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  1. effectivehealthcare.ahrq.gov/sites/default/files/related_files/cer-220-disposition-comments-analgesics-prehospital-setting.pdf
    September 03, 2019 - data, although not necessarily a 1:1 comparison. … There was agreement across these groups that in the absence of sufficient EMS data, ED data could provide … or were insufficient, we based conclusions on ED data. … There was agreement across these stakeholders that in the absence of sufficient EMS data, ED data could … or were insufficient, we based conclusions on ED data.
  2. effectivehealthcare.ahrq.gov/sites/default/files/pdf/disparities-quality-improvement_research-protocol.pdf
    February 23, 2012 -  Studies must include extractable data on relevant outcomes, including data presented in text or … Data Extraction and Data Management Data Extraction Forms. … We will develop data-collection forms for the abstract review, the full-text review, and data extraction … Finally, data-extraction forms will collect those data necessary to create evidence tables and perform … data synthesis.
  3. effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-protocol.pdf
    January 01, 2024 - Data Abstraction and Data Management: We will develop a structured data extraction form in DistillerSR … to capture relevant data from eligible studies. … We will include data from other reports if they provide data on relevant outcomes, subgroups, or time … Data Synthesis: We will summarize the evidence qualitatively and quantitatively (e.g., meta- analysis … This data includes the intervention by subgroup interaction term derived from a regression model or
  4. S81 (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/s81.pdf
    October 01, 2007 - Hospitals provided patient demographic, admission, and ICD9-CM data. … METHODS Description of Data The data for this project were derived from a random sample of 3987 patients … How- ever, administrative data lack pharmacy exposure data. … Similarly, sporadic miss- ing data are not problematic for HOCTA: an observation with missing data is … Optimal Data Analysis: A Guidebook with Software for Windows. 1st ed.
  5. effectivehealthcare.ahrq.gov/sites/default/files/pdf/public-reporting-cost-measures_technical-brief.pdf
    March 01, 2015 - Key definitions we used to guide our review Public reporting of cost data: Data on health care costs … : Reported data from 2011 and later 44 76% Reported data from 2013 8 14% Comparison: Allowed … with quality data (outcome or process measures) or patient experience data on the same page. 8, … with quality data, patient experience data, or both. … Pairing quality data with cost data are best practice; without quality data, many consumers conclude
  6. effectivehealthcare.ahrq.gov/sites/default/files/related_files/patient-monitoring-systems-appendix-c.xlsx
    January 01, 2024 - Categorical outcome data of activation of rapid response systems for included studies investigating change … Categorical outcome data of hospital mortality for included studies investigating change in standard … Continuous outcome data of hospital length of stay for included studies investigating change in standard … Continuous outcome data of hospital mortality for included studies investigating change in monitoring … Continuous outcome data of transfer to higher level of care for included studies investigating change
  7. effectivehealthcare.ahrq.gov/sites/default/files/related_files/prostate-cancer-test_disposition-comments.pdf
    April 01, 2013 - Ankerst provided an analysis of two data sets. … not present data from a matched study. … Ankerst provided an analysis of two data sets. … Correct, data referred to here was RP data with N=305. … PSA data.
  8. effectivehealthcare.ahrq.gov/sites/default/files/pdf/cancer-anemia-update_research-protocol.pdf
    June 16, 2010 - While other primary data sources might provide further insights, data on ESA exposure available at … Data Abstraction: One reviewer will perform data extraction for the review using a standardized data … If data from different sources are discrepant, data will be selected for analysis using the following … (full text publications versus abstract publications versus unreported data versus data presented … Data Abstraction and Data Management D.
  9. effectivehealthcare.ahrq.gov/sites/default/files/related_files/carbohydrate-intake-prepub-final-research-table-rct.xlsx
    May 29, 2025 - Yes/No/Unclear Is the data analyst masked? Yes/No/Unclear Are attrition and crossovers reported? … Yes/No/Unclear Were data analysts blinded to the exposure being studied? … Yes/No/Unclear Is overall loss to followup or missing data acceptable? … Yes/No/Unclear Is differential loss to followup or missing data acceptable?
  10. effectivehealthcare.ahrq.gov/sites/default/files/pdf/continuous-outcomes-quantitative-synthesis_methods.pdf
    March 01, 2011 - For more information on handling missing data for r, see the section “Dealing with Missing Data.” … Dealing With Missing Data Missing data is a common issue in meta-analysis and often leads to biased … data. … Data If a study is missing data elements that are required in a meta-analysis and these data cannot … Multiplicity of data.
