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A Novel Metric for Assessing National Strength in Scientific Research: Understanding China's Research Output in Quantum Technology through Collaboration Cover

A Novel Metric for Assessing National Strength in Scientific Research: Understanding China's Research Output in Quantum Technology through Collaboration

By: Yuqi Wang,  Yue Chen,  Zhiqi Wang,  Kang Wang and  Kai Song  
Open Access
|Oct 2022

Figures & Tables

Figure 1

The growth trend of papers of quantum technology by China, USA, and Europe.Note: The dotted line without dots is the predicted value in the cumulative growth curve.
The growth trend of papers of quantum technology by China, USA, and Europe.Note: The dotted line without dots is the predicted value in the cumulative growth curve.

Figure 2

Research collaboration strength network in the field of quantum technology.Note: The nodes represent countries that have published papers in quantum technology. The edges represent the scientific collaboration between countries. The weights of the edges represent the strength of collaboration between countries calculated by the Salton formula (Salton, 1983). The node size represents the size of the betweenness centrality of a country, and the larger the node, the more collaboration resources the country controls. The thickness of the lines represents the collaboration strength, and the thicker the lines, the stronger the collaboration strength between the two countries. We selected 53 countries based on their collaboration strength (> 0.06).
Research collaboration strength network in the field of quantum technology.Note: The nodes represent countries that have published papers in quantum technology. The edges represent the scientific collaboration between countries. The weights of the edges represent the strength of collaboration between countries calculated by the Salton formula (Salton, 1983). The node size represents the size of the betweenness centrality of a country, and the larger the node, the more collaboration resources the country controls. The thickness of the lines represents the collaboration strength, and the thicker the lines, the stronger the collaboration strength between the two countries. We selected 53 countries based on their collaboration strength (> 0.06).

Figure 3

Changes in the contribution of China and the US in developed and developing countries.Note: The first column on the left represents the developed countries’ contribution proportion from 2001 to 2020. The second column on the left represents the USA's contribution proportion from 2001 to 2020. The first column on the right represents the developing countries’ contribution proportion from 2001 to 2020. The second column on the right represents China's contribution proportion from 2001 to 2020.
Changes in the contribution of China and the US in developed and developing countries.Note: The first column on the left represents the developed countries’ contribution proportion from 2001 to 2020. The second column on the left represents the USA's contribution proportion from 2001 to 2020. The first column on the right represents the developing countries’ contribution proportion from 2001 to 2020. The second column on the right represents China's contribution proportion from 2001 to 2020.

Figure 4

The time trend of national scientific self-reliance index (SR).
The time trend of national scientific self-reliance index (SR).

Figure 5

The time trend of national rankings based on scientific research strength index (SS).
The time trend of national rankings based on scientific research strength index (SS).

Top 10 countries with the highest number of papers in quantum technology (a) and China's research collaboration layout (b)_

Distribution of the number of countries with AutonomyChina→countries_

AutonomyChina→countries > 0AutonomyChina→countries < 0AutonomyChina→countries = 0
Developed countries (31)2821
Developing countries (68)421115

Ranking of academic contribution (CT) in global quantum technology_

No.CountryCTContribution proportionNo.CountryCTContribution proportion
1USA1,593,667.9630.57%75Cameroon364.350.007%
2China639,792.4112.28%76Iceland358.650.007%
3Germany471,644.899.05%77Moldova332.540.006%
4England317,155.236.08%78Indonesia326.910.006%
5Japan230,317.084.42%79Ethiopia294.080.006%
6Italy199,203.763.82%80Philippines291.820.006%
7France198,179.403.80%81Czechoslovakia281.920.005%
8Canada163,038.663.13%82Kazakhstan238.840.005%
9Austria154,559.692.96%83Jordan213.800.004%
10Switzerland135,561.922.60%84Kuwait206.250.004%
11Spain113,040.282.17%85Sri Lanka200.630.004%
12Australia111,733.352.14%86Oman196.780.004%
13India91,204.801.75%87Lebanon162.980.003%
14Netherlands80,271.911.54%88Malta155.930.003%
15South Korea62,339.051.20%89Brunei98.700.002%
16Russia61,630.011.18%90Azerbaijan92.670.002%
17Israel60,244.461.16%91Palestine83.250.002%
18Poland51,529.100.99%92Macedonia81.750.002%
19Sweden46,708.930.90%93Vatican74.460.001%
20Brazil41,762.490.80%94Bosnia & Herceg72.070.001%
........................
74Bahrain368.820.007%147Eritrea0.230.000004%

Distribution of the proportion of papers in the five dominance patterns of DominantChina→countries_

ChinaStrongly dominantSubstrongly dominantDominantSubweakly dominantWeakly dominant
Developed Countries64.13%1.64%1.01%1.26%31.96%
USA79.99%2.39%0.65%1.30%15.66%
Germany66.77%0.81%1.21%0.70%30.51%
England63.17%1.02%1.89%0.87%33.04%
Japan67.23%1.38%0.61%2.60%28.18%
France41.99%1.10%1.38%1.10%54.42%
Italy49.40%5.22%0.80%2.01%42.57%
Canada69.73%1.44%1.26%1.08%26.49%

