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digital.ahrq.gov/principal-investigator/munson-sean
January 01, 2023 - Principal Investigator
Munson, Sean
Project Name
Sharing Patient Lifelog Data With the … Principal Investigator
Munson, Sean
Project Name
Sharing Patient Lifelog Data With the … Principal Investigator
Munson, Sean
Project Name
Sharing Patient Lifelog Data With the … Principal Investigator
Munson, Sean
Project Name
Sharing Patient Lifelog Data With the … Principal Investigator
Munson, Sean
Project Name
Sharing Patient Lifelog Data With the
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digital.ahrq.gov/principal-investigator/phillips-robert
January 01, 2023 - Principal Investigator
Phillips, Robert
Project Name
Trial of Aggregate Data Extraction … Principal Investigator
Phillips, Robert
Project Name
Trial of Aggregate Data Extraction … for Maintenance of Certification and Raising Quality
Trial of Aggregate Data … Trial of Aggregate Data Extraction for Maintenance of Certification and Raising Quality - Final Report … for Maintenance of Certification and Raising Quality
Trial of Aggregate Data
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digital.ahrq.gov/sites/default/files/docs/publication/action-qi-cds-training.pdf
June 16, 2021 - These data are extracted and used to populate
individual and aggregate data into the report template … Specify desired
Unit, Quarter, & Year
Data Element Definitions
• There are many data elements … • Each data element brings in unique information and should not
be taken at face value. … A “Definition Key” document has been
created to define each data element. … data,
observation, focus group, and survey data.
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digital.ahrq.gov/sites/default/files/docs/citation/AppendixF_HIT_Hazard_Manager_Beta_Test.pdf
June 16, 2021 - Quality” Data coded incorrectly or confusingly 4
“Data Quality” Human error- faulty update of provider … file 1
“Data Quality” Data linked to wrong user 1
“Data Quality” Information documented on wrong patient … 1
“Data Quality” Data sent to wrong provider 1
“Data Quality” Incorrect documentation of provider … on
record 1
“Data Quality” Incorrect information displayed 1
“Data Quality” Wrong result for given … test 1
“Data Quality”
Incorrect display of patient information,
data integrity maintained 1
“Data
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digital.ahrq.gov/ahrq-funded-projects/united-states-health-information-knowledgebase-ushik
January 01, 2023 - Amount
$4,628,579
Principal Investigator(s)
Penoza, Chuck
Organization
Data … USHIK serves as the kernel for metadata registry support for various health care data initiatives and … Providing Support for External Agencies: State All-Payers Metadata: Loading data element information … Currently, metadata from the ASC X12 5010 data set is included, as well as data from the National Council … Agency for Healthcare Research and Quality. https://www.ahrq.gov/data/ushik.html.
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digital.ahrq.gov/technology/public-health-reporting-system
January 01, 2024 - Project Name
Advancing Population and Public Health Reporting and Outcomes With Vaccination Data … Advancing Population and Public Health Reporting and Outcomes with Vaccination Data … Advancing Population and Public Health Reporting and Outcomes with Vaccination Data Exchange (APPROVE … Project Name
Advancing Population and Public Health Reporting and Outcomes With Vaccination Data … Advancing Population and Public Health Reporting and Outcomes With Vaccination Data
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digital.ahrq.gov/health-it-tools-and-resources/health-information-security-and-privacy-collaboration-toolkit
January 01, 2023 - Data Collection Templates ( XLS , 88 KB)
This Excel file reproduces the data fields completed by the … in each of the fields in the data collection template. … Understanding these guidelines prior to collecting data will help ensure the efficiency of the data collection … process, limiting the need to retrieve missing data. … By comparing collected data with these examples of complete and useful data early in the assessment process
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digital.ahrq.gov/principal-investigator/selby-joe
January 01, 2023 - Principal Investigator
Selby, Joe
Project Name
Feedback of Treatment Intensification Data … Principal Investigator
Selby, Joe
Project Name
Feedback of Treatment Intensification Data … Reduce Cardiovascular Disease Risk
Feedback of Intensifying Treatment (FIT) Data … Feedback of Intensifying Treatment (FIT) Data to Reduce Cardiovascular Disease - Final Report. … to Reduce Cardiovascular Disease Risk
Feedback of Treatment Intensification Data
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digital.ahrq.gov/principal-investigator/holve-erin
January 01, 2023 - Principal Investigator
Holve, Erin
Project Name
AcademyHealth Electronic Data Methods … Forum (EDM) for Comparative Effectiveness Research
AcademyHealth Electronic Data … AcademyHealth Electronic Data Methods Forum for Comparative Effectiveness Research - Final Report. … Principal Investigator
Holve, Erin
Project Name
AcademyHealth Electronic Data Methods … Methods Forum (EDM) for Comparative Effectiveness Research
Description
The Electronic Data
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digital.ahrq.gov/program-overview/directors-corner
June 01, 2025 - Healthcare Ecosystem
Our goal is to support an interconnected digital healthcare ecosystem that harnesses data … from many sources (including directly from patients), synthesizes those data using tools like AI, and … , such as patient generated health data, data from electronic health records, patient-reported outcomes … (e.g., how well patients are coping with chronic illness in their daily lives), genomic data, and social … determinants of health data.
