{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,28]],"date-time":"2025-02-28T05:37:52Z","timestamp":1740721072625,"version":"3.38.0"},"reference-count":40,"publisher":"Zeppelini Editorial e Comunicacao","issue":"3","license":[{"start":{"date-parts":[[2023,12,8]],"date-time":"2023-12-08T00:00:00Z","timestamp":1701993600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Rev. Bras. Ci\u00eanc. Ambient."],"abstract":"<jats:p>A avalia\u00e7\u00e3o permanente dos Programas de P\u00f3s-Gradua\u00e7\u00e3o (PPG) constitui importante instrumento para melhoria no cen\u00e1rio de conhecimento cient\u00edfico e no desenvolvimento tecnol\u00f3gico no Brasil. O objetivo do artigo foi desenvolver um modelo para an\u00e1lise da produ\u00e7\u00e3o cient\u00edfica dos PPG, utilizando recursos de redes de intera\u00e7\u00e3o, com recorte para as ci\u00eancias ambientais, visando detectar padr\u00f5es e conex\u00f5es entre eles. O recorte da pesquisa abrangeu todos os 112 PPG e os cursos da \u00c1rea de Ci\u00eancias Ambientais da Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoas de N\u00edvel Superior (CAPES), no per\u00edodo de 2013 a 2016. A metodologia foi dividida em quatro etapas: 1. coleta de dados e constru\u00e7\u00e3o de um banco de dados (informa\u00e7\u00f5es p\u00fablicas obtidas em consulta \u00e0 Plataforma Sucupira \u2014 CAPES); 5. minera\u00e7\u00e3o e processamento dos dados e a produ\u00e7\u00e3o de uma rede geral para representar os termos e os temas de maior relev\u00e2ncia comuns a todas as produ\u00e7\u00f5es dos PPG (teses, disserta\u00e7\u00f5es, projetos de pesquisas, artigos, livros e cap\u00edtulos de livros); 3. an\u00e1lise das redes sem\u00e2nticas; 4. gera\u00e7\u00e3o de produtos. Os resultados da pesquisa retornaram como produtos mapas de proximidade geogr\u00e1fica e de agrupamentos, que permitiram analisar a produ\u00e7\u00e3o dos PPG das Ci\u00eancias Ambientais em rela\u00e7\u00e3o aos seus temas centrais, de forma integrada. A metodologia empregada se mostrou bastante robusta e apropriada para contribuir na avalia\u00e7\u00e3o dos programas de p\u00f3s-gradua\u00e7\u00e3o brasileiros, bem como para identificar lacunas na pesquisa e \u00e1reas emergentes em escala nacional, culminando em uma proposta de modelo que, a partir das redes sem\u00e2nticas, analisem as produ\u00e7\u00f5es cient\u00edficas nas avalia\u00e7\u00f5es quadrienais.<\/jats:p>","DOI":"10.5327\/z2176-94781619","type":"journal-article","created":{"date-parts":[[2023,12,11]],"date-time":"2023-12-11T15:28:18Z","timestamp":1702308498000},"page":"405-416","source":"Crossref","is-referenced-by-count":0,"title":["Analysis model of scientific production in Postgraduate Programs based on Interaction Networks: A Case Study in Environmental Sciences"],"prefix":"10.5327","volume":"58","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2175-2792","authenticated-orcid":false,"given":"Washington de Jesus Sant\u2019Anna de","family":"Franca-Rocha","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1368-6721","authenticated-orcid":false,"given":"Rodrigo Nogueira","family":"Vasconcelos","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3627-8074","authenticated-orcid":false,"given":"Joselisa Maria","family":"Chaves","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2463-2331","authenticated-orcid":false,"given":"Patricia","family":"Bilotta","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0211-8048","authenticated-orcid":false,"given":"Isabel Jurema","family":"Grimm","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3045-8632","authenticated-orcid":false,"given":"S\u00f3nia