Is AI-assisted active learning software able to reliably speed-up systematic literature reviews in rheumatology? A real-time comparison of AI-assisted and manual abstract selection
Joy Ardjuna van der Pol, Tom WJ Huizinga, Sytske Anne Bergstra · 2024
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Description
Joy Ardjuna van der Pol and co-authors test whether smart software can speed the slow work of screening papers for a full review of the evidence. They compare a tool called ASReview with screening done by hand, side by side and in real time.
The test case asks whether a higher dose of a biologic drug helps people with rheumatoid arthritis. The tool ranks each abstract by how likely it is to fit, and it re-ranks the rest after each choice. A stop rule was set in advance. The report weighs how much time the tool saved and whether it missed work that mattered.
Catalog record
| CREATOR | Joy Ardjuna van der Pol, Tom WJ Huizinga, Sytske Anne Bergstra |
|---|---|
| YEAR | 2024 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 6 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |