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  1. effectivehealthcare.ahrq.gov/sites/default/files/related_files/suicide-prevention_disposition-comments.pdf
    October 04, 2016 - suicide prevention scientists could face regarding the linkage of prevention data to data systems: … ; the lack of adequate access to data dictionaries; and, the possibility that one data system may … This data source was included as one of our identified data systems, as listed in Table H1. … for data linkage. … with external data systems.
  2. effectivehealthcare.ahrq.gov/sites/default/files/related_files/ptsd-5-protocol-update-2023.pdf
    January 01, 2023 - Data Abstraction and Data Management: After studies are screened and determined to meet inclusion criteria … All study data will be verified for accuracy and completeness by a senior investigator. … DATA ABSTRACTION ELEMENTS Study Identifiers 1. Author 2. Year of publication 3. … Method for Handling Missing Data 4. Statistical Analysis Method 5. … that was finalized before unblinded outcome data were available for analysis?
  3. effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/accountable-care-registries-guide-3rd-ed-addendum-white-paper-2018-5.pdf
    January 01, 2018 - Registries provide an approach to integrate data from multiple sources (both data collected for other … While the basic data set for registries may focus on data elements for specific measures, data that … of clinical data from their EHR system in conjunction with claims data. … Data mining of clinical data is a growing enterprise, particularly in academic medical centers. … Elements Data Sources Data Architecture and Models Registry Refinements Transforming Registry Data
  4. effectivehealthcare.ahrq.gov/sites/default/files/related_files/pqmp-disposition-comments.pdf
    April 07, 2025 - Additional detail regarding the types of measures on which the data- sharing agreements provided dataData infrastructure, data consistency, data collection, and standardization of methods and reporting … We are also aware of the differences in and difficulty of data collection and data sharing between … followup data systems. … Primary challenges in all three areas were inconsistencies in data collection and data integration
  5. effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/impact-healthcare-algorithms-racial-ethnic-disparities-March-3.pdf
    July 01, 2023 - representative training data. … Promote participation of women and populations with health disparities in data science 3. … University Margolis 2) Unrepresentative training data 2022 Center for Health 3) Biased training data … F2.2) Evaluate all data sets to assess inclusiveness of identified demographic groups and collect data … For example: ► Capturing smartphone data ► Integrating social and environmental data ► Supporting
  6. effectivehealthcare.ahrq.gov/sites/default/files/pdf/obesity-research-methods_research-protocol.pdf
    February 08, 2017 - data. … Criteria to determine if a data source meets the criteria of a data system related to obesity 1 Data … coverage; data sampling; data scalability; data interoperability; data governance; data uses and functions … • Demographic data • Social data • Environmental/Geographic data • Health/Medical/Clinical data o Indirectly … o Data definitions § Has clear definitions for data fields (e.g., data dictionary) – if yes, include
  7. effectivehealthcare.ahrq.gov/sites/default/files/related_files/ptsd-repository-expanded-protocol.pdf
    October 24, 2019 - Standardized Data Repository, or “PTSD-Repository.” … Data Abstraction and Data Management After studies are screened and determined to meet inclusion criteria … Data Synthesis For each KQ, data will be abstracted into a detailed evidence table. … DATA ABSTRACTION ELEMENTS Data elements added to those abstracted for Technical Brief No. 327 are in … Abstraction and Data Management Assessment of Methodological Risk of Bias of Individual Studies: Data
  8. effectivehealthcare.ahrq.gov/sites/default/files/related_files/screening-counseling-interventions-protocol.pdf
    October 01, 2023 - Data Abstraction and Data Management For studies that meet our inclusion criteria, we will extract and … and verify all data extracted by Claude 2. … Data Synthesis We will summarize data narratively, structuring the synthesis of the evidence following … Youth Risk Behavior Survey: data summary & trends report. … /data/yrbs/pdf/YRBS_Data-Summary-Trends_Report2023_508.pdf https://www.samhsa.gov/data/report/2021-nsduh-annual-national-report
  9. effectivehealthcare.ahrq.gov/sites/default/files/related_files/misuse-prescription-protocol-amendment.pdf
    November 26, 2024 - Data Abstraction and Data Management The review team will create data abstraction forms in DistillerSR … include detailed guidance to support reviewers to aid both reproducibility and standardization of data … One researcher will abstract the data and the project leader will check for accuracy and completeness … Data Synthesis Due to the time and resource constraints of a Rapid Review, we will not conduct meta … Study details will be compiled in evidence tables; data across studies will be displayed in summary
  10. effectivehealthcare.ahrq.gov/sites/default/files/related_files/mhs-IV-rapid-response-surgical-report-cards.pdf
    November 01, 2023 - MSSIC holds quarterly meetings to discuss de-identified data and topics including data quality and … Technical strengths to the TQIP data were perceived to be: TQIP data were more accurate than performance … clinical registry data? … Data Tables Table C-1. … Data Tables
  11. DEcIDE DRN Report 2 (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/pdf/distributed-network-proof_research.pdf
    June 01, 2010 - Data remain under control of the data holder. … Data Mart Admin User Interface User interface for Data Mart administrators including data mart setup … Data Source Manager Manages exchange of data between the Data Mart database and source systems. … Data Mart Database Database for the Data Mart. … Mart Admin User Interface Data Mart Data Mart Database DRN Hub API Data Mart Audit Manager
  12. effectivehealthcare.ahrq.gov/sites/default/files/related_files/ptsd-comments.pdf
    November 04, 2020 - These data are not presented in Table 3 with other lack of reporting data because many studies reported … "The PTSD-Repository included data from 318...". … These data are not presented in Table 3 with other lack of reporting data because many studies reported … These data are not presented in Table 3 with other lack of reporting data because many studies reported … pursuits based on these data.