Maria Carvalho","family":"Ribeiro","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7058-5903","authenticated-orcid":false,"given":"Rodrigo Affonso de Albuquerque","family":"Nobrega","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8945-1606","authenticated-orcid":false,"given":"Maria do Carmo Martins","family":"Sobral","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0420-7749","authenticated-orcid":false,"given":"Arlindo","family":"Philippi Junior","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0664-0266","authenticated-orcid":false,"given":"Carlos Alberto Cioce","family":"Sampaio","sequence":"additional","affiliation":[]}],"member":"3318","published-online":{"date-parts":[[2023,12,8]]},"reference":[{"key":"ref0","doi-asserted-by":"publisher","unstructured":"Avelar, C.F.P.; Rocha, T.A.H.; Cruz, F.J.S., 2017. Minera\u00e7\u00e3o de dados: uma revis\u00e3o da literatura em administra\u00e7\u00e3o. Revista Vianna Sapiens, v. 8, (2), 30-54. https:\/\/doi.org\/10.31994\/rvs.v8i2.232","DOI":"10.31994\/rvs.v8i2.232"},{"key":"ref1","doi-asserted-by":"publisher","unstructured":"Bastian, M.; Heymann, S.; Jacomy, M., 2009. Gephi: an open source software for exploring and manipulating networks. Thris Internacional AAAI Conference on Weblogs and Social Media, v. 3, (1), 361-362. https:\/\/doi.org\/10.1609\/icwsm.v3i1.13937","DOI":"10.1609\/icwsm.v3i1.13937"},{"key":"ref2","doi-asserted-by":"publisher","unstructured":"Bilotta, P.; Carbone, A.S.; Corbari, S.D.; Duleba, W.; Chaves, J.M.; Kniess, C.; Grimm, I.J.; Pregnolato, L.A., 2022. Environmental sciences and SDGs: Brazilian and international cases. SDGs in the Americas and Caribbean region. Springer, Cham, International Publishing, Switzerland. https:\/\/doi.org\/10.1007\/978-3-031-16017-2_27","DOI":"10.1007\/978-3-030-91188-1_27-1"},{"key":"ref3","doi-asserted-by":"publisher","unstructured":"Brasil, 2010. Minist\u00e9rio da Educa\u00e7\u00e3o. Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior. Plano Nacional de P\u00f3s-Gradua\u00e7\u00e3o: 2011\u20132020. Capes, Bras\u00edlia.","DOI":"10.1016\/j.ecolind.2018.12.012"},{"key":"ref4","doi-asserted-by":"publisher","unstructured":"Cabral, T.L.O.; Silva, F.C.; Pacheco, A.S.V.; Melo, P.A., 2020. A Capes e suas Sete D\u00e9cadas: trajet\u00f3ria da p\u00f3s-gradua\u00e7\u00e3o stricto sensu no Brasil. Revista Brasileira de P\u00f3s-gradua\u00e7\u00e3o-RBPG, v. 16, (36), 2358-2332. https:\/\/doi.org\/10.21713\/rbpg.v16i36.1680","DOI":"10.21713\/rbpg.v16i36.1680"},{"key":"ref5","doi-asserted-by":"publisher","unstructured":"Cai, J.; Hao, J.; Yang, H.; Zhao, X.; Yang, Y. 2023. A review on semi-supervised clustering. Information Sciences, v. 632, 164-200. https:\/\/doi.org\/10.1016\/j.ins.2023.02.088","DOI":"10.1016\/j.ins.2023.02.088"},{"key":"ref6","doi-asserted-by":"publisher","unstructured":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), 2016. Documento de \u00e1rea: Ci\u00eancias Ambientais (Accessed July 30, 2019) at:. www.gov.br\/Capes\/pt-br\/centrais-de-conteudo\/49_CAMB_docarea_2016_publ2.pdf","DOI":"10.1186\/s12918-016-0346-4"},{"key":"ref7","doi-asserted-by":"publisher","unstructured":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), 2017a. CAPES - Sucupira: coleta de dados, docentes de p\u00f3s-gradua\u00e7\u00e3o stricto sensu no Brasil 2013 a 2016 (Accessed July 30, 2019) at:. https:\/\/dadosabertos.capes.gov.br\/dataset\/35eab2f8-5a64-4619-b3f1-63a2e6690cfa\/resource\/b871db42-a86e-43d3-bf21-2ea2e85d0acd\/download\/metadados_docentes_2013a2016.pdf","DOI":"10.1016\/j.ecolind.2018.12.012"},{"key":"ref8","unstructured":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), 2017b. Relat\u00f3rio de avalia\u00e7\u00e3o \u2013 Ci\u00eancias Ambientais (Accessed July 30, 2019) at:."},{"key":"ref9","unstructured":"www.gov.br\/Capes\/pt-br\/centrais-de-conteudo\/20122017CIENCIASAMBIENTAISquadrienal.pdf"},{"key":"ref10","doi-asserted-by":"publisher","unstructured":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), 2019. Documento de \u00e1rea \u2013 \u00c1rea 49: Ci\u00eancias Ambientais. Diretoria de Avalia\u00e7\u00e3o, 24 p. (Accessed July 12, 2023) at:. https:\/\/www.gov.br\/capes\/pt-br\/centrais-de-conteudo\/49_CAMB_docarea_2016_publ2.pdf\/view","DOI":"10.14392\/asaa.2023160205"},{"key":"ref11","doi-asserted-by":"publisher","unstructured":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), 2022. Relat\u00f3rio de avalia\u00e7\u00e3o \u2013 Ci\u00eancias Ambientais (Accessed March 15, 2023) at:. www.gov.br\/capes\/pt-br\/centrais-de-conteudo\/documentos\/avaliacao\/19122022_49.CAMB_Quadrienal_Relatorio_Final.pdf","DOI":"10.1186\/s12918-016-0346-4"},{"key":"ref12","doi-asserted-by":"publisher","unstructured":"Fari\u00f1a Garc\u00eda, M.C.; De Nicol\u00e1s, V.L.; Yag\u00fce Blanco, J.L.; Labrador Fern\u00e1ndez, J. 2021. Semantic network analysis of sustainable development goals to quantitatively measure their interactions. Environmental Development, v. 37, 100589. https:\/\/doi.org\/10.1016\/j.envdev.2020.100589","DOI":"10.1016\/j.envdev.2020.100589"},{"key":"ref13","doi-asserted-by":"publisher","unstructured":"Florit, L.F.; Sampaio, C.A.C. Philippi Junior, A., 2019. O desafio da \u00e9tica socioambiental. In: Florit, L.F.; Sampaio, C.A.C.; Philippi Junior, A., \u00c9tica socioambiental. Barueri, Manole, pp .3-16.","DOI":"10.15517\/pa.v17i28.29550"},{"key":"ref14","doi-asserted-by":"publisher","unstructured":"Garg, M.; Kumar, M., 2018. The structure of word co-occurrence network for microblogs. Physica A: Statistical Mechanics and Its Applications, v. 512, 698-720. https:\/\/doi.org\/10.1016\/j.physa.2018.08.002","DOI":"10.1016\/j.physa.2018.08.002"},{"key":"ref15","doi-asserted-by":"publisher","unstructured":"Kirby, A., 2023. Exploratory bibliometrics: using VOSviewer as a preliminary research tool. Publications, v. 11, (1), 10. https:\/\/doi.org\/10.3390\/publications11010010","DOI":"10.3390\/publications11010010"},{"key":"ref16","doi-asserted-by":"crossref","unstructured":"Lehmann, F., 1992. Semantic network. Computers & Mathematics with Applications, v. 23, (2-5), 1-50. https:\/\/doi.org\/10.1016\/0898-1221(92)90135-5","DOI":"10.1016\/0898-1221(92)90135-5"},{"key":"ref17","doi-asserted-by":"publisher","unstructured":"Nobrega, R.A.A.; Ribeiro, S.M.C.; Costa, E.L.; Macedo, D.R.; Bilotta, P.; Grimm, I.J.; Sampaio, C.A.C.; Schypula, A.; Chaves, J.M.; Rocha, W.J.S.F.; Vasconcelos, R.N., 2018. Destaque territorial: proposta de modelagem socioecon\u00f4mica e ambiental para avaliar a inser\u00e7\u00e3o social nos Programas de P\u00f3s-Gradua\u00e7\u00e3o em Ci\u00eancias Ambientais. Brazilian Journal of Environmental Sciences (RBCIAMB), v. 49, 34-50. https:\/\/doi.org\/10.5327\/Z2176-947820180372","DOI":"10.5327\/z2176-947820180372"},{"key":"ref18","unstructured":"Max-Neef, M.; Elizalde, A.; Hopenhayn, M., 2012. Desenvolvimento \u00e1 escala humana. EdiFurb, Blumenau."