SWIFT-Review
SWIFT-Review is a free desktop workbench for shaping systematic review questions and prioritizing literature for manual screening.
What SWIFT-Review is
SWIFT-Review is a free desktop workbench for shaping systematic review questions and prioritizing literature for manual screening. It applies statistical text mining and machine learning to identify topics that occur more often and rank documents. Users can search, categorize, prioritize, visualize, and extract information from large citation sets. The ranking workflow requires an initial training seed, and the software does not estimate how many relevant articles remain above a given threshold. Import options include PubMed IDs, PubMed XML, RIS files, and previously saved SWIFT Text-mining Project files; PMID imports retrieve citation data through NLM’s Entrez e-Utilities interface. Results can be exported to Excel, RIS, or plain tab-delimited text. Sciome provides Windows and Mac installers through its applications portal after users sign in or create a free account. Installation requires administrative access. The guide lists 64-bit Windows 7, 8, or 10 and 64-bit Mac OS X 10.8 or later, and recommends 8 GB RAM, with larger projects potentially needing more. Minor updates usually happen automatically; major updates may require administrator privileges.
Good
- Free desktop software for Windows and Mac.
- Imports PubMed, RIS, and project files.
- Exports to Excel, RIS, or tab-delimited text.
- Searches, categorizes, visualizes, and ranks citations.
Watch out
- Free account required to download installers.
- Installation requires administrative access.
- Ranking needs an initial training seed.
- Does not estimate relevant articles above a threshold.
Who it suits
SWIFT-Review suits researchers organizing large citation sets for systematic reviews and screening. It is for users able to install desktop software with administrative access and work within its listed system requirements.
Verdict
SWIFT-Review brings citation organization and machine-assisted prioritization into a desktop workflow, with several import and export formats. Its training-seed requirement and inability to estimate remaining relevant articles are important workflow limits.
Plans and prices
From SWIFT-Review's own pricing page, checked 8 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Free desktop software | Free | Free Sciome account required for download · 64-bit Windows or Mac · 8 GB RAM recommended |
The facts
Each one read from SWIFT-Review's own pages, with the date it was checked.
What it does
- Citation formats
- The guide describes importing RIS files and previously saved SWIFT Text-mining Project files in addition to PubMed data.checked 8 Oct 2026
- Download access
- The Windows and Mac installers are available through Sciome’s applications portal after signing in or creating a free account.checked 8 Oct 2026
- Installation requirement
- Installing the desktop application requires administrative access to the computer.checked 8 Oct 2026
- Literature tools
- Users can search, categorize, prioritize, visualize, and extract information from large citation sets.checked 8 Oct 2026
- PubMed import
- Users can import PubMed IDs or PubMed XML, and PMID imports retrieve citation data through NLM’s Entrez e-Utilities interface.checked 8 Oct 2026
- Purpose
- SWIFT-Review is an interactive workbench for problem formulation and literature prioritization in systematic reviews.checked 8 Oct 2026
- Ranking limitation
- SWIFT-Review ranks documents but does not estimate how many relevant articles remain above a given threshold.checked 8 Oct 2026
- Support
- Sciome directs SWIFT-Review inquiries to [email protected].checked 8 Oct 2026
- System requirements
- The guide lists 64-bit Windows 7, 8, or 10 and 64-bit Mac OS X 10.8 or later, and recommends 8 GB RAM, with more potentially needed for very large projects.checked 8 Oct 2026
- Text mining
- It uses statistical text mining and machine learning to identify over-represented topics and rank documents for manual screening.checked 8 Oct 2026
- Training seed
- SWIFT-Review depends on an initial training seed for its document ranking workflow.checked 8 Oct 2026
- Updates
- The installation guide says minor updates usually happen automatically, while major updates may be offered after startup and require administrator privileges to install.checked 8 Oct 2026
Where it runs
- Desktop app
- SWIFT-Review is a desktop application available for Windows and Mac.checked 8 Oct 2026
The company
- Headquarters
- Research Triangle Park, North Carolina, United Stateschecked 28 Sep 2026
- Maker
- Sciome LLC describes itself as a research and technology consulting company that provides informatics solutions for life sciences researchers.checked 8 Oct 2026
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