A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.

Research on perennial staple crops has increased in the past ten years due to their potential to improve ecosystem services in agricultural systems. However, multiple past breeding efforts as well as research on traditional ratoon systems mean there is already a broad body of literature on perennial...

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Main Authors: Daniel A Kane, Paul Rogé, Sieglinde S Snapp
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4877017?pdf=render
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spelling doaj-c9dd1b6ff5504c68a242b76cc6d9bbff2020-11-25T01:33:17ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01115e015578810.1371/journal.pone.0155788A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.Daniel A KanePaul RogéSieglinde S SnappResearch on perennial staple crops has increased in the past ten years due to their potential to improve ecosystem services in agricultural systems. However, multiple past breeding efforts as well as research on traditional ratoon systems mean there is already a broad body of literature on perennial crops. In this review, we compare the development of research on perennial staple crops, including wheat, rice, rye, sorghum, and pigeon pea. We utilized the advanced search capabilities of Web of Science, Scopus, ScienceDirect, and Agricola to gather a library of 914 articles published from 1930 to the present. We analyzed the metadata in the entire library and in collections of literature on each crop to understand trends in research and publishing. In addition, we applied topic modeling to the article abstracts, a type of text analysis that identifies frequently co-occurring terms and latent topics. We found: 1.) Research on perennials is increasing overall, but individual crops have each seen periods of heightened interest and research activity; 2.) Specialist journals play an important role in supporting early research efforts. Research often begins within communities of specialists or breeders for the individual crop before transitioning to a more general scientific audience; 3.) Existing perennial agricultural systems and their domesticated crop material, such as ratoon rice systems, can provide a useful foundation for breeding efforts, accelerating the development of truly perennial crops and farming systems; 4.) Primary research is lacking for crops that are produced on a smaller scale globally, such as pigeon pea and sorghum, and on the ecosystem service benefits of perennial agricultural systems.http://europepmc.org/articles/PMC4877017?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Daniel A Kane
Paul Rogé
Sieglinde S Snapp
spellingShingle Daniel A Kane
Paul Rogé
Sieglinde S Snapp
A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
PLoS ONE
author_facet Daniel A Kane
Paul Rogé
Sieglinde S Snapp
author_sort Daniel A Kane
title A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
title_short A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
title_full A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
title_fullStr A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
title_full_unstemmed A Systematic Review of Perennial Staple Crops Literature Using Topic Modeling and Bibliometric Analysis.
title_sort systematic review of perennial staple crops literature using topic modeling and bibliometric analysis.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description Research on perennial staple crops has increased in the past ten years due to their potential to improve ecosystem services in agricultural systems. However, multiple past breeding efforts as well as research on traditional ratoon systems mean there is already a broad body of literature on perennial crops. In this review, we compare the development of research on perennial staple crops, including wheat, rice, rye, sorghum, and pigeon pea. We utilized the advanced search capabilities of Web of Science, Scopus, ScienceDirect, and Agricola to gather a library of 914 articles published from 1930 to the present. We analyzed the metadata in the entire library and in collections of literature on each crop to understand trends in research and publishing. In addition, we applied topic modeling to the article abstracts, a type of text analysis that identifies frequently co-occurring terms and latent topics. We found: 1.) Research on perennials is increasing overall, but individual crops have each seen periods of heightened interest and research activity; 2.) Specialist journals play an important role in supporting early research efforts. Research often begins within communities of specialists or breeders for the individual crop before transitioning to a more general scientific audience; 3.) Existing perennial agricultural systems and their domesticated crop material, such as ratoon rice systems, can provide a useful foundation for breeding efforts, accelerating the development of truly perennial crops and farming systems; 4.) Primary research is lacking for crops that are produced on a smaller scale globally, such as pigeon pea and sorghum, and on the ecosystem service benefits of perennial agricultural systems.
url http://europepmc.org/articles/PMC4877017?pdf=render
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