},{"key":"ref19","doi-asserted-by":"publisher","unstructured":"Pereira, H.B.B.; Fadigas, I.S.; Senna, V.; Moret, M.A., 2011. Semantic networks based on titles of scientific papers. Physica A: Statistical Mechanics and its Applications, v. 390, (6), 1192-1197. https:\/\/doi.org\/10.1016\/j.physa.2010.12.001","DOI":"10.1016\/j.physa.2010.12.001"},{"key":"ref20","doi-asserted-by":"publisher","unstructured":"Pereira, H.B.B.; Grilo, M.; Fadigas, I.S.; Souza Junior, C.T.; Cunha, M.V.; Barreto, R.S.F.D.; Andrade, J.C.; Henrique, T., 2022. Systematic review of the \u201csemantic network\u201d definitions. Expert Systems with Applications, v. 210, 118455. https:\/\/doi.org\/10.1016\/j.eswa.2022.118455","DOI":"10.1016\/j.eswa.2022.118455"},{"key":"ref21","doi-asserted-by":"publisher","unstructured":"Quispe, L.V C.; Tohalino, J.A.V.; Amancio, D.R., 2021. Using virtual edges to improve the discriminability of co-occurrence text networks. Physica A: Statistical Mechanics and Its Applications, v. 562, 125344. https:\/\/doi.org\/10.1016\/j.physa.2020.125344","DOI":"10.1016\/j.physa.2020.125344"},{"key":"ref22","unstructured":"R Core Team, 2013. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna. Ambientais (Accessed March 26, 2023) at:. http:\/\/www.R-project.org\/"},{"key":"ref23","unstructured":"Rosa, M.G., 2016. Modelo emp\u00edrico para analisar a robustez de redes sem\u00e2nticas. Doctoral Thesis, Programa Multidisciplinar e Multi-Institucional em Difus\u00e3o do Conhecimento da UFBA, LNCC, UEFS, IFBA, SENAI-CIMATEC, FACED, IHAC. Feira de Santana, Bahia."},{"key":"ref24","doi-asserted-by":"publisher","unstructured":"Sachs, I. 2004. Desenvolvimento: includente, sustent\u00e1vel, sustentado. Garamond, Rio de Janeiro.","DOI":"10.14393\/rct102027656"},{"key":"ref25","unstructured":"SANTOS JUNIOR, R.P.; RODRIGUES, A.A.A.O.; LOPES, C.R.; D\u00c9JARDIN, I.P.; PEIXOTO, J.L.B.; CUNHA, M.V., 2014. An\u00e1lise de diferentes conceitos de educa\u00e7\u00e3o por meio das redes sem\u00e2nticas. DataGramaZero: Revista de Informa\u00e7\u00e3o, v.15, (3), A03."},{"key":"ref26","doi-asserted-by":"publisher","unstructured":"Sampaio, C.A.C.; Phillip Junior, A., 2021. Impacto das Ci\u00eancias Ambientais na Agenda 2030 da ONU. S\u00e3o Paulo: Instituto de Estudos Avan\u00e7ados, Universidade de S\u00e3o Paulo, v. 1. https:\/\/doi.org\/10.11606\/9786587773186","DOI":"10.11606\/9786587773186"},{"key":"ref27","doi-asserted-by":"publisher","unstructured":"Schmitt, J.L.; Rocha, C.Y.M.; Galvincio, J.D.; Almeida, J.S., 2022. Interdisciplinaridade em ci\u00eancias ambientais: monitoramento ambiental na preven\u00e7\u00e3o de futuras pandemias. Historia Ambiental Latinoamericana Y Caribe\u00f1a (HALAC) Revista De La Solcha, v.1 2, (1]0, 322-352. https:\/\/doi.org\/10.32991\/2237-2717.2022v12i1.p322-352","DOI":"10.32991\/2237-2717.2022v12i1.p322-352"},{"key":"ref28","doi-asserted-by":"publisher","unstructured":"Shimada, Y.; Tatara, M.; Fujiwara, K.; Ikeguchi, T., 2019. Formation mechanisms of local structures in language networks. EPL (Europhysics Letters), v. 127, (5), 56003. https:\/\/doi.org\/10.1209\/0295-5075\/127\/56003","DOI":"10.1209\/0295-5075\/127\/56003"},{"key":"ref29","doi-asserted-by":"publisher","unstructured":"Tokuda, E.K.; Comin, C.H.; Costa, L.F., 2022. Revisiting agglomerative clustering. Physica A: Statistical Mechanics and its Applications, v. 585, 126433. https:\/\/doi.org\/10.1016\/j.physa.2021.126433","DOI":"10.1016\/j.physa.2021.126433"},{"key":"ref30","doi-asserted-by":"publisher","unstructured":"T\u00fcrker, \u0130.; Sulak, E.E., 2018. A multilayer network analysis of hashtags in twitter via co-occurrence and semantic links. International Journal of Modern Physics B, v. 32, (4), 1850029. https:\/\/doi.org\/10.1142\/S0217979218500297","DOI":"10.1142\/s0217979218500297"},{"key":"ref31","doi-asserted-by":"publisher","unstructured":"Universidade