REALM: A Framework to Explore Research Impacts by Social Network Analysis, Bibliometrics, and Altmetrics
Resumo
Currently, there is a big concern of governments and research institutes on evaluating the population awareness about scientific innovations, such as new food-production technologies and the development of drugs. Unmet demand is to fi nd new methods to measure the impact of scientific research and its social outreach. This work presents an Altmetrics-based framework to map the research impacts using alternative metrics based on the exchange of scientific knowledge on social media and online environments. This master thesis contributed to the ZIKAlliance consortium, enabling an online platform to monitor the scientific evolution and its social perception on the Zika epidemic.
Referências
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Victor R Basili, Gianluigi Caldiera, and H Dieter Rombach. 1994. The goal questionmetric approach. Encyclopedia of software engineering (1994), 528–532.
Michael R. Berthold, Nicolas Cebron, Fabian Dill, Thomas R. Gabriel, Tobias Kötter, Thorsten Meinl, Peter Ohl, Kilian Thiel, and Bernd Wiswedel. 2009. KNIME-the Konstanz information miner: version 2.0 and beyond. AcM SIGKDD explorations Newsletter 11, 1 (2009), 26–31. http://dl.acm.org/citation.cfm?id=1656280
Johan Bollen, Herbert V Sompel, A Hagberg, and R Chute. 2009. A principal component analysis of 39 scientific impact measures. PloS one 4, 6 (2009).
Lutz Bornmann. 2014. Validity of altmetrics data for measuring societal impact: A study using data from Altmetric and F1000Prime. Journal of Informetrics 8, 4(2014), 935–950.
Sergey Brin and Lawrence Page. 1998. The anatomy of a large-scale hypertextual web search engine. Computer networks and ISDN systems 30, 1 (1998), 107–117.http://www.sciencedirect.com/science/article/pii/S016975529800110X
Sergey Brin and Lawrence Page. 1998. The Anatomy of a Large-Scale Hypertextual Web Search Engine. In Proceedings of the Seventh International Conference on World Wide Web 7 (Brisbane, Australia) (WWW7). Elsevier Science Publishers B.V., NLD, 107–117. https://dl.acm.org/doi/10.5555/297805.297827
Fred D Davis. 1985. A technology acceptance model for empirically testing new end-user information systems: Theory and results. Ph.D. Dissertation. Massachusetts Institute of Technology.
Linton C. Freeman. 1978. Centrality in social networks conceptual clarification. Social networks 1, 3 (1978), 215–239.
Amy Harmon. 2016. Handful of Biologists Went Rogue and Published Directly to Internet. The New York Times (March 2016). https://www.nytimes.com/2016/03/16/science/asap-bio-biologists-published-to-the-internet.html
Olaf Hartig, Christian Bizer, and Johann-Christoph Freytag. 2009. Executing SPARQL Queries over the Web of Linked Data. In The Semantic Web - ISWC 2009.Vol. 5823. Springer Berlin Heidelberg, Berlin, Heidelberg, 293–309.
Xiangjie Kong, Yajie Shi, Shuo Yu, Jiaying Liu, and Feng Xia. 2019. Academic social networks: Modeling, analysis, mining and applications. Journal of Network and Computer Applications 132 (April 2019), 86–103.
Barabási László. 2016. Network science. Cambridge university press.
