{"title":"NACSOS-nexus: NLP Assisted Classification, Synthesis and Online Screening with New and EXtended Usage Scenarios","authors":"Tim Repke, Max Callaghan","doi":"arxiv-2405.04621","DOIUrl":null,"url":null,"abstract":"NACSOS is a web-based platform for curating data used in systematic maps. It\ncontains several (experimental) features that aid the evidence synthesis\nprocess from finding and ingesting primary data (mainly scientific\npublications), basic search and exploration thereof, but mainly the handling of\nmanaging the manual and automated annotations. The platform supports\nprioritised screening algorithms and is the first to fully implement\nstatistical stopping criteria. Annotations by multiple coders can be resolved\nand customisable quality metrics are computed on-the-fly. In its current state,\nthe annotations are performed on document level. The ecosystem around NACSOS\noffers packages for accessing the underlying database and practical utility\nfunctions that have proven useful in a multitude of projects. Further, it\nprovides the backbone of living maps, review ecosystems, and our public\nliterature hub for sharing high-quality curated corpora.","PeriodicalId":501285,"journal":{"name":"arXiv - CS - Digital Libraries","volume":"4 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Digital Libraries","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2405.04621","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
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.