Ommission (49, (4.54 ) three.88 ) 1.77 ) MDPI AG (four.21 )9 ofPublications 2021, 9,three.2. Network Analysis This section presents the results and findings of our network analysis (Step 3 in Table 1). As noted in Section two.two.2, the network analysis incorporated building and visualization 3.2. Network Analysis ofThiskeyword co-occurrence networks for allof our networkEach network comprised1). the section presents the outcomes and findings subject regions. evaluation (Step three in Table a number of clusters with closely connected key phrases that represented some topics. Figure 2 presents As noted in Section 2.2.2, the network analysis incorporated building and visualization a sample network for the subject region Bisantrene In Vitro Physics and regions. Every network comprised with the keyword co-occurrence networks for all subjectAstronomy. This network has eight clusters that with closely associated search phrases that represented some area. Close links several clustersrepresent independent streams of research within this subjecttopics. Figure 2 in the network 5-Azacytidine MedChemExpress demonstrate interconnections Physics and Astronomy. This network has presents a sample network for the topic region that exist amongst clusters. A number of the search phrases belong to quite a few clusters. Based streams of research within this topic location. Close eight clusters that represent independent on the network visualization, by far the most representative the network ions, irradiation, temperature, scanning electron microscopy, silicon, links inkeywords are demonstrate interconnections that exist amongst clusters. A few of thehydrogen, carbon, to many clusters. Determined by the network visualization, Similar netkeywords belong mathematical models, crystal structure, and electrons. by far the most functions for all 25 subject locations are supplied in Figures S1 canning electron microscopy, representative keywords and phrases are ions, irradiation, temperature, S25 in Supplementary Materials.silicon, hydrogen, carbon, mathematical models, crystal structure, and electrons. Similar networks for all 25 subject regions are provided in Figures S1 25 in Supplementary Components.Figure 2. A keyword co-occurrence network for for the subject region Physics and Astronomy. Figure 2. A keyword co-occurrence network the topic area Physics and Astronomy.NoTable four summarizes the crucial attributes on the keyword co-occurrence networks in our Table 4 summarizes the crucial attributes in the keyword co-occurrence networks in our study. We note that Physics and Astronomy, Biochemistry, Genetics and Molecular biology, study. We note that Physics and Astronomy, Biochemistry, Genetics and Molecular bioland Medicine are characterized by a large quantity of search phrases in comparison to other ogy, and Medicine are characterized by a sizable quantity of key phrases in comparison to topic locations and these with stronger links. other subject areas and those with stronger links. Table 4. Summary with the network analysis of science in Kazakhstan, by subject locations. Medicine has the biggest quantity of collaboration links (153,993), which implies powerful collaboration within this subject location. The areas close in research scope to Medicine, Essentially the most Representative Keyword phrases which include Immunology and Microbiology and Pharmacology, Toxicology, and PharmaceuSubject Area Key phrases Links Clusters (Top rated 10 Occurrences) tics, have comparatively fewer links.Physics and astronomy 1327 49,998 eight Ions, irradiation, temperature, scanning electron microscopy, silicon, hydrogen, carbon, mathematical models, crystal structure, electronsSocial SciencesQuestionnaire, human.