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General laws of funding for scientific citations: how citations change in funded and unfunded research between basic and applied sciences Cover

General laws of funding for scientific citations: how citations change in funded and unfunded research between basic and applied sciences

By: Mario Coccia and  Saeed Roshani  
Open Access
|Nov 2024

Figures & Tables

Figure 1.

Expected increase % in the citations of papers by increasing of 1% funded articles published in journals. Basic sciences have bars with stripes; the other bars with full color indicate applied sciences (cf., also, Table 2)
Expected increase % in the citations of papers by increasing of 1% funded articles published in journals. Basic sciences have bars with stripes; the other bars with full color indicate applied sciences (cf., also, Table 2)

Figure 2.

Scaling factor α indicates how expected citations change in papers by increasing 1% papers in journals. Scaling factor α also suggests the magnitude of Matthew effect (in brief, intensity of credit) of articles in journals with number of citations in journals. The magnitude of scaling factor is rather similar in applied and basic sciences for funded and unfunded papers, suggesting the invariant property of funding in diffusion of science.
Scaling factor α indicates how expected citations change in papers by increasing 1% papers in journals. Scaling factor α also suggests the magnitude of Matthew effect (in brief, intensity of credit) of articles in journals with number of citations in journals. The magnitude of scaling factor is rather similar in applied and basic sciences for funded and unfunded papers, suggesting the invariant property of funding in diffusion of science.

Figure 3.

Estimated relationship of cumulative citations (2016-2021 period) on funded papers (2016) in basic sciences.
Estimated relationship of cumulative citations (2016-2021 period) on funded papers (2016) in basic sciences.

Figure 4.

Estimated relationship of cumulative citations (2016-2021 period) on unfunded papers (2016) in basic sciences.
Estimated relationship of cumulative citations (2016-2021 period) on unfunded papers (2016) in basic sciences.

Figure 5.

Estimated relationship of cumulative citations (2016-2021 period) on funded papers (2016) in applied sciences.
Estimated relationship of cumulative citations (2016-2021 period) on funded papers (2016) in applied sciences.

Figure 6.

Estimated relationship of cumulative citations (2016-2021 period) on unfunded papers (2016) in applied sciences.
Estimated relationship of cumulative citations (2016-2021 period) on unfunded papers (2016) in applied sciences.

The search string for extracting documents_

FieldsSearch String in Web of science category (WC)Sample, number of papers in 2016
ChemistryWC=((“Chemistry, Analytical” OR “Chemistry, Applied” OR “Chemistry, Inorganic & Nuclear” OR “Chemistry, Inorganic & Nuclear” OR “Chemistry, Medicinal” OR “Chemistry, Multidisciplinary” OR “Chemistry, Organic” OR “Chemistry, Physical”))183,027
PhysicsWC=((“Physics, Applied” OR “Physics, Atomic, Molecular & Chemical” OR “Physics, Condensed Matter” OR “Physics, Fluids & Plasmas” OR “Physics, Mathematical” OR “Physics, Multidisciplinary” OR “Physics, Nuclear” OR “Physics, Particles & Fields”))127,409
MedicineWC=((Medicine, General & Internal” OR “Medicine, Legal” OR “Medicine, Research & Experimental” OR “Physiology”))55,419
BiologyWC=(“Biochemistry & Molecular Biology”)) OR (“Biology”) OR (“Biophysics”) OR (“Biotechnology & Applied Microbiology”) OR (“Evolutionary Biology”) OR (“Cell Biology”)124,245
Computer ScienceWC=((“Computer Science, Artificial Intelligence” OR “Computer Science, Cybernetics” OR (“Computer Science, Hardware & Architecture” OR (“Computer Science, Information Systems” OR (“Computer Science, Interdisciplinary Applications” OR (“Computer Science, Software Engineering” OR (“Computer Science, Theory & Methods”))49,633
EconomicsWC=(“Economics”)19,003
EngineeringWC=((“Engineering, Aerospace”) OR (“Engineering, Biomedical” OR (“Engineering, Chemical” OR (“Engineering, Civil”) OR (“Engineering, Electrical & Electronic” OR (“Engineering, Environmental” OR (“Engineering, Geological” OR (“Engineering, Industrial”)) OR (“Engineering, Manufacturing”)) OR (“Engineering, Marine” OR (“Engineering, Mechanical” OR (“Engineering, Multidisciplinary” OR (“Engineering, Ocean” OR (“Engineering, Petroleum”))71,387
Environmental SciencesWC=((“ Environmental Sciences”) OR (“Environmental Studies”) OR (“Oceanography”))67,424
Astronomy & AstrophysicsWC=(“ Astronomy & Astrophysics”)19,990
Mathematics & StatisticsWC=((“Mathematics, Applied”)) OR (“Mathematics, Interdisciplinary Applications” OR (“Statistics & Probability”))55,798
SociologyWC=(“Sociology”)5,019
GeologyWC=((“Geology”) OR (“Mineralogy”))4,942
ZoologyWC=(“ Zoology”)12,262
PsychologyWC=((“Psychology, Applied”) OR (“Psychology, Biological”) OR (“Psychology, Biological”) OR (“Psychology, Clinical”) OR (“Psychology, Developmental”) OR (“Psychology, Educational”) OR (“Psychology, Experimental”) OR (“Psychology, Mathematical”) OR (“Psychology, Multidisciplinary”) OR (“Psychology, Multidisciplinary”) OR (“Psychology, Psychoanalysis”) OR (“Psychology, Social”))35,779
Total 831,337