Luís Fernando Monsores Passos Maia, Marcia Lenzi, and Jonice Oliveira. 2019.REALM: An altmetrics-based web system to map science impacts on society: a case study on chikungunya research. In Proceedings of the 25th Brazilian Symposium on Multimedia and the Web - WebMedia ’19. ACM Press, Rio de Janeiro, Brazil, 481–488. https://doi.org/10.1145/3323503.3361697
Luis Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Rabello, and Jonice Oliveira. 2019. REALM: An Altmetrics-based Framework to Map Science Impacts on Society. A Case Study on Zika Research. In IEEE/WIC/ACM International Conference on Web Intelligence on - WI ’19. ACM Press, Thessaloniki, Greece, 233–241. https://doi.org/10.1145/3350546.3352523
Luís Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Rabello, and Jonice Oliveira. 2020. A Web Tool to Map Research Impacts Via Altmetrics. In Companion Proceedings of the Web Conference 2020 (WWW ’20). Association for Computing Machinery, Taipei, Taiwan, 235–239. https://doi.org/10.1145/3366424.3383549
Luis Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Teixeira Rabello, and Jonice Oliveira. 2019. Scientific collaboration in Zika: identification of the leading research groups and researchers via social network analysis. Cadernos de Saúde Pública 35, 3 (2019), 1–21. https://doi.org/10.1590/0102-311x00220217
Luís Fernando Monsores Passos Maia and Jonice Oliveira. 2017. Investigation of Research impacts on the Zika Virus: An Approach Focusing on Social network Analysis and Altmetrics. In Proceedings of the 23rd Brazilian Symposium on Multimedia and the Web - WebMedia ’17. ACM Press, Gramado, RS, Brazil, 413–416. https://doi.org/10.1145/3126858.3131593
Luis Fernando Monsores Passos Maia and Jonice Oliveira. 2018. REALM: Um Framework Computacional para Investigar os Impactos de Pesquisas Através de Métricas Alternativas. In Proceedings of 33rd Brazilian Symposium on Databases(SBBD 2018), Vol. 01. Sociedade Brasileira de Computação (SBC), Rio de Janeiro, RJ, Brazil, p. 37. http://sbbd.org.br/2018/wp-content/uploads/sites/5/2018/08/037-sbbd_2018-fp.pdf
Luis Fernando Monsores Passos Maia, Jonice Oliveira, Elaine Teixeira Rabello, Marcia Lenzi, and Kenneth Rochel de Camargo Jr. 2018. Scientific collaborations in Zika: identifying the main research groups through Social Scientific Network analysis. In Book of Abstracts - International Symposium on Zika Virus Research. Paris: European Union’s Horizon 2020 Research & Innovation Programme, Marseille, France, 101. https://zikalliance.tghn.org/site_media/media/medialibrary/2018/05/Book_of_Abstracts_Zika_Symposium_-_Marseille_2018.pdf
Luís Fernando Monsores Passos Maia and Marcela Mayumi Mauricio Yagui. 2017.Data Triplification of Zika News. In Anais do Simpósio Brasileiro de Sistemas de Informação (SBSI). Sociedade Brasileira de Computação, Lavras, 40–47. https://doi.org/10.5753/sbsi.2017.6024
Marcela Mayumi Mauricio Yagui, Luís Fernando Monsores Passos Maia, Jon-ice Oliveira, and Adriana Vivacqua. 2019. A Crowdsourcing Platform for Curating Cultural and Empirical Knowledge. A Study Applied to Botanical Collections. In IEEE/WIC/ACM International Conference on Web Intelligence on - WI ’19 Companion. ACM Press, Thessaloniki, Greece, 322–326. https://doi.org/10.1145/3358695.3360920
Donald G. McNeil Jr. 2016. Zika Data From the Lab, and Right to the Web. The New York Times (July 2016). https://www.nytimes.com/2016/07/19/health/zika-data-monkey-studies.html
Guilherme Vale Menezes, Nivio Ziviani, Alberto H.F. Laender, and Virgílio Almeida. 2009. A geographical analysis of knowledge production in computer science. In Proceedings of the 18th international conference on World wide web - WWW’09. ACM Press, Madrid, Spain, 1041. https://doi.org/10.1145/1526709.1526849
Lilian Nassi-Calò. 2016. Saiu no NY Times: Biólogos se rebelam e publicam diretamente na Internet. SciELO em Perspectiva (April2016). http://blog.scielo.org/blog/2016/04/07/saiu-no-ny-times-biologos-se-rebelam-e-publicam-diretamente-na-internet/
Mark E.J. Newman. 2004. Who Is the Best Connected Scientist? A Study of Scientific Coauthorship Networks. In Complex Networks, Eli Ben-Naim, HansFrauenfelder, and Zoltan Toroczkai (Eds.). Vol. 650. Springer Berlin Heidelberg, Berlin, Heidelberg, 337–370. https://doi.org/10.1007/978-3-540-44485-5_16
PLoS Medicine Editors. 2006. The impact factor game. PLoS Med 3, 6 (2006).