de S\u00e3o Paulo (USP), 2022. Centro de S\u00edntese USP Cidades Globais. UrbanSus: II Encontro Acad\u00eamico Impacto das Ci\u00eancias Ambientais da Agenda 2020 da ONU. USP\/IEA, S\u00e3o Paulo.","DOI":"10.21115\/jbes.v15.n2.p146-53"},{"key":"ref32","doi-asserted-by":"publisher","unstructured":"Valli, M., 2012. An\u00e1lise de custer. Augusto Guzzo Revista Acad\u00eamica, (4), 77-87. https:\/\/doi.org\/10.22287\/ag.v0i4.107","DOI":"10.22287\/ag.v0i4.107"},{"key":"ref33","doi-asserted-by":"publisher","unstructured":"van Eck, N.J.; Waltman, L., 2009. How to normalize cooccurrence data? An analysis of some well-known similarity measures. Journal of the American Society for Information Science and Technology, v. 60, (8), 1635-1651. https:\/\/doi.org\/10.1002\/asi.21075","DOI":"10.1002\/asi.21075"},{"key":"ref34","doi-asserted-by":"publisher","unstructured":"van Eck, N.J.; Waltman, L., 2007. Bibliometric mapping of the computational intelligence field. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, v. 15, (05), 625-645. https:\/\/doi.org\/10.1142\/S0218488507004911","DOI":"10.1142\/s0218488507004911"},{"key":"ref35","doi-asserted-by":"publisher","unstructured":"van Eck, N. J.; Waltman, L., 2010. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, v. 84, (2), 523-538. https:\/\/doi.org\/10.1007\/s11192-009-0146-3","DOI":"10.1007\/s11192-009-0146-3"},{"key":"ref36","unstructured":"van Eck, N.J.; Waltman, L., 2011. Text mining and visualization using VOSviewer. ISSI Newsletter, v. 7, (3), 50-54. (paper, preprint, supplementary material)"},{"key":"ref37","doi-asserted-by":"publisher","unstructured":"van Eck, N.J.; Waltman, L.; Noyons, E.C.M.; Buter, R.K., 2010. Automatic term identification for bibliometric mapping. Scientometrics, v. 82, (3), 581-596. https:\/\/doi.org\/10.1007\/s11192-010-0173-0","DOI":"10.1007\/s11192-010-0173-0"},{"key":"ref38","doi-asserted-by":"publisher","unstructured":"van Eck, N.J.; Waltman, L.; van den Berg, J.; Kaymak, U., 2006. Visualizing the computational intelligence field. IEEE Computational Intelligence Magazine, v. 1, (4), 6-10. https:\/\/doi.org\/10.1109\/CI-M.2006.248043","DOI":"10.1109\/ci-m.2006.248043"},{"key":"ref39","doi-asserted-by":"publisher","unstructured":"Yang, H.; Liu, Q.; Zhang, J.; Ding, X.; Chen, C.; Wang, L., 2022. Community detection in semantic networks: a multi-view approach. Entropy, v. 24, 1141. https:\/\/doi.org\/10.3390\/e24081141","DOI":"10.3390\/e24081141"}],"container-title":["Revista Brasileira de Ci\u00eancias Ambientais"],"original-title":[],"link":[{"URL":"https:\/\/www.rbciamb.com.br\/Publicacoes_RBCIAMB\/article\/download\/1619\/921","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.rbciamb.com.br\/Publicacoes_RBCIAMB\/article\/download\/1619\/962","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.rbciamb.com.br\/Publicacoes_RBCIAMB\/article\/download\/1619\/921","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,28]],"date-time":"2025-02-28T00:47:29Z","timestamp":1740703649000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.rbciamb.com.br\/Publicacoes_RBCIAMB\/article\/view\/1619"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,8]]},"references-count":40,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2023,10,28]]}},"URL":"https:\/\/doi.org\/10.5327\/z2176-94781619","relation":{},"ISSN":["2176-9478","1808-4524"],"issn-type":[{"type":"electronic","value":"2176-9478"},{"type":"print","value":"1808-4524"}],"subject":[],"published":{"date-parts":[[2023,12,8]]}}}