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1. Personal Health Records | Effective Health Care (EHC) Program
   effectivehealthcare.ahrq.gov/health-topics/personal-health-records

2. Methods Research Report: Performance and Usability of Machine Learning for Screening in Systematic Reviews (pdf file)
   effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-machine-learning-screening.pdf
   November 01, 2019 - Each record was screened by two reviewers. … dAfter a 200-record training set. … , the 200- record training produced unreliable predictions. … We used a 200-record training set and a small sample of three SRs. … : user guide is not that helpful; unclear how to change the order of the records; record IDs not shown

3. PHS 398 (Rev. 9/04), Continuation Page (pdf file)
   effectivehealthcare.ahrq.gov/sites/default/files/upenn-final-report-2005-certs-ce-supplement.pdf
   January 01, 2005 - (SCD/VA) in an administrative dataset of 1999-2000 Medicaid and Medicare data using expert medical record … No diagnosis was present on the provider record in 12%, and Penn CERTs Comparative Effectiveness … Thus, even when the encounter diagnosis was highly accurate, other information from the medical record … As medical record validation was deemed the gold standard, this definition was used during the review … The abstractors’/co-PI’s determination of validity (via medical record review) was considered the gold

4. PHS 398 (Rev. 9/04), Continuation Page (pdf file)
   effectivehealthcare.ahrq.gov/sites/default/files/pdf/administrative-data-validity_research.pdf
   January 01, 2007 - (SCD/VA) in an administrative dataset of 1999-2000 Medicaid and Medicare data using expert medical record … No diagnosis was present on the provider record in 12%, and Penn CERTs Comparative Effectiveness … Thus, even when the encounter diagnosis was highly accurate, other information from the medical record … As medical record validation was deemed the gold standard, this definition was used during the review … The abstractors’/co-PI’s determination of validity (via medical record review) was considered the gold

5. Supplemental Project To Assess the Transparency of Reporting Requirements: Tympanostomy Tubes in Children With Otitis Media (pdf file)
   effectivehealthcare.ahrq.gov/sites/default/files/pdf/transparency-tympanostomy_research.pdf
   June 01, 2017 - in the registry records pertains to their design (if the registry record includes protocol information … ) or their findings (if the record includes results). … Studies Included in the Original Review, With a Registry Record Only six studies (in seven records) … on those records. … Studies Included in the Original Review with No Registry Record We were able to find a registry record

6. Machine-Learning-Tools-Appendix-D (xls file)
   effectivehealthcare.ahrq.gov/sites/default/files/related_files/machine-learning-tools-appendix-d.xlsx
   January 01, 2024 - NA xml data elements Human extraction NA 120 RCTs (abstracts and results sections) and 699 total records … NA xml data elements Human extraction NA 121 RCTs (abstracts and results sections) and 699 total records … NA xml data elements Human extraction NA 122 RCTs (abstracts and results sections) and 699 total records … NA xml data elements Human extraction NA 123 RCTs (abstracts and results sections) and 699 total records … NA xml data elements Human extraction NA 124 RCTs (abstracts and results sections) and 699 total records

7. Machine-Learning-Tools-Appendix-C (xls file)
   effectivehealthcare.ahrq.gov/sites/default/files/related_files/machine-learning-tools-appendix-c.xlsx
   January 01, 2024 - citations eligibility rating 5-star rating system for each record (≤2.5 for exclusion of a record) early … , but it was not much reliable for fnding eligible records. … citations eligibility rating 5-star rating system for each record (≤2.5 for exclusion of a record) early … citations eligibility rating 5-star rating system for each record (≤2.5 for exclusion of a record) early … citations eligibility rating 5-star rating system for each record (≤2.5 for exclusion of a record) early

8. Slide 1
   effectivehealthcare.ahrq.gov/sites/default/files/selection-of-data-sources-chapter-8.pptx
   January 01, 2013 - Paper-based records The exclusion of sites without electronic records may bias results. … Electronic Medical Record Data Electronic medical records (EMRs) are used by health care providers to … Paper-Based Records Although time intensive to access, the use of paper-based records is sometimes required … Administrative record linkage as a tool for public health research. … to electronic medical records are personal health records (PHRs).