Jason Priem. 2013. Scholarship: Beyond the paper. Nature 495, 7442 (2013), 437–440. http://www.nature.com/nature/journal/v495/n7442/full/495437a.html
Jason Priem, Paul Groth, and Dario Taraborelli. 2012. The Altmetrics Collection. PLoS ONE 7, 11 (2012). http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3486795/
Elaine Teixeira Rabello, Marcia Lenzi, Luis Fernando Monsores Passos Maia, Jon-ice Oliveira, Marcelo Pereira Garcia, Janine Cardoso, Gustavo Correa Matta, and Kenneth Rochel de Camargo Jr. 2018. Production and circulation of knowledge about Zika: from scientists to social media users. In Book of Abstracts - International Symposium on Zika Virus Research. Paris: European Union’s Horizon 2020 Research & Innovation Programme, Marseille, France,106. https://zikalliance.tghn.org/site_media/media/medialibrary/2018/05/Book_of_Abstracts_Zika_Symposium_-_Marseille_2018.pdf
SBC. 2006. Grandes Desafios da Pesquisa em Computação no Brasil – 2006–2016, Relatório sobre o Seminário dos Grandes Desafios da Computação. https://www.sbc.org.br/documentos-da-sbc/category/141-grandes-desafi os
W3C. 2014. RDF 1.1 Primer. https://www.w3.org/TR/rdf11-primer
Stanley Wasserman and Katherine Faust. 1994. Social network analysis: Methods and applications. Vol. 8. Cambridge university press.
WellcomeTrust. 2020. About us | Welcome. https://wellcome.org/about-us/
ZIKAlliance. 2020. ZIKAlliance - About Us. https://zikalliance.tghn.org/about/
Victor R Basili, Gianluigi Caldiera, and H Dieter Rombach. 1994. The goal questionmetric approach. Encyclopedia of software engineering (1994), 528–532.
Michael R. Berthold, Nicolas Cebron, Fabian Dill, Thomas R. Gabriel, Tobias Kötter, Thorsten Meinl, Peter Ohl, Kilian Thiel, and Bernd Wiswedel. 2009. KNIME-the Konstanz information miner: version 2.0 and beyond. AcM SIGKDD explorations Newsletter 11, 1 (2009), 26–31. http://dl.acm.org/citation.cfm?id=1656280
Johan Bollen, Herbert V Sompel, A Hagberg, and R Chute. 2009. A principal component analysis of 39 scientific impact measures. PloS one 4, 6 (2009).
Lutz Bornmann. 2014. Validity of altmetrics data for measuring societal impact: A study using data from Altmetric and F1000Prime. Journal of Informetrics 8, 4(2014), 935–950.
Sergey Brin and Lawrence Page. 1998. The anatomy of a large-scale hypertextual web search engine. Computer networks and ISDN systems 30, 1 (1998), 107–117.http://www.sciencedirect.com/science/article/pii/S016975529800110X
Sergey Brin and Lawrence Page. 1998. The Anatomy of a Large-Scale Hypertextual Web Search Engine. In Proceedings of the Seventh International Conference on World Wide Web 7 (Brisbane, Australia) (WWW7). Elsevier Science Publishers B.V., NLD, 107–117. https://dl.acm.org/doi/10.5555/297805.297827
Fred D Davis. 1985. A technology acceptance model for empirically testing new end-user information systems: Theory and results. Ph.D. Dissertation. Massachusetts Institute of Technology.
Linton C. Freeman. 1978. Centrality in social networks conceptual clarification. Social networks 1, 3 (1978), 215–239.
