Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Search research articles

Related Experiment Video

Updated: Jul 16, 2026

Rup (RNA-seq Usability Assessment Pipeline) - Quality Control for Bulk RNA-seq Experiments in Eukaryotes

Rup (RNA-seq Usability Assessment Pipeline) - Quality Control for Bulk RNA-seq Experiments in Eukaryotes

Published on: November 7, 2025

Enhancing Transparency, Auditability, and Reproducibility of Deduplication in Systematic Reviews: Tutorial for the

Mimi M Kim¹, Amin M Shanaa¹, Hossam Hammady¹

¹Rayyan Systems Inc., 1 Broadway, 14th Floor, Cambridge, MA, 02142, United States, 1 617 453-2567.

Interactive Journal of Medical Research

|July 14, 2026

Summary

Related Concept Videos

Systematic Error: Methodological and Sampling Errors

Systematic Error: Methodological and Sampling Errors

In the case of systematic errors, the sources can be identified, and the errors can be subsequently minimized by addressing these sources. According to the source, systematic errors can be divided into sampling, instrumental, methodological, and personal errors.
Sampling errors originate from improper sampling methods or the wrong sample population. These errors can be minimized by refining the sampling strategy. Defective instruments or faulty calibrations are the sources of instrumental...

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Commentary - A Synthesis of Qualitative Research in Program Evaluation: Considerations for a Community-Engaged Approach.

Evaluation & the health professions·2025

Same author

Trust in Community-Engaged Research Partnerships: A Methodological Overview of Designing a Multisite Clinical and Translational Science Awards (CTSA) Initiative.

Evaluation & the health professions·2019

See all related articles

The Rayyan Method enhances systematic review deduplication with user-controlled criteria, improving transparency and reproducibility. This approach ensures rigorous methodology by allowing research teams to define and document their own duplicate detection standards.

Area of Science:

Information Science
Medical Informatics
Research Methodology

Background:

Systematic reviews require rigorous deduplication of search results.
Existing automated deduplication tools often lack transparency, auditability, and reproducibility.
Automated tools can introduce bias and false positives, impacting review integrity.

Purpose of the Study:

To introduce the Rayyan Method and its Systematic Auto Resolver for enhanced deduplication in systematic reviews.
To provide a transparent, auditable, and reproducible deduplication process.
To empower research teams with user-controlled deduplication criteria.

Main Methods:

The Rayyan Method combines high-sensitivity duplicate detection with user-controlled resolution.

Keywords:

deduplication evidence synthesis software demonstration systematic review methodology transparency

Related Experiment Videos

Last Updated: Jul 16, 2026

Rup (RNA-seq Usability Assessment Pipeline) - Quality Control for Bulk RNA-seq Experiments in Eukaryotes

Rup (RNA-seq Usability Assessment Pipeline) - Quality Control for Bulk RNA-seq Experiments in Eukaryotes

Published on: November 7, 2025

Systematic Auto Resolver allows definition, application, and documentation of custom deduplication standards.

Users iteratively review results, maintaining full control over methodological decisions.

Main Results:

The Rayyan Method addresses limitations of current deduplication approaches.
It enhances efficiency, transparency, and reproducibility in systematic reviews.
User-controlled resolution supports methodological rigor.

Conclusions:

The Rayyan Method aligns with rigorous systematic review processes.
It empowers research teams to define their own deduplication criteria.
Provides a citable framework for documenting deduplication methodology.