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Using full agreement across multiple large language models for title-and-abstract screening in systematic reviews: a proof-of-concept.

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Title: Using full agreement across multiple large language models for title-and-abstract screening in systematic reviews: a proof-of-concept.
Authors: Hilkenmeier F; Psychology School, Hochschule Fresenius, Hamburg, Germany. Frederic.hilkenmeier@hs-fresenius.de., Stoltenberg M; Psychology School, Hochschule Fresenius, Hamburg, Germany., Stierle C; Psychology School, Hochschule Fresenius, Hamburg, Germany.; Department of Health Psychology and Paedagogy, Rīga Stradiņš University, Rīga, Latvia.
Source: Systematic reviews [Syst Rev] 2026 Jun 12; Vol. 15 (1). Date of Electronic Publication: 2026 Jun 12.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101580575 Publication Model: Electronic Cited Medium: Internet ISSN: 2046-4053 (Electronic) Linking ISSN: 20464053 NLM ISO Abbreviation: Syst Rev Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Hilkenmeier+F%22">Hilkenmeier F</searchLink>; Psychology School, Hochschule Fresenius, Hamburg, Germany. Frederic.hilkenmeier@hs-fresenius.de.<br /><searchLink fieldCode="AU" term="%22Stoltenberg+M%22">Stoltenberg M</searchLink>; Psychology School, Hochschule Fresenius, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Stierle+C%22">Stierle C</searchLink>; Psychology School, Hochschule Fresenius, Hamburg, Germany.; Department of Health Psychology and Paedagogy, Rīga Stradiņš University, Rīga, Latvia.
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  Data: <searchLink fieldCode="JN" term="%22101580575%22">Systematic reviews</searchLink> [Syst Rev] 2026 Jun 12; Vol. 15 (1). <i>Date of Electronic Publication: </i>2026 Jun 12.
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        Value: 10.1186/s13643-026-03228-4
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      – TitleFull: Using full agreement across multiple large language models for title-and-abstract screening in systematic reviews: a proof-of-concept.
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              Text: 2026 Jun 12
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