Amy Harmon. 2016. Handful of Biologists Went Rogue and Published Directly to Internet. The New York Times (March 2016). https://www.nytimes.com/2016/03/16/science/asap-bio-biologists-published-to-the-internet.html
Olaf Hartig, Christian Bizer, and Johann-Christoph Freytag. 2009. Executing SPARQL Queries over the Web of Linked Data. In The Semantic Web - ISWC 2009.Vol. 5823. Springer Berlin Heidelberg, Berlin, Heidelberg, 293–309.
Xiangjie Kong, Yajie Shi, Shuo Yu, Jiaying Liu, and Feng Xia. 2019. Academic social networks: Modeling, analysis, mining and applications. Journal of Network and Computer Applications 132 (April 2019), 86–103.
Barabási László. 2016. Network science. Cambridge university press.
Luís Fernando Monsores Passos Maia, Marcia Lenzi, and Jonice Oliveira. 2019.REALM: An altmetrics-based web system to map science impacts on society: a case study on chikungunya research. In Proceedings of the 25th Brazilian Symposium on Multimedia and the Web - WebMedia ’19. ACM Press, Rio de Janeiro, Brazil, 481–488. https://doi.org/10.1145/3323503.3361697
Luis Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Rabello, and Jonice Oliveira. 2019. REALM: An Altmetrics-based Framework to Map Science Impacts on Society. A Case Study on Zika Research. In IEEE/WIC/ACM International Conference on Web Intelligence on - WI ’19. ACM Press, Thessaloniki, Greece, 233–241. https://doi.org/10.1145/3350546.3352523
Luís Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Rabello, and Jonice Oliveira. 2020. A Web Tool to Map Research Impacts Via Altmetrics. In Companion Proceedings of the Web Conference 2020 (WWW ’20). Association for Computing Machinery, Taipei, Taiwan, 235–239. https://doi.org/10.1145/3366424.3383549
Luis Fernando Monsores Passos Maia, Marcia Lenzi, Elaine Teixeira Rabello, and Jonice Oliveira. 2019. Scientific collaboration in Zika: identification of the leading research groups and researchers via social network analysis. Cadernos de Saúde Pública 35, 3 (2019), 1–21. https://doi.org/10.1590/0102-311x00220217
Luís Fernando Monsores Passos Maia and Jonice Oliveira. 2017. Investigation of Research impacts on the Zika Virus: An Approach Focusing on Social network Analysis and Altmetrics. In Proceedings of the 23rd Brazilian Symposium on Multimedia and the Web - WebMedia ’17. ACM Press, Gramado, RS, Brazil, 413–416. https://doi.org/10.1145/3126858.3131593
Luis Fernando Monsores Passos Maia and Jonice Oliveira. 2018. REALM: Um Framework Computacional para Investigar os Impactos de Pesquisas Através de Métricas Alternativas. In Proceedings of 33rd Brazilian Symposium on Databases(SBBD 2018), Vol. 01. Sociedade Brasileira de Computação (SBC), Rio de Janeiro, RJ, Brazil, p. 37. http://sbbd.org.br/2018/wp-content/uploads/sites/5/2018/08/037-sbbd_2018-fp.pdf
Luis Fernando Monsores Passos Maia, Jonice Oliveira, Elaine Teixeira Rabello, Marcia Lenzi, and Kenneth Rochel de Camargo Jr. 2018. Scientific collaborations in Zika: identifying the main research groups through Social Scientific Network analysis. In Book of Abstracts - International Symposium on Zika Virus Research. Paris: European Union’s Horizon 2020 Research & Innovation Programme, Marseille, France, 101. https://zikalliance.tghn.org/site_media/media/medialibrary/2018/05/Book_of_Abstracts_Zika_Symposium_-_Marseille_2018.pdf
Luís Fernando Monsores Passos Maia and Marcela Mayumi Mauricio Yagui. 2017.Data Triplification of Zika News. In Anais do Simpósio Brasileiro de Sistemas de Informação (SBSI). Sociedade Brasileira de Computação, Lavras, 40–47. https://doi.org/10.5753/sbsi.2017.6024
