References
- Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ. 2021;372:n71. DOI: 10.1136/bmj.n712
- Borah R, Brown AW, Capers PL, Kaiser KA. Analysis of the time and workers needed to conduct systematic reviews of medical interventions using data from the PROSPERO registry. BMJ Open. 2017;7(2):
e012545 . DOI: 10.1136/bmjopen-2016-012545 - O’Mara-Eves A, Thomas J, McNaught J, Miwa M, Ananiadou S. Using text mining for study identification in systematic reviews: A feasibility study. Systematic Reviews. 2015;4(1):1–14. DOI: 10.1186/2046-4053-4-5
- Bedi S, Liu Y, Orr-Ewing L, Dash D, Koyejo S, Callhan A, et al. Testing and evaluation of health care applications of large language models: A systematic review. JAMA. 2025;333(4):319–328. DOI: 10.1001/jama.2024.21700
- Ji Z, Lee N, Frieske R, Yu T, Su D, Xu Y, et al. Survey of hallucination in natural language generation. ACM Computing Surveys. 2023;55(12):1–38. DOI: 10.48550/arXiv.2202.036296.
- Z.ai Team. GLM-4.6V-Flash: A multimodal large language model for high-speed document understanding. arXiv preprint arXiv:2507.01006; 2025.
- Sahu V.
ReviewAid: AI-driven full-text screening and data extraction for systematic reviews and evidence synthesis (v2.1.0) . Zenodo; 2025. DOI: 10.5281/zenodo.18060972 - Bakker JP, Goldsack JC, Clarke M, Coravos A, Geoghegan C, Godfrey A, et al. A systematic review of feasibility studies promoting the use of mobile technologies in clinical research. npj Digital Medicine. 2019;2:47. DOI: 10.1038/s41746-019-0125-x
- Van de Schoot R, De Bruin J, Schram R, Zahedi P, De Boer J, Weijdema F, et al. Open source software for efficient and transparent reviews arXiv; 2020. DOI: 10.48550/arXiv.2006.12166
- Bozada T, Borden J, Workman J, Del Cid M, Malinowski J, Luechtefeld T. Sysrev: A FAIR platform for data curation and systematic evidence review. Frontiers in Artificial Intelligence. 2021;4:685298. DOI: 10.3389/frai.2021.685298
- OpenAI. Introducing GPT4o [Internet]. San Francisco, CA: OpenAI; 2024 May 13 [cited 2026 Jan 09]. Available from:
https://openai.com/index/hellogpt4o/ - Anthropic. Introducing Claude 4 Sonnet [Internet]. San Francisco, CA: Anthropic; 2025 May 14 [cited 2026 Jan 09]. Available from:
https://www.anthropic.com/news/claude-4-sonnet - Bi X, Chen D, Chen G, Chen S, Dai D, Deng C, et al. DeepSeek LLM: Scaling open-source language models with longtermism. arXiv [preprint]. 2024 Jan 5 [cited 2026 Jan 09]. Available from:
https://arxiv.org/abs/2401.02954 - Cohere. Introducing Command A [Internet]. Redwood City, CA: Cohere; 2025 Mar 03 [cited 2026 Jan 09]. Available from:
https://www.cohere.com/blog/command-a - Meta. Introducing LLaMA 3 [Internet]. Menlo Park, CA: Meta AI; 2024 Apr 18 [cited 2026 Jan 09]. Available from:
https://ai.meta.com/blog/metallama3/ - Bringeland GH, Blaser N, Myhr KM, Vedeler CA, Gavasso S. Wearing-off symptoms during standard and extended natalizumab dosing intervals: Experiences from the COVID-19 pandemic. Journal of the Neurological Sciences. 2021 Oct 15;429:117622. DOI: 10.1016/j.jns.2021.117622
- Landi D, Cola G, Mantero V, Balgera R, Moiola L, Nozzolillo A, et al. Safety of natalizumab infusion in multiple sclerosis patients during active SARS-CoV-2 infection. Multiple Sclerosis and Related Disorders. 2022 Jan;57:103345. DOI: 10.1016/j.msard.2021.103345
- Toljan K, Conway DS. Extended interval dosing of natalizumab: More evidence in support. Neurotherapeutics. 2024 Apr;21(3):
e00351 . DOI: 10.1016/j.neurot.2024.e00351 - Covidence systematic review software, Veritas Health Innovation, Melbourne, Australia. Available at
https://support.covidence.org/help/how-can-i-cite-covidence - EndNote [computer program]. Clarivate; 2024. Available from:
https://www.endnote.com - Corporation for Digital Scholarship. Zotero 7.0 [Computer software; 2024. Available from:
https://www.zotero.org/ - Streamlit Inc. Streamlit [computer software]. 2025. Available from:
https://streamlit.io/ - Python Software Foundation. Python: A dynamic, open-source programming language. 2023. Available at:
https://www.python.org/ - McKie JX, Liu R. PyMuPDF: Python bindings for MuPDF [computer program on the Internet]. Version 1.26.3. San Francisco, CA: Artifex Software, Inc.; 2025 Jul 2. Available from:
github.com/pymupdf/PyMuPDF - McKinney W. Data structures for statistical computing in Python. In: van der Walt S, Millman J, editors. Proceedings of the 9th Python in Science Conference, SciPy;
2010 June 28–July 3 . Austin, TX. p. 51–6. DOI: 10.25080/Majora-92bf1922-00a - Ouzzani M, Hammady H, Fedorowicz Z, Elmagarmid A. Rayyan-a web and mobile app for systematic reviews. Systematic Reviews. 2016 Dec 5;5(1):210. DOI: 10.1186/s13643-016-0384-4
- Python-DOCX. python-docx documentation [Internet]; 2024. Available from:
https://python-docx.readthedocs.io/ - McNamara J. Creating Excel files with Python and XlsxWriter [Internet]. 2024. Available from:
https://xlsxwriter.readthedocs.io/ - Jackson K. JSON5 – JSON for humans [Internet]; 2024. Available from:
https://json5.org/ - Ollama. Ollama: Get up and running with large language models [Internet]. 2023. Available from:
https://ollama.com