9. pediatric-EHR-protocol-140818 (pdf file)
   effectivehealthcare.ahrq.gov/sites/default/files/pdf/pediatric-ehr_research-protocol.pdf
   January 01, 2014 - Do integrated record systems lead to integrated services? … Electronic health records and quality of care for heart failure. … Electronic health records and ambulatory quality of care. … systems, computerized” retrieves 2165 records. … system” and “electronic health records” retrieves an additional 1105 records- many of which may not

10. Computerized Definitions Showed High Positive Predictive Values for Identifying Reasons for Hospitalizations in a Medicaid Population with Rheumatoid Arthritis (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/rheumatoid-arthritis-hospitalizations_research.pdf
    October 01, 2008 - Results: From 2667 hospitalizations, 336 (13%) records were selected for review. … We restricted our study to hospitalization records, because outpatient records were not available for … than nosocomial events.7 A computer-generated random number was assigned to each hospitalization record … Then, records for review were selected according to this sorted list. … However, the number of records reviewed was small.

11. Assessing the Validity of Administrative Data Using Clinical Medical Records | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/administrative-data-validity/research

12. Core Functionality for Pediatric Electronic Health Records | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/pediatric-ehr/research-protocol

13. Core Functionality in Pediatric Electronic Health Records | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/pediatric-ehr/technical-brief

14. Transparency of Reporting Requirements: Tympanostomy Tubes (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/transparency-tympanostomy_research-protocol.pdf
    September 02, 2016 - For newly found studies, we will record additional data and assess their risk of bias. … A researcher other than the one who initially screened the record in will reassess study eligibility … , the additional information in the registry records pertains to their design (if the registry record … includes protocol information) or their findings (if the record includes results). … When results are reported in registry records, we will describe whether registry records and publications

15. Living Systematic Review on Cannabis and Other Plant-Based Treatments for Chronic Pain: 2023 Update -- Surveillance Report 2 (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/cannabis-2023-update-surv-rep-2.pdf
    January 01, 2023 - Literature flow diagram Note: Numbers in parentheses indicate all records identified up to the 2023 … Numbers in brackets indicate the number of records identified since the systematic review was completed

16. Ch 8-User-Guide-To-Ocer 130129 (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/ch_8-user-guide-to-ocer_130129.pdf
    October 01, 2013 - The widespread availability of existing data from electronic health records, personal health records … Electronic Health Record (EHR) Data Electronic health records (EHRs) are used by health care providers … Is there a record of emergency department visits in addition to a record of outpatient and hospitalized … personal health records (PHRs) an alternative to electronic medical records. … Electronic medical record/electronic health record systems of office-based physicians: United States

17. Disposition of Comments for Technical Brief 20 Core Functionality in Pediatric Electronic Health Records (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/pediatric-ehr_disposition-comments.pdf
    May 01, 2015 - Core Functionality in Pediatric Electronic Health Records. Technical Brief No. 20. … Peer Reviewer #1 Findings "record systems" needs to be "medical record systems". … or genetic records. … (both prenatal and delivery) to the infant’s inpatient record to the infant’s outpatient record along … at the abstract stage since 2770 records were excluded in this step.

18. Medical Therapies for Locally Advanced Gastric Adenocarcinoma (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-protocol-amended.pdf
    February 07, 2025 - We will screen identified records using prespecified criteria to guide study selection. … This process sorts the records so that the most likely inclusions are presented first, facilitating … As human screeners dual-screen each 2% subset of the total records, the AI will iteratively re-order … the records, incorporating information from newly identified inclusions or exclusions. … the AI to make screening decisions for a subset of records.

19. Medical Therapies for Locally Advanced Gastric Adenocarcinoma (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-protocol.pdf
    January 01, 2024 - We will screen identified records using prespecified criteria to guide study selection. … This process sorts the records so that the most likely inclusions are presented first, facilitating … As human screeners dual-screen each 2% subset of the total records, the AI will iteratively re-order … the records, incorporating information from newly identified inclusions or exclusions. … the AI to make screening decisions for a subset of records.

20. Medical Therapies for Locally Advanced Gastric Adenocarcinoma (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-protocol-amendment.pdf
    May 02, 2025 - We will screen identified records using prespecified criteria to guide study selection. … This process sorts the records so that the most likely inclusions are presented first, facilitating … As human screeners dual-screen each 2% subset of the total records, the AI will iteratively re-order … the records, incorporating information from newly identified inclusions or exclusions. … the AI to make screening decisions for a subset of records.