Science Map of Cochrane Systematic Reviews Receiving the Most Altmetric Attention Score: A Network Analysis

被引:2
作者
Kolahi, Jafar [1 ]
Khazaei, Saber [2 ]
Bidram, Elham [3 ]
Kelishadi, Roya [4 ]
Iranmanesh, Pedram [5 ]
Khademi, Abbasali [5 ]
Nekoofar, Mohammad H. [6 ,7 ]
Dummer, Paul M. H. [7 ]
机构
[1] Dent Hypotheses, Esfahan, Iran
[2] Kermanshah Univ Med Sci, Sch Dent, Dept Endodont, Kermanshah, Iran
[3] Isfahan Univ Med Sci, Sch Adv Technol Med, Dept Biomat Nanotechnol & Tissue Engn, Biosensor Res Ctr, Esfahan, Iran
[4] Isfahan Univ Med Sci, Child Growth & Dev Res Ctr, Res Inst Primordial Prevent Noncommunicable Dis, Dept Pediat, Esfahan, Iran
[5] Isfahan Univ Med Sci, Dent Res Ctr, Dent Res Inst, Dept Endodont, Esfahan, Iran
[6] Univ Tehran Med Sci, Sch Dent, Dept Endodont, Tehran, Iran
[7] Cardiff Univ, Coll Biomed & Life Sci, Sch Dent, Cardiff, Wales
关键词
Cochrane systematic review; Altmetric; Bibliometric; Twitter; Machine learning; Network analysis; Random forest; DENTAL LITERATURE; SCIENTIFIC LANDSCAPE; IMPACT; CITATIONS; ARTICLES; JOURNALS; TWITTER;
D O I
10.5530/jscires.9.3.36
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
The present study aimed to analyze and visualize the science map of Cochrane systematic reviews (CSRs) with high Altmetric attention score (AAS). On 2020-07-29, the altmetric data of the Cochrane Database of Systematic Reviews were obtained from the Altmetric database (Altmetric LLP, London, UK). Bibliometric data of the top 5% AAS of CSRs were extracted from the Web of Science. Keyword co-occurrence, co-authorship and co-citation network analyses were then employed using VOSviewer software. The random forest model was used to rank the importance of the altmetric resource. A total of 11222 CSRs with AAS were found (Total mentions: 305265), with Twitter being the most popular Altmetric resource. Consequently, the top 5% AAS (649 articles, mean AAS: 204.95, 95% confidence level: 18.95, mean citations: 123.68, 95% confidence level: 13.9) were included. Density mapping revealed female, adult and child as the most popular author keywords. According to network visualization, Helen V. Worthington (University of Manchester, Manchester, UK), the University of Oxford and UK had the greatest impact on the network at the author, organization and country levels respectively. AAS were weekly correlated with citations (r(s)=0.21) although citations were moderately correlated with policy document and blog mentions (r(s)=0.46 and r(s)=0.43). Cochrane systematic reviews received high levels of online attention, particularly in the Twittersphere and mostly from the UK. However, CSRs were rarely publicized and discussed using recently developed academic tools. such as F1000 prime, Publons and PubPeer.
引用
收藏
页码:293 / 299
页数:7
相关论文
共 50 条
  • [1] Ali J, 2012, Int J Comput Sci Issues, V9, P272
  • [2] [Anonymous], 2015, DENT HYPOTHESES, DOI [10.4103/2155-8213.150855, DOI 10.4103/2155-8213.150855]
  • [3] Correlation of Altmetric Attention Score and Citations for High-Impact General Medicine Journals: a Cross-sectional Study
    Barakat, Amr F.
    Nimri, Nayef
    Shokr, Mohamed
    Mahtta, Dhruv
    Mansoor, Hend
    Masri, Ahmad
    Elgendy, Islam Y.
    [J]. JOURNAL OF GENERAL INTERNAL MEDICINE, 2019, 34 (06) : 825 - 827
  • [4] Correlation of Altmetric Attention Score With Article Citations in Cardiovascular Research
    Barakat, Amr F.
    Nimri, Nayef
    Shokr, Mohamed
    Mahtta, Dhruv
    Mansoor, Hend
    Mojadidi, Mohammad K.
    Mahmoud, Ahmed N.
    Senussi, Mourad
    Masri, Ahmad
    Elgendy, Islam Y.
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2018, 72 (08) : 952 - 953
  • [5] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [6] The Evolution of Current Research Impact Metrics From Bibliometrics to Altmetrics?
    Butler, Joseph S.
    Kaye, I. David
    Sebastian, Arjun S.
    Wagner, Scott C.
    Morrissey, Patrick B.
    Schroeder, Gregory D.
    Kepler, Christopher K.
    Vaccaro, Alexander R.
    [J]. CLINICAL SPINE SURGERY, 2017, 30 (05): : 226 - 228
  • [7] Bringing it all together:: Lancet-Cochrane collaborate on systematic reviews
    Clarke, M
    Horton, R
    [J]. LANCET, 2001, 357 (9270) : 1728 - 1728
  • [8] The cochrane collaboration and the cochrane library
    Clarke, Mike
    [J]. OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 2007, 137 (04) : S52 - S54
  • [9] Update on Pathophysiology, Treatment, and Complications of Carcinoid Syndrome
    Clement, Dominique
    Ramage, John
    Srirajaskanthan, Raj
    [J]. JOURNAL OF ONCOLOGY, 2020, 2020
  • [10] Clement J., 2019, Twitter: number of active users 2010-2019