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  1. hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/mn23.pdf
    March 04, 2011 - of a 3-year federal research grant, MHA is planning to add laboratory data and pharmacy data from … into a standard format with standard data specifications. … , the process for submitting required data can be automated. … collected pharmacy data, we will have a pilot phase. … data collection to other participants.
  2. www.ahrq.gov/data/apcd/envscan/context.html
    June 01, 2017 - Interest is growing in how to leverage APCD data for consumer-facing Web sites for price transparency … Unique Aspects of APCD Data APCDs represent a new approach to providing information about care. … Limitations of APCD Data While APCDs offer a number of advantages over other databases, like any data … What measures or outcomes have been proposed for use with APCD data or claims data that are episode based … or grey literature, including issues around availability and access to data elements?
  3. www.ahrq.gov/data/apcd/envscan/methods.html
    June 01, 2017 - set included: all-payer OR all payer OR APCD , in various combinations, with : claims data …   claims database AND charges claims database price transparency claims data measure … price transparency taskforce claims database report price transparency report claims data … ” OR “claims data.” … OR Studies that state in the abstract that they use administrative databases (e.g., Medicare data
  4. www.ahrq.gov/data/apcd/backgroundrpt/review.html
    July 01, 2022 - and settings, pharmacy data, and data on dollar amounts paid by insurers and patients. … What measures or outcomes have been proposed for use with APCD data or claims data that are episode based … Public reporting Web sites either explicitly use State APCD data or use a combination of several data … Low data quality Develop public report card for data quality. … Lack of data access and availability Improve data reporting.
  5. www.ahrq.gov/data/apcd/backgroundrpt/references.html
    April 01, 2017 - Databases Introduction Reviewing the Landscape of All-Payer Claims Databases Measure Inventory Data … (Prepared by the State Health Access Data Assistance Center (SHADAC) at the University of Minnesota under … Salt Lake City, UT: National Association of Health Data Organizations; February 2011. … chemotherapy in early-stage breast cancer: a study of linked electronic medical records, cancer registry data … , and genomic data across two health care systems .
  6. www.ahrq.gov/data/apcd/backgroundrpt/measure.html
    April 01, 2017 - Databases Introduction Reviewing the Landscape of All-Payer Claims Databases Measure Inventory Data … outpatient), because APCDs are distinguished from other widely available datasets (e.g., hospital discharge data … Although there are some limitations to both APCD data and the measures themselves, the measure inventory
  7. www.ahrq.gov/data/apcd/envscan/summary.html
    June 01, 2017 - data from multiple sources that allow patients to be tracked across time and settings, pharmacy data … What measures or outcomes have been proposed for use with APCD data or claims data that are episode based … Public reporting Web sites either explicitly use State APCD data or use a combination of several data … Low data quality Develop public report card for data quality. … Lack of data access and availability Improve data reporting.
  8. www.ahrq.gov/data/apcd/backgroundrpt/index.html
    April 01, 2017 - Databases Introduction Reviewing the Landscape of All-Payer Claims Databases Measure Inventory Data … report provides background on APCDs and the APCD project, uses of APCD-based measures, and evaluation of data … All-Payer Claims Databases      Technical Expert Panel      Environmental Scan Measure Inventory Data … Evaluation of All-Payer Claims Databases      Methods      Results of Data Evaluation Discussion …      Limitations of APCD Data for Measurement      Ongoing Efforts To Improve APCD Data Conclusion
  9. www.ahrq.gov/data/apcd/envscan/index.html
    June 01, 2017 -          Limitations of APCD Data      Definitions      Guiding Questions Methods      Search …          Environmental Scan      Key Categories and Domains for Measures That Leverage Unique APCD Data … Completeness, Quality, Standardization, and Access          Barrier 1: Missing Data Elements          … Barrier 2: Low Data Quality          Barrier 3: Lack of Data Standardization          Barrier 4: Difficulty … With Data Linkage and Aggregation          Barrier 5: Lack of Data Access and Availability         
  10. www.ahrq.gov/data/apcd/envscan/references.html
    November 01, 2020 - Tracking spending among commercially insured beneficiaries using a distributed data model. … Bringing data to life: issues in empowering consumers to choose higher value health care. … http://mesconference.org/wp-content/uploads/2012/08/wednesday_cms-data-analytics_leonard.pdf . … Collecting Health Data: All-Payer Claims Databases. Health Cost Containment and Efficiencies. … Efforts to enhance data quality assurance.