Developing Countries29.75%0.51%1.06%1.24%67.44%
India42.52%2.80%1.40%2.34%50.93%
Russia31.58%0.38%1.88%0.75%65.41%

Ranking of scientific research strength index (SS) in global quantum technology_

No.CountrySRSSNo.CountrySRSS
1USA0.54853,088.2175Philippines0.2263.31
2China0.77493,650.5776Moldova0.1961.86
3Germany0.36170,519.8877Indonesia0.1651.88
4Japan0.59136,364.5978Macedonia0.6250.78
5England0.33105,841.3679Kazakhstan0.2149.26
6Italy0.4284,291.2280Jordan0.2145.08
7India0.7063,615.2881Cuba0.0741.72
8France0.3263,100.2282Qatar0.0335.43
9Canada0.3454,791.2683Jamaica0.6134.89
10Austria0.2843,443.2484Serbia Monteneg0.5330.53
11Switzerland0.2837,720.0885Bahrain0.0829.09
12Australia0.3336,955.0186Oman0.1427.10
13Spain0.3134,742.0187Sri Lanka0.1224.12
14South Korea0.5534,124.4188Brunei0.2423.50
15Russia0.4628,491.9089North Korea0.3323.45
16Iran0.7723,826.6590Malta0.1421.40
17Israel0.3722,480.5191North Macedonia0.2919.60
18Netherlands0.2721,887.7592Lebanon0.1015.97
19Brazil0.5221,704.7793Bosnia & Herceg0.1511.01
20Poland0.4120,901.8694Azerbaijan0.109.32
74Cyprus0.0829.09147Panama−0.08−5.01

Five dominance patterns of Dominanti→j_

Collaboration patternsDominant countryLargest contributing countrySubordinate countryWeight
Strongly dominantiij5/15
Substrongly dominantij 4/15
Dominanti j3/15
Subweakly dominant ij2/15
Weakly dominant i j1/15

j_jdis-2022-0019_apptab_001

CountryNumber of PapersZero citation PapersProportion
USA40,9062,2245.44%
Peoples R China40,1804,87612.14%
Germany18,6337484.01%
England11,9044413.70%
Japan11,7269588.17%
Italy8,9374925.51%
India7,39490612.25%
Russia6,25272111.53%
Brazil3,5203168.98%
Iran3,06142713.95%

Statistics of the network centrality for the top 10 countries with the highest betweenness centrality in quantum technology_

No.CountryBetweenness CentralityDegree CentralityCloseness Centrality
1France0.07001060.7650
2South Africa0.0607900.7083
3USA0.05941110.7846
4Germany0.05181060.7650
5Spain0.0516940.7183
6China0.0427990.7391
7England0.04211050.7612
8India0.0384940.7217
9Canada0.0367920.7116
10Sweden0.0335890.7018

Partial results of the research autonomy in national research collaboration (ranking by China's collaboration strength)

ChinaUSASingaporeJapanAustralia...Algeria
China ↙10.36%↑−9.66%↙10.66%↑ −9.05%↙11.76%↑ −5.10%↙9.53%↑ −10.84% ↙6.67%↑0
USA↙20.02%↑9.66% ↙12.97%↑0.09%↙12.92%↑ −1.58%↙14.18%↑0.91% ↙12.38%↑1.90%
Singapore↙19.71%↑9.05%↙12.88%↑ −0.09% ↙15.87%↑5.333%↙15.22%↑4.03% ↙0.00%↑0
Japan↙16.86%↑5.10%↙14.51%↑1.58%↙10.54%↑ −5.33% ↙15.79%↑5.53% ↙33.33%↑33.33%
Australia↙20.37%↑10.84%↙13.28%↑ −0.91%↙11.19%↑ −4.03%↙10.26%↑ −5.53% ↙0.00%↑ −33.33%
... ......
Algeria↙6.67%↑0↙10.48%↑ −1.90%↙0.00%↑0↙0.00%↑ −33.33%↙33.33%↑33.33%...

Top 5 collaboration countries with the highest collaboration strength in quantum technology_

No.Collaboration country (Number of papers)Collaboration strengthaCollaboration papers
1Sri Lanka (64); Cyprus (109)0.5143
2Sri Lanka (64); Georgia (139)0.4643
3Estonia (189); Sri Lanka (64)0.3943
4Cyprus (109); Georgia (139)0.3847
5Egypt (1,386); Saudi Arabia (1,567)0.36528
DOI: https://doi.org/10.2478/jdis-2022-0019 | Journal eISSN: 2543-683X | Journal ISSN: 2096-157X
Language: English
Page range: 39 - 60
Submitted on: May 24, 2022
Accepted on: Sep 19, 2022
Published on: Oct 14, 2022
Published by: Chinese Academy of Sciences, National Science Library
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2022 Yuqi Wang, Yue Chen, Zhiqi Wang, Kang Wang, Kai Song, published by Chinese Academy of Sciences, National Science Library
This work is licensed under the Creative Commons Attribution 4.0 License.