  11. effectivehealthcare.ahrq.gov/sites/default/files/presentation.ppt
    August 01, 2009 - Learning Objectives To understand the goals of presenting systematic review data in tables that summarize … We discuss how and when to synthesize data and the summary tables used to illustrate this synthesized … The key is to find the best construction to highlight the summary or particular data points. … Example: Presentation of Harms Data Presentation of harms data can be challenging. … Example: Presentation of Data by Outcome and Age Chung M, et al.
  12. S5 (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/s5.pdf
    October 01, 2007 - , and state hospital data—for examining initi- ation, persistence, and adherence, and the benefits and … ways to decrease the threats to validity of analyses relying on administrative or other observational data … Especially attractive are applications within health plans with extensive, automated data systems.5,6 … over time, and increasing the utility of Medicaid data files, and these will be relevant for studies … Medicare Part D data: major changes on the horizon. Med Care. 2007;45(Suppl 2):S9–S12. 2.
  13. effectivehealthcare.ahrq.gov/sites/default/files/pdf/standardized-library-depression-white-paper.pdf
    May 01, 2020 - Electronic Health Record (EHR) data often will not contain all the requisite components of an outcome … Each Web site has a specific, unique purpose, and data representations vary, so while there are some … direct comparisons with similar use cases, there are also important differences both in terms of data … These measures require multiple measurements in the data representations. … Data accruing from ongoing registries are needed to assess the feasibility of using this definition
  14. effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/standardized-library-depression-white-paper.pdf
    May 01, 2020 - Electronic Health Record (EHR) data often will not contain all the requisite components of an outcome … Each Web site has a specific, unique purpose, and data representations vary, so while there are some … direct comparisons with similar use cases, there are also important differences both in terms of data … These measures require multiple measurements in the data representations. … Data accruing from ongoing registries are needed to assess the feasibility of using this definition
  15. effectivehealthcare.ahrq.gov/sites/default/files/related_files/pharma-nonpharma-ptsd-2022-update-app-g1.xlsx
    January 01, 2022 - Bias Due to Missing Outcome Data (Cochrane) or Attrition Bias (AHRQ); Attrition Bias Due to Missing … Outcome Data (Cochrane) or Attrition Bias (AHRQ); Attrition Bias Due to Missing Outcome Data (Cochrane … ) or Attrition Bias (AHRQ); Attrition Bias Due to Missing Outcome Data (Cochrane) or Attrition Bias ( … question) Is there evidence that the result was not biased by missing outcome data? … analysis plan that was finalized before unblinded outcome data were available for analysis?
  16. effectivehealthcare.ahrq.gov/sites/default/files/related_files/cad-pci-bypass_addendum.pdf
    February 01, 2010 - Percutaneous Coronary Interventions for Multivessel Disease: A Pooled Analysis of Individual Patient Data … Ten participating trials provided data on 7812 patients. … common technique of meta-analysis of published aggregate data. … We recoded data from each trial in a uniform format after resolution of data queries and checked data … Results The ten participating trials provided data on 7,812 individual patients.
  17. effectivehealthcare.ahrq.gov/sites/default/files/exposure-definition-and-measurement_chapter-4.pptx
    January 01, 2013 - Data sources should be adequate and appropriate. … claims data. … As with any data source, use of this type of data should be supported by evidence of its validity. … sources of data, assumptions about actual use are still inherent in the use of these data for determining … Data sources should be adequate and appropriate.
  18. effectivehealthcare.ahrq.gov/sites/default/files/pdf/study-design-framework_research.pdf
    March 01, 2012 - data. … collected data. … , in the future, EMR data. … administrative data. … data.
  19. effectivehealthcare.ahrq.gov/sites/default/files/pdf/malnutrition-hospitalized-adults-protocol.pdf
    October 19, 2020 - We will make an exception and include data from a smaller study when it reports data on an outcome that … Data Criteria 1. … Data Abstraction and Data Management Data will be abstracted using Microsoft Word and Excel. … All data will be checked for accuracy by a second reviewer. … If data do not permit quantitative analysis, we will narratively report and synthesize data on confounders
  20. S149 (pdf file)

    effectivehealthcare.ahrq.gov/sites/default/files/s149.pdf
    October 01, 2007 - The data set is called Ingenix LabRx and contains data from United- Healthcare, which has beneficiaries … Data ele- ments included all available data from the medical claims file and the prescription drug file … Below we outline the estimation algorithm with application to the exenatide data. … We did not include laboratory data in the propensity models because laboratory data were only available … on a small subset of the population, due to the source of this data.

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