Marcela Mayumi Mauricio Yagui, Luís Fernando Monsores Passos Maia, Jon-ice Oliveira, and Adriana Vivacqua. 2019. A Crowdsourcing Platform for Curating Cultural and Empirical Knowledge. A Study Applied to Botanical Collections. In IEEE/WIC/ACM International Conference on Web Intelligence on - WI ’19 Companion. ACM Press, Thessaloniki, Greece, 322–326. https://doi.org/10.1145/3358695.3360920
Donald G. McNeil Jr. 2016. Zika Data From the Lab, and Right to the Web. The New York Times (July 2016). https://www.nytimes.com/2016/07/19/health/zika-data-monkey-studies.html
Guilherme Vale Menezes, Nivio Ziviani, Alberto H.F. Laender, and Virgílio Almeida. 2009. A geographical analysis of knowledge production in computer science. In Proceedings of the 18th international conference on World wide web - WWW’09. ACM Press, Madrid, Spain, 1041. https://doi.org/10.1145/1526709.1526849
Lilian Nassi-Calò. 2016. Saiu no NY Times: Biólogos se rebelam e publicam diretamente na Internet. SciELO em Perspectiva (April2016). http://blog.scielo.org/blog/2016/04/07/saiu-no-ny-times-biologos-se-rebelam-e-publicam-diretamente-na-internet/
Mark E.J. Newman. 2004. Who Is the Best Connected Scientist? A Study of Scientific Coauthorship Networks. In Complex Networks, Eli Ben-Naim, HansFrauenfelder, and Zoltan Toroczkai (Eds.). Vol. 650. Springer Berlin Heidelberg, Berlin, Heidelberg, 337–370. https://doi.org/10.1007/978-3-540-44485-5_16
PLoS Medicine Editors. 2006. The impact factor game. PLoS Med 3, 6 (2006).
Jason Priem. 2013. Scholarship: Beyond the paper. Nature 495, 7442 (2013), 437–440. http://www.nature.com/nature/journal/v495/n7442/full/495437a.html
Jason Priem, Paul Groth, and Dario Taraborelli. 2012. The Altmetrics Collection. PLoS ONE 7, 11 (2012). http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3486795/
Elaine Teixeira Rabello, Marcia Lenzi, Luis Fernando Monsores Passos Maia, Jon-ice Oliveira, Marcelo Pereira Garcia, Janine Cardoso, Gustavo Correa Matta, and Kenneth Rochel de Camargo Jr. 2018. Production and circulation of knowledge about Zika: from scientists to social media users. In Book of Abstracts - International Symposium on Zika Virus Research. Paris: European Union’s Horizon 2020 Research & Innovation Programme, Marseille, France,106. https://zikalliance.tghn.org/site_media/media/medialibrary/2018/05/Book_of_Abstracts_Zika_Symposium_-_Marseille_2018.pdf
SBC. 2006. Grandes Desafios da Pesquisa em Computação no Brasil – 2006–2016, Relatório sobre o Seminário dos Grandes Desafios da Computação. https://www.sbc.org.br/documentos-da-sbc/category/141-grandes-desafi os
W3C. 2014. RDF 1.1 Primer. https://www.w3.org/TR/rdf11-primer
Stanley Wasserman and Katherine Faust. 1994. Social network analysis: Methods and applications. Vol. 8. Cambridge university press.
WellcomeTrust. 2020. About us | Welcome. https://wellcome.org/about-us/
ZIKAlliance. 2020. ZIKAlliance - About Us. https://zikalliance.tghn.org/about/
Publicado
30/11/2020
Como Citar
MAIA, Luís Fernando Monsores Passos; OLIVEIRA, Jonice.
REALM: A Framework to Explore Research Impacts by Social Network Analysis, Bibliometrics, and Altmetrics. In: CONCURSO DE TESES E DISSERTAÇÕES - SIMPÓSIO BRASILEIRO DE SISTEMAS MULTIMÍDIA E WEB (WEBMEDIA), 26. , 2020, São Luís.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2020
.
p. 27-30.
ISSN 2596-1683.
DOI: https://doi.org/10.5753/webmedia_estendido.2020.13057.
