NACSOS-nexus:使用新的和扩展的使用场景进行 NLP 辅助分类、合成和在线筛选

Tim Repke, Max Callaghan
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引用次数: 0

摘要

NACSOS 是一个基于网络的平台,用于整理系统图中使用的数据。该平台具有多项(实验性)功能,可帮助证据合成过程,包括查找和获取原始数据(主要是科学出版物)、基本搜索和探索,但主要是处理管理手动和自动注释。该平台支持优先筛选算法,是首个完全实现统计停止标准的平台。多个编码员的注释可以得到解决,可定制的质量指标也可以即时计算。在目前的状态下,注释是在文档级别上进行的。围绕 NACSOS 的生态系统提供了用于访问底层数据库的软件包和实用的实用功能,这些功能已在众多项目中得到证实。此外,它还为活地图、评论生态系统和我们的公共文献中心提供了骨干力量,以共享高质量的策划语料库。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
NACSOS-nexus: NLP Assisted Classification, Synthesis and Online Screening with New and EXtended Usage Scenarios
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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