地理学报 ›› 2017, Vol. 72 ›› Issue (4): 737-752.doi: 10.11821/dlxb201704014
刘承良1,2(), 桂钦昌1(
), 段德忠1,2, 殷美元1
收稿日期:
2016-06-14
修回日期:
2016-11-25
出版日期:
2017-04-20
发布日期:
2017-04-20
作者简介:
作者简介:刘承良(1979-), 男, 博士, 副教授, 硕士生导师, 中国地理学会会员(S110009837M), 主要从事经济地理复杂性研究。E-mail:
基金资助:
Chengliang LIU1,2(), Qinchang GUI1(
), Dezhong DUAN1,2, Meiyuan YIN1
Received:
2016-06-14
Revised:
2016-11-25
Published:
2017-04-20
Online:
2017-04-20
Supported by:
摘要:
以科研论文为媒介的知识合作网络已成为知识溢出的重要通道,但目前学术界对全球科研合作网络结构的复杂性涌现机制缺乏深入的探讨。基于2014年Web of Science核心合集所收录的科研论文合著数据,借助大数据挖掘技术、复杂网络、空间统计和重力模型分析,刻画了全球科研论文合作网络的拓扑结构、空间格局及其邻近性机理。结果发现:① 拓扑结构上,形成了以美国为核心的层级网络,具有小世界性和等级层次性,发育出典型的等级“核心—边缘”结构。② 空间格局上,以美国、西欧、中国和澳大利亚为顶点的“四边形”成为全球科研论文合作网络的骨架;三大中心性指标值的空间分异明显,强度中心性形成以美国为极核,加拿大、澳大利亚、中国及西欧诸国为次中心的“一超多强”格局,与之类似的介数中心性呈现北美、西欧和东亚“三足鼎立”的形态,度中心性分布则相对均匀,表现出“大分散、小集中”的“多中心—边缘集散”格局。③ 重力回归分析发现,地理距离抑制了国际科研论文合作,不过其影响力较弱;社会与经济邻近性对全球科研论文合作具有明显的促进作用,语言差异不是国际科研合作交流的障碍。
刘承良, 桂钦昌, 段德忠, 殷美元. 全球科研论文合作网络的结构异质性及其邻近性机理[J]. 地理学报, 2017, 72(4): 737-752.
Chengliang LIU, Qinchang GUI, Dezhong DUAN, Meiyuan YIN. Structural heterogeneity and proximity mechanism of global scientific collaboration network based on co-authored papers[J]. Acta Geographica Sinica, 2017, 72(4): 737-752.
表1
论文发表数量排名前15国
排名 | 国家 | 合作国家 数量(个) | 论文发表 数量(篇) | 国内独立发表 数量(篇) | 国际合作发表 数量(篇) | 国际合作 比例(%) |
---|---|---|---|---|---|---|
1 | 美国 | 205 | 575379 | 400184 | 175195 | 30.45 |
2 | 中国 | 177 | 272116 | 204579 | 67537 | 24.82 |
3 | 英格兰 | 194 | 140114 | 68117 | 71997 | 51.38 |
4 | 德国 | 182 | 132970 | 65055 | 67915 | 51.08 |
5 | 日本 | 169 | 97161 | 70595 | 26566 | 27.34 |
6 | 法国 | 190 | 89868 | 40903 | 48965 | 54.49 |
7 | 加拿大 | 191 | 86567 | 44798 | 41769 | 48.25 |
8 | 意大利 | 181 | 82868 | 44645 | 38223 | 46.13 |
9 | 澳大利亚 | 189 | 74522 | 38661 | 35861 | 48.12 |
10 | 西班牙 | 180 | 71530 | 38330 | 33200 | 46.41 |
11 | 印度 | 170 | 66167 | 51142 | 15025 | 22.71 |
12 | 韩国 | 165 | 63831 | 46436 | 17395 | 27.25 |
13 | 荷兰 | 180 | 50038 | 21099 | 28939 | 57.83 |
14 | 巴西 | 169 | 47940 | 32468 | 15472 | 32.27 |
15 | 瑞士 | 177 | 36196 | 11490 | 24706 | 68.26 |
表2
变量和数据来源
变量名 | 变量描述 | 数据来源 |
---|---|---|
Iij | 国家i和国家j之间合作发表的论文数量,单位篇。 | WOS |
Massi | 国家i发表的论文数量,单位千篇。 | WOS |
Massj | 国家j发表的论文数量,单位千篇。 | WOS |
Geodistanceij | 国家i和国家j之间的地理邻近性,采用各个国家首都之间的距离表示,单位1000 km。 | 法国CEPII数据库 |
Socproximityij | 国家i和国家j之间的社会邻近性,通过计算国家ij之间的杰卡德相似系数而获得。 | - |
Ecoproximityij | 国家i和国家j之间的经济邻近性,国家ij同为世界银行划分的收入群组,计为1,否则为0。 | 世界银行国家收入群组分类 |
Lanproximityij | 国家i和国家j之间的语言邻近性,国家ij使用共同的官方语言,计为1,否则为0。 | 法国CEPII数据库 |
表5
重力模型的负二项式回归估计结果
模型1 | 模型2 | 模型3 | 模型4 | |
---|---|---|---|---|
国家1发文量 | 0.0304*** | 0.0168*** | 0.0168*** | 0.0172*** |
(0.0010) | (0.0005) | (0.0005) | (0.0005) | |
国家2发文量 | 0.0129*** | 0.0072*** | 0.0072*** | 0.0071*** |
(0.0010) | (0.0003) | (0.0003) | (0.0003) | |
地理邻近性 | -0.0934*** | -0.0195*** | -0.0198*** | -0.0231*** |
(0.0050) | (0.0031) | (0.0030) | (0.0030) | |
社会邻近性 | - | 0.4950*** | 0.4843*** | 0.4777*** |
- | (0.0114) | (0.0118) | (0.0117) | |
经济邻近性 | - | - | 0.1934*** | 0.1637*** |
- | - | (0.0304) | (0.0301) | |
语言邻近性 | - | - | - | -0.6055*** |
- | - | - | (0.0437) | |
常数 | 3.5188*** | 1.7361*** | 1.6978*** | 1.8197*** |
(0.0483) | (0.0373) | (0.0371) | (0.0383) | |
样本量 | 9315 | 9315 | 9315 | 9315 |
Alpha | 2.4574 | 1.4363 | 1.4307 | 1.3952 |
Wald chi2 | 1549.80 | 3630.23 | 3928.45 | 4241.28 |
Prob>chi2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Log pseudolikelihood | -41131.909 | -37827.278 | -37804.322 | -37667.596 |
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