  13. S58 (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/s58.pdf
    October 01, 2007 - in some states, careful examination of data quality is necessary before such data can be relied upon … Linkages to geographic data (eg, US Census data, Area Resource File) can be used to complement information … Despite practical challenges such as time lags in data availability, Medicaid data are particularly well … More systematic development of research datasets that link Medicaid data to other data files providing … The quality of Medicaid data for HIV/AIDS research: examination of a statewide data base.
  14. effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/multinational-registries-guide-3rd-ed-addendum-white-paper.pdf
    February 01, 2018 - Some registries collect data at a local or regional level, while others collect data at a national or … Common data management and data quality standards are necessary to ensure that all data in the network … Differences in coding and data ownership arrangements may also make sharing data more challenging. … claims data or electronic health record (EHR) data. … , how the data will be handled, and who is going to see the data – in other words, data protection.
  15. effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-supplementary-app-d.xlsx
    January 01, 2023 - name Applicable outcome Randomization process Deviations from intended interventions Missing outcome data … due to issues with the randomization process, deviations from intended interventions, missing outcome data … that results could be biased, but the amount of missing data is similar between groups. … that results could be biased, but the amount of missing data is similar between groups. … Small amount of censored data (3.5%) is clearly loss to follow-up.
  16. effectivehealthcare.ahrq.gov/sites/default/files/related_files/AI-tools-protocol.pdf
    August 15, 2023 - in the conduct of any specific aspects of ESPs commonly produced by EPCs (e.g., abstract screening, data … extraction o Data summarization o Data synthesis o Risk of bias/quality assessment  Based on study …  Accuracy compared to human assessment o Data summarization and other text generation tasks:  … Data Extraction and Data Management Data from eligible studies will be extracted into the SRDR+ database … Full extraction data for each study will be presented in a series of evidence tables.
  17. effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-improving-health-systems-access.pdf
    August 01, 2019 - Interactive data visualizations generally provided more detailed data than dissemination products with … Visualization Products MAGICapp and Tableau Data Visualization: Interactive Data Visualization … Visualization Product MAGICApp & Tableau Data Visualization: Interactive Data Visualization … Visualization Product MAGICApp & Tableau Data Visualization: Interactive Data Visualization … Visualization Product MAGICApp & Tableau Data Visualization: Interactive Data Visualization
  18. effectivehealthcare.ahrq.gov/sites/default/files/related_files/pharma-nonpharma-ptsd-2022-update-executive-summ.pdf
    January 01, 2022 - Research and Quality (AHRQ) report1 and National Center for PTSD (NCPTSD) PTSD Trials Standardized Data … • For studies added in this update, we abstracted data to calculate standardized effect sizes for … project builds upon our previous work;1,3,4 the purpose of this report is to identify and abstract data … repository allows future systematic reviews to easily identify includable studies and extract data … research gaps to determine future research priorities and encourage researchers to adopt standard data
  19. Hesse (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/hesse.pdf
    January 01, 2010 - • Characteristics of new Web o Platforms for participation o Harnessing “collective intelligence” o Data … Patients offering personal data in  a disease-­‐oriented  commons 4. … Sharing  medical data  for personal action  and quality improvement 6. … Slide 18: Data-­‐Enriched Communities  of Health • Benefits o Data are public trust resource that … Tensions o Do too many data lead to “data smog” o Format for delivery, usability  largely  untested
  20. effectivehealthcare.ahrq.gov/sites/default/files/pdf/administrative-data-validity_research.pdf
    January 01, 2007 - 06S1) Project Title: Validation of Outcomes in Centers for Medicare & Medicaid Services (CMS) Data … REPORT We performed a methodologic study to demonstrate the feasibility of an academic-Clinical Data … the feasibility of a CDAC obtaining, for research purposes, hospital records corresponding to CMS data … Background: Probably the most important concern with using claims data for research is its validity. … Medicaid data as a source for postmarketing surveillance information. 1984.

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