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...
Main Authors: | , , |
---|---|
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 |
id |
doaj-c9dd1b6ff5504c68a242b76cc6d9bbff |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT danielakane asystematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis AT paulroge asystematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis AT sieglindessnapp asystematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis AT danielakane systematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis AT paulroge systematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis AT sieglindessnapp systematicreviewofperennialstaplecropsliteratureusingtopicmodelingandbibliometricanalysis |
_version_ |
1725078186263314432 |