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digital.ahrq.gov/sites/default/files/docs/clinical-care-slides-10142020.pdf
October 14, 2020 - of Electronic Health Data
9
Structured data
Mr. … Big Data? … What is Big Data? … rich source for research and
data mining
• 80% of health data is unstructured
Big Data in Healthcare … What are Big Data?
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digital.ahrq.gov/principal-investigator/cohen-deborah-jill
February 22, 2022 - Deborah Jill
Transforming Healthcare through Patient-Generated Health Data … 30pm
With the advancement of digital technologies, patients can easily collect their own health data … workflows, workforce capacity, and training to support the intake and use of patient-generated health data … Integrating Patient-Generated Health Data into Electronic Health Records in Ambulatory Care Settings: … Integrating Patient-Generated Health Data into Electronic Health Records in Ambulatory Care Settings:
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digital.ahrq.gov/sites/default/files/docs/page/guide-to-evaluating-hie-projects-appendix-a.pdf
June 16, 2021 - A-4
Identifying Data Sources
Identify potential data sources for your measures, and investigate what … • Who will be responsible for the data collection?
• Who will lead the data analysis? … :
Measure 2 - How to Collect Data:
Measure 3 - How to Collect Data:
Measure 4 - How to Collect … :
Measure 4 - Responsible for Data Collection:
Measure 1 - Lead for Data Analysis:
Measure 2 - … Lead for Data Analysis:
Measure 3 - Lead for Data Analysis:
Measure 4 - Lead for Data Analysis:
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digital.ahrq.gov/ahrq-funded-projects/past-initiatives/privacy-and-security-project/health-information-security-and-privacy
January 01, 2023 - Data Collection Templates ( XLS , 88 KB)
This Excel file reproduces the data fields completed by the … in each of the fields in the data collection template. … Understanding these guidelines prior to collecting data will help ensure the efficiency of the data collection … process, limiting the need to retrieve missing data.
5. … By comparing collected data with these examples of complete and useful data early in the assessment process
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digital.ahrq.gov/sites/default/files/docs/citation/AppendixB_HIT_Hazard_Manager_Beta_Test.pdf
June 16, 2021 - Manager Ontology
Hazard Manager Common Formats
Usability
• Information hard to find
• Difficult data … between real workflows and HIT
• Mismatch between user mental models/expectations and HIT
• Other
Data … to entry of data in the wrong
patient’s record
• Patient information/results routed to the wrong … recipient
• Discrepancy between database and displayed, printed or exported
data
• Faulty reference … Unpredictable elements of the patient’s record available only on
paper/scanned documents
• Lost data
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digital.ahrq.gov/ahrq-funded-projects/visualdecisionlinc-real-time-decision-support-behavioral-health
January 01, 2023 - Project Dates
08/01/2011 - 01/31/2014
Technology
Clinical Decision Support System
Data … VDL was designed to improve clinical decisionmaking through the use of integrated data and knowledge … Develop a data visualization-based user interface to aid in the selection of treatment choices. … of psychiatry data, for the design and development of the VDL. … Patient electronic health data-driven approach to clinical decision support.
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digital.ahrq.gov/principal-investigator/schmajuk-gabriela
October 19, 2022 - Principal Investigator
Schmajuk, Gabriela
Project Name
Incorporating PRO Data Into RA … Principal Investigator
Schmajuk, Gabriela
Project Name
Incorporating PRO Data Into RA … Principal Investigator
Schmajuk, Gabriela
Project Name
Incorporating PRO Data Into RA … Principal Investigator
Schmajuk, Gabriela
Project Name
Incorporating PRO Data Into RA … Incorporating PRO data into RA Clinical Encounters using Health-IT (PACT) – Final Report.
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digital.ahrq.gov/principal-investigator/overby-casey-l
January 01, 2023 - Electronic Health Record-linked Decision Support for Communicating Genomic Data - Final Report … Electronic Health Record-linked Decision Support for Communicating Genomic Data - Final Report. … Project Name
Electronic Health Record-linked Decision Support for Communicating Genomic Data … Project Name
Electronic Health Record-linked Decision Support for Communicating Genomic Data … Project Name
Electronic Health Record-linked Decision Support for Communicating Genomic Data
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digital.ahrq.gov/sample-questions-answers-0
January 01, 2023 - Estimates for costs were based on data taken from the Santa Barbara County Data Exchange, a regional … network designed to exchange health data within Santa Barbara County, CA. … Secondary data were taken from the 2000 U.S. … Interoperability : The model assumes a brokered peer-to-peer architecture in which data were exchanged … Based on cost data from the Santa Barbara County Data Exchange ($35,000-$55,000 per facility) authors
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digital.ahrq.gov/program-overview/research-stories/continuous-predictive-analytics-monitoring-improve-care-risk
January 01, 2023 - Optimizing Care Delivery for Clinicians
Subtheme:
Using Real-Time Digital Healthcare Data … hospitals monitor patients and data, including vitals and labs, Dr. … The tool integrates data streams of rapidly changing health information to predict and communicate risk … With the data visualization, your eyes are really meant to be drawn to this patient.” … warehouse, such as continuous cardiorespiratory monitoring data.