Citation analysis as a literature search method for systematic reviews

被引:39
作者
Belter, Christopher W. [1 ]
机构
[1] NIH, NIH Lib, Bethesda, MD 20892 USA
关键词
bibliometrics; information retrieval; NETWORK ANALYSIS SEBRINA; INFORMATION-RETRIEVAL; SCIENTIFIC FIELDS; SCIENCE; COCITATION; BIBLIOMETRICS; IR; INTRAPARTUM; DIMENSION; OVERLAPS;
D O I
10.1002/asi.23605
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Systematic reviews are essential for evaluating biomedical treatment options, but the growing size and complexity of the available biomedical literature combined with the rigor of the systematic review method mean that systematic reviews are extremely difficult and labor-intensive to perform. In this article, I propose a method of searching the literature by systematically mining the various types of citation relationships between articles. I then test the method by comparing its precision and recall to that of 14 published systematic reviews. The method successfully retrieved 74% of the studies included in these reviews and 90% of the studies it could reasonably be expected to retrieve. The method also retrieved fewer than half of the total number of publications retrieved by these reviews and can be performed in substantially less time. This suggests that the proposed method offers a promising complement to traditional text-based methods of literature identification and retrieval for systematic reviews.
引用
收藏
页码:2766 / 2777
页数:12
相关论文
共 88 条
[21]   Interventions for preventing and ameliorating cognitive deficits in adults treated with cranial irradiation [J].
Day, Julia ;
Zienius, Karolis ;
Gehring, Karin ;
Grosshans, David ;
Taphoorn, Martin ;
Grant, Robin ;
Li, Jing ;
Brown, Paul D. .
COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2014, (12)
[22]   Accessing preappraised evidence: fine-tuning the 5S model into a 6S model [J].
DiCenso, Alba ;
Bayley, Liz ;
Haynes, R. Brian .
ANNALS OF INTERNAL MEDICINE, 2009, 151 (06)
[23]   Rapid understanding of scientific paper collections: Integrating statistics, text analytics, and visualization [J].
Dunne, Cody ;
Shneiderman, Ben ;
Gove, Robert ;
Klavans, Judith ;
Dorr, Bonnie .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2012, 63 (12) :2351-2369
[24]   Evaluations of context-based co-citation searching [J].
Eto, Masaki .
SCIENTOMETRICS, 2013, 94 (02) :651-673
[25]   Co-enzyme Q10 supplementation for the primary prevention of cardiovascular disease [J].
Flowers, Nadine ;
Hartley, Louise ;
Todkill, Daniel ;
Stranges, Saverio ;
Rees, Karen .
COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2014, (12)
[26]   Exploiting the systematic review protocol for classification of medical abstracts [J].
Frunza, Oana ;
Inkpen, Diana ;
Matwin, Stan ;
Klement, William ;
O'Blenis, Peter .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2011, 51 (01) :17-25
[27]   Automatic text classification to support systematic reviews in medicine [J].
Garcia Adeva, J. J. ;
Pikatza Atxa, J. M. ;
Ubeda Carrillo, M. ;
Ansuategi Zengotitabengoa, E. .
EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (04) :1498-1508
[29]   CITATION INDEXES FOR SCIENCE - NEW DIMENSION IN DOCUMENTATION THROUGH ASSOCIATION OF IDEAS [J].
GARFIELD, E .
SCIENCE, 1955, 122 (3159) :108-111
[30]   INTRAPARTUM TREATMENT OF ACUTE CHORIOAMNIONITIS - IMPACT ON NEONATAL SEPSIS [J].
GILSTRAP, LC ;
LEVENO, KJ ;
COX, SM ;
BURRIS, JS ;
MASHBURN, M ;
ROSENFELD, CR .
AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 1988, 159 (03) :579-583