov/sites/default/files/wysiwyg/pqmp/toolkits/input-file-specifications.xlsx
    January 01, 2014 - have mixed ICD9 and ICD10 claims dx_order The diagnosis code position on the claim. number Note that data … text From HEDIS Data set of asthma-related medications for data year DESCRIPTION Description of the … drug category text From HEDIS Data set of asthma-related medications for data year DRUG_ID Unique identifier … of the primary drug text From HEDIS Data set of asthma-related medications for data year End of Table … Output Data Example Output Data by Reference Name, Concept Description, Variable Type and Notes
  9. www.ahrq.gov/sites/default/files/wysiwyg/nhguide/5_TK2_T2-Concise_Antibiogram_Toolkit_Getting_Started.doc
    May 01, 2014 - Potential Data Sources Laboratory—electronic or paper based The best way to obtain data for the antibiogram … · Who do you ask for the data? … · What data do you request? … Data Entry Form”). … If you will be adding elements to the laboratory data once you receive it, ask for the data in a spreadsheet
  10. www.ahrq.gov/sites/default/files/wysiwyg/pqmp/lessons/lessons-intermediate-progress.pdf
    November 04, 2018 - Data availability and lags. … Common data sources include administrative (claims) data, medical record data, and other primary data … To address data lags, grantees attempted to identify feasible measures for more rapid data collection … ⇒ Data lags and variability in the quality of data are inevitable, however, adapting measures for … Data availability and lags.
  11. www.ahrq.gov/patient-safety/settings/long-term-care/resource/hcbs/medicaidmgmt/mm7.html
    October 01, 2014 - A State can collect information through administrative data, program data, clinical data, and patient … Data Sources Data Sources Positives Negatives Administrative Data Claims Low … Begin collecting data early . … By collecting data early, a State can identify problems with its data or data collection methods before … Allow Ample Time for Data Collection To: Identify data problems early.
  12. www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/availability/chipra-236-fullreport.pdf
    October 01, 2018 - Administrative data (e.g., claims data). … Data Availability 1. What is the availability of data in existing data systems? … Child enrollment data were drawn from enrollment files in the data warehouse; utilization data were … The required data were readily available in these data sources, with a missing data rate of <0.001 percent … If data are not available in existing data systems or would be better collected from future data systems
  13. www.ahrq.gov/hai/tools/mvp/modules/technical/ltvv-slides.html
    October 01, 2020 - using the LTVV Data Collection Tool. … Understand the definitions of the data elements. Locate the necessary data elements. … Image; The data collection tool. … LTVV Data collection tool. … Slide 15: Data Measures Guide Data should drive all quality improvement efforts… The Data Measures
  14. Scoring CPCQ (pdf file)

    www.ahrq.gov/sites/default/files/wysiwyg/evidencenow/results/research/cpcq-scoring.pdf
    May 01, 2017 - Methods for Missing Data in Likert Scales (Attitude Scales) Missing data arises for many reasons, likely … Outcome Data. … data points were missing. … with 10% missing data, but only in MCAR simulations with 30% missing data, MI did not perform acceptably … Outcome Data.
  15. www.ahrq.gov/sites/default/files/wysiwyg/antibiotic-use/long-term-care/tracking-measuring-data-slides.pptx
    June 01, 2021 - PowerPoint Presentation Tracking and Measuring Antibiotic Use Data Long-Term Care AHRQ Safety Program … collect and track antibiotic use in the long-term care setting Become familiar with forms for monthly data … Antibiotic starts 3 Tracking and Measuring 3 Monthly Data Collection Form Simple data collection … Data collection sheets are available and can be adapted based on outcome targets. … Designate at least two individuals to track data to prevent lapses in data collection.
  16. www.ahrq.gov/sites/default/files/wysiwyg/lhs/lhs_case_studies_bsw.pdf
    April 01, 2019 - Baylor Scott & White Health is working to build a standardized data platform. … to extract data, the other half is putting the right data in front of people and translating that information … Likewise, the “right data” for whom? … Data analysts are looking at role-specific needs and how best to display those data in a manner integrated … , as well as a number of other data sources and metrics.
  17. www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/availability/chipra-234-fullreport.pdf
    June 17, 2014 - Administrative data (e.g., claims data). … Data Availability 1. What is the availability of data in existing data systems? … Child enrollment data were drawn from enrollment files in the data warehouse; utilization data were … The required data were readily available in these data sources, with a missing data rate of <0.001 percent … If data are not available in existing data systems or would be better collected from future data systems
  18. www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/chronic/chipra-139-fullreport.pdf
    May 01, 2017 - claims data. … data: 2012; and Michigan NBS data: 1987-2010. … and MAX data. … Data Availability 1. What is the availability of data in existing data systems? … If data are not available in existing data systems or would be better collected from future data systems
  19. www.ahrq.gov/sites/default/files/wysiwyg/cahps/news-and-events/events/webinars/child-hcahps-introducing-survey-database.pdf
    January 01, 2021 - . • No organization-specific data are ever publicly reported • Submitters complete a Data Use Agreement … (DUA) to assure data privacy and protection 14 CAHPS Database Products AHRQ Data Tools: Online … data portal for viewing, printing, and downloading data reports Annual Chartbooks: Display summary-level … Feedback Reports: Compare submitter results to Database averages Research Datasets: De-identified data … Files • The Data Use Agreement (DUA) will provide for approved access to de-identified hospital data
  20. www.ahrq.gov/diagnostic-safety/resources/issue-briefs/state-of-science-2.html
    June 01, 2020 - Data Sources and Related Strategies for Measurement of Diagnostic Safety Data Source What Can … Variable data quality. … Limited to data systems with large repositories of data that can be queried. … science methods, including natural language processing of EHR data* Can capture data that may … Limited to data systems with large repositories of data that can be queried.

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