NACSOS-nexus: NLP Assisted Classification, Synthesis and Online Screening with New and EXtended Usage Scenarios Article Swipe

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YOU? · · 2024 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2405.04621

NACSOS is a web-based platform for curating data used in systematic maps. It contains several (experimental) features that aid the evidence synthesis process from finding and ingesting primary data (mainly scientific publications), basic search and exploration thereof, but mainly the handling of managing the manual and automated annotations. The platform supports prioritised screening algorithms and is the first to fully implement statistical stopping criteria. Annotations by multiple coders can be resolved and customisable quality metrics are computed on-the-fly. In its current state, the annotations are performed on document level. The ecosystem around NACSOS offers packages for accessing the underlying database and practical utility functions that have proven useful in a multitude of projects. Further, it provides the backbone of living maps, review ecosystems, and our public literature hub for sharing high-quality curated corpora.

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2405.04621
PDF: https://arxiv.org/pdf/2405.04621
OA Status: green
Cited By: 1
Related Works: 10
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OpenAlex ID: https://openalex.org/W4396822608

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DOI: https://doi.org/10.48550/arxiv.2405.04621

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Title: NACSOS-nexus: NLP Assisted Classification, Synthesis and Online Screening with New and EXtended Usage Scenarios

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Type: preprint

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Language: en

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Publication year: 2024

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Publication date: 2024-05-07

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Authors: Tim Repke, Max Callaghan

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Landing page: https://arxiv.org/abs/2405.04621

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PDF URL: https://arxiv.org/pdf/2405.04621

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Open access: Yes

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OA status: green

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OA URL: https://arxiv.org/pdf/2405.04621

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Concepts: Nexus (standard), Computer science, Artificial intelligence, Natural language processing, Embedded system

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Cited by: 1

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