  11. www.ahrq.gov/data/apcd/envscan/conclusion.html
    June 01, 2017 - All-Payer Claims Databases Measurement of Care: Systematic Review and Environmental Scan of Current Practices and Evidence Conclusion Previous Page Next Page Table of Contents All-Payer Claims Databases Measurement of Care: Systematic Review and Environmental Scan of Current Practices and Evidence …
  12. www.ahrq.gov/data/apcd/backgroundrpt/intro.html
    April 01, 2017 - Databases Introduction Reviewing the Landscape of All-Payer Claims Databases Measure Inventory Data … APCDs also can provide data to help States develop strategic plans for public health legislation or to … datasets, variation in data quality among submitters, and lack of clinical detail (e.g., laboratory … The environmental scan informed both the measure inventory and data analytics. … three APCDs and assess data availability, documentation, and data completeness.
  13. www.ahrq.gov/data/apcd/envscan/findings.html
    July 01, 2022 - Feasibility Data completeness criteria. Data availability. … needs to submit data and what data are submitted. 64  For example, APCDs usually do not have data on … Any other data sources, such as public health data, electronic health record data, and aspects of hospital … Barrier 2: Low Data Quality In addition to missing data elements, the quality of data submitted to … Barrier 3: Lack of Data Standardization In addition to data quality issues, the lack of data standardization
  14. www.ahrq.gov/data/apcd/backgroundrpt/conclusion.html
    April 01, 2017 - This study was a preliminary assessment of APCDs as a source of measurement data. … These analyses should first focus on key data elements stratified by claim type. … and differences between the claim data submitted may result in biased measures. … and time, reliability of key data elements, and validity of measure scores. … Benchmarking efforts will provide more context for data users and valuable public data.
  15. digital.ahrq.gov/sites/default/files/docs/citation/r21hs023865-lee-final-report-2018.pdf
    January 01, 2018 - in data presentation. … Key Words: type 1 diabetes, adolescents, data visualization, contextual data 2. … The data variability function shows the range of data and standard deviation between readings for dataData Collection. … and other health data.
  16. www.ahrq.gov/data/infographics/healthcare-algorithms-report.html
    June 01, 2024 - AHRQ Report on Healthcare Algorithms AHRQ Report on Healthcare Algorithms (PDF, 620 KB) Source: AHRQ, Effective Health Care Program Comparative Effectiveness Review #268. Impact of Healthcare Algorithms on Racial and Ethnic Disparities in Health and Healthcare . https://effectivehealthcare.ahrq.gov/products…
  17. www.ahrq.gov/data/infographics/hospital-readmission-costs.html
    November 01, 2023 - Hospital Admission Versus Readmission Costs, 2020 Hospital Admission Versus Readmission Costs, 2020 (PDF, 759 KB) Source: AHRQ Healthcare Cost and Utilization Project Statistical Brief #304, Characteristics of 30-Day All-Cause Hospital Readmissions, 2016-2020 . https://hcup-us.ahrq.gov/reports/statbrief…
  18. www.ahrq.gov/data/infographics/diseases-readmission-share.html
    December 01, 2023 - Diseases With the Largest Shares of 30-Day Readmissions, 2020   Diseases With the Largest Shares of 30-Day Readmissions, 2020 (PDF, 3 MB) Source: AHRQ Healthcare Cost and Utilization Project Statistical Brief #304, Characteristics of 30-Day All-Cause Hospital Readmissions, 2016-2020 .
  19. effectivehealthcare.ahrq.gov/products/diabetes-claims-data/research
  20. cds.ahrq.gov/sites/default/files/cds/artifact/1071/2024_Data_Requirements_Healthy_Diet_and_Physical_Activity.xlsx
    January 01, 2024 - FHIR DSTU2 Data Requirements FHIR DSTU2 Data Requirements: Healthy Diet and Physical Activity for CVD … Data Element FHIR Resource Attributes Definition Code/ Value set Components OID/code/specification #1 … /valueset-observation-status.html) valueQuantity Single VS 2.16.840.1.113762.1.4.1032.88 FHIR R4 Data … Requirements FHIR R4 Data Requirements: Healthy Diet and Physical Activity for CVD Prevention This … Data Element FHIR Resource Attributes Definition Code/ Value set Components OID/code/specification #1