Estimated power law relationship between citations and number of articles in journals per funding status between basic and applied sciences

Fields of researchSourcesα_OLS(SD)α_SMAPearson Coeff. rΔkR2N, journals
Basic sciences (BAS)
ChemistryFunded1.25***0.041.350.92 3.54***0.84527
Unfunded0 94***0.051.270.74 12.20***0.57526
PhysicsFunded1.17***0.051.280.90 4.60***0.82382
Unfunded1.02***0.061.260.81 7.27***0.66382
Astronomy & AstrophysicsFunded1.22***0.011.300.93 4.47***0.8863
Unfunded0.98***0.051.300.75 7.90***0.5760
Mathematics & StatisticsFunded1.09***0.041.300.84 4.66***0.70654
Unfunded1.03***0.041.310.78 4.61***0.61653
OLS and SMA estimation in all Basic SciencesFunded1.24***0.021.340.910.101.20***0.841,628
Unfunded1.06***0.021.340.780.281.78***0.621,622
Sourcesα(SD) kR2N
Applied sciences (APS)
EngineeringFunded1.24***0.041.360.91 4.17***0.82431
Unfunded1.11***0.061.460.76 6.13***0.58437
Environmental SciencesFunded1.19***0.031.280.92 6.42***0.86464
Unfunded1.14***0.041.330.85 7.83***0.72464
MedicineFunded1.25***0.051.370.91 5.10***0.83364
Unfunded0.71***0.051.000.71 25.79***0.50373
BiologyFunded1.27***0.031.270.90 4.24***0.81894
Unfunded0.94***0.031.220.77 12.90***0.59866
PsychologyFunded1.18***0.031.300.90 8.43***0.81572
Unfunded1.11***0.041.380.80 8.80***0.64586
EconomicsFunded1.38***0.051.570.87 3.48***0.76364
Unfunded1.16***0.071.600.72 5.11***0.52372
SociologyFunded1.48***0.071.650.89 3.33***0.80131
Unfunded1.13***0.081.500.75 6.35***0.56136
GeologyFunded1.46***0.061.510.96 1.99***0.9377
Unfunded1.32***0.081.520.86 3.46***0.7577
ZoologyFunded1.24***0.061.350.92 3.20***0.85176
Unfunded1.07***0.061.350.79 5.15***0.6256
Computer ScienceFunded1.19***0.041.370.87 5.92***0.75518
Unfunded1.17***0.041.420.82 6.12***0.68520
OLS and SMA estimation in all Applied SciencesFunded1.23***0.011.340.900.111.68***0.833,994
Unfunded1.04***0.011.300.790.262.22***0.634,005
Total 11,125

Number of documents and citations in research fields according to the funding status, categorized in basic and applied sciences

FieldSourcesJournals In 2016Papers in 2016%Citations 2016-2021%
Basic sciences (BAS)
ChemistryFunded527155,50184.963,993,61890.32
Unfunded52627,52615.04427,6319.68
PhysicsFunded382104,04181.652,144,54088.82
Unfunded38223,36818.35269,90711.18
Astronomy & AstrophysicsFunded6317,42187.15414,86193.15
Unfunded602,56912.8530,51316.85
Mathematics & StatisticsFunded65438,68169.33367,40974.65
Unfunded65317,11730.67124,79525.35
Total Basic sciences 386,224 7,773,274
Average value in Basic sciencesFunded 80.77 86.74
Unfunded 19.23 15.77
Applied sciences (APS)SourcesJournals In 2016Papers in 2016%Citations 2016-2021%
EngineeringFunded43148,80568.36961,49973.74
Unfunded43722,58231.64342,48826.26
Environmental SciencesFunded46452,26277.511,273,30882.05
Unfunded46415,16222.49278,44119.95
MedicineFunded36433,49460.00904,98080.00
Unfunded37321,92540.00219,95620.00
BiologyFunded894105,87285.212,555,93090.58
Unfunded86618,37314.79265,9729.42
PsychologyFunded57220,20256.46399,76760.80
Unfunded58615,57743.54257,67039.20
EconomicsFunded3648,94447.06167,29055.48
Unfunded37210,05952.94134,28744.52
SociologyFunded1312,03540.5434,15848.68
Unfunded1362,98459.4636,02051.32
GeologyFunded773,88878.6871,78285.25
Unfunded771,05421.3212,42514.75
ZoologyFunded1769,38076.5095,12881.86
Unfunded562,88223.5021,06918.14
Computer ScienceFunded51833,15766.80682,23771.15
Unfunded52016,47633.20276,58228.85
Total Applied sciences 11,125445,113 8,990,989
Average value in Applied sciencesFunded 65.712 72.96
Unfunded 34.288 27.24
TOTAL of BASIC AND APPLIED SCIENCES 831,337 16,764,263
DOI: https://doi.org/10.2478/jdis-2024-0005 | Journal eISSN: 2543-683X | Journal ISSN: 2096-157X
Language: English
Page range: 71 - 89
Submitted on: Jul 25, 2023
Accepted on: Nov 22, 2023
Published on: Nov 19, 2024
Published by: Chinese Academy of Sciences, National Science Library
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2024 Mario Coccia, Saeed Roshani, published by Chinese Academy of Sciences, National Science Library
This work is licensed under the Creative Commons Attribution 4.0 License.