La importancia de los Repositorios Institucionales para el seguimiento automático de los Objetivos de Desarrollo Sostenible
Palabras clave:
Procesamiento de Lenguaje Natural, ODS, RI, SciBERT, similitud semánticaResumen
Los Objetivos de Desarrollo Sostenible (ODS) definidos en el 2015 por la Organización de las Naciones Unidas buscan lograr una sociedad mundial más equitativa. Sobre esta base, el objetivo de este trabajo es resaltar la importancia que tienen los Repositorios Institucionales (RI) para el seguimiento en la implementación de los ODS en un contexto deseado. Por tanto, se propone diseñar un clasificador computacional capaz de analizar los textos completos de las publicaciones científicas de los repositorios aplicando técnicas del Procesamiento de Lenguaje Natural para establecer vectores de similitud semántica con los ODS a partir de una metodología para la clasificación implementada con SciBERT y un corpus robusto seleccionado cuidadosamente. De esta manera, se le permite al usuario hacer uso de los recursos o ítems del repositorio o repositorios de acuerdo con la clasificación semántica lograda.
Citas
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Texier, J. (2013). Los repositorios institucionales y las bibliotecas digitales: Una somera revisión bibliográfica y su relación en la educación superior. 9. http://eprints.rclis.org/19925/
United Nations. (2015). Resolution adopted by the General Assembly. A/RES/70/1. United Nations Publications. https://undocs.org/en/A/RES/70/1
Välme, E., & Renmarker, L. (2021). Accelerating Sustainability Report Assessment with Natural Language Processing. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-445912
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Allen, C., Metternicht, G., & Wiedmann, T. (2018). Initial progress in implementing the Sustainable Development Goals (SDGs): A review of evidence from countries. Sustainability Science, 13(5), 1453–1467. https://doi.org/10.1007/s11625-018-0572-3
Beltagy, I., Lo, K., & Cohan, A. (2019). SciBERT: A Pretrained Language Model for Scientific Text. ArXiv:1903.10676 [Cs]. http://arxiv.org/abs/1903.10676
Bordignon, F. (2021). Dataset of search queries to map scientific publications to the UN sustainable development goals. Data in Brief, 34, 106731. https://doi.org/10.1016/j.dib.2021.106731
Buttigieg, P. L., McGlade, J., & Coppens, L. (2015). Clarifying terms in the SDGs: Representing the meaning behind the terminology. 2nd Meeting of the Inter-Agency Expert Group on Sustainable Development Goal Indicators. https://doi.org/10013/epic.155ebbec-cae2-4e84-8630-28a7feca5b0e
Cambia.org. (2021). Cambia – Enabling Innovation. https://cambia.org/
Castro, F., Valbuena, N., & Caribe, C. de los O. de D. S. para A. L. y el. (2020). Índice ODS 2019 para América Latina y el Caribe. https://bibliotecadigital.ccb.org.co/handle/11520/25484
Galli, A., Leuenberger, A., Dietler, D., Fletcher, H. A., Junghanss, T., & Utzinger, J. (2020). Tropical Medicine and International Health and the 2030 Agenda for Sustainable Development. Tropical Medicine & International Health, 25(1), e1–e13. https://doi.org/10.1111/tmi.13368
Gelbukh, A., & Sidorov, G. (2010). Procesamiento automático del español con enfoque en recursos léxicos grandes. Instituto Politecnico Nacional.
Griffiths, M. D., Kuss, D. J., Billieux, J., & Pontes, H. M. (2016). The evolution of Internet addiction: A global perspective. Addictive Behaviors, 53, 193–195. https://doi.org/10.1016/j.addbeh.2015.11.001
Gupta, J., & Vegelin, C. (2016). Sustainable development goals and inclusive development. International Environmental Agreements: Politics, Law and Economics, 16(3), 433–448. https://doi.org/10.1007/s10784-016-9323-z
Hajikhani, A., & Suominen, A. (2021). The interrelation of sustainable development goals in publications and patents: A machine learning approach. CEUR Workshop Proceedings, 2871, 183–193. https://cris.vtt.fi/en/publications/the-interrelation-of-sustainable-development-goals-in-publication
InternetLiveStats.com. (2021). Internet Live Stats—Internet Usage & Social Media Statistics. https://www.internetlivestats.com/
Jayabalasingham, B., Boverhof, R., Agnew, K., & Klein, L. (2019). Identifying research supporting the United Nations Sustainable Development Goals. 1. https://doi.org/10.17632/87txkw7khs.1
Jisc. (2021). OpenDOAR: Directory of Open Access Repositories. https://v2.sherpa.ac.uk/opendoar/
Jurafsky, D., & Martin, J. (2008). Speech and Language Processing. Prentice Hall.
Koch, F., & Krellenberg, K. (2018). How to Contextualize SDG 11? Looking at Indicators for Sustainable Urban Development in Germany. ISPRS International Journal of Geo-Information, 7(12), 464. https://doi.org/10.3390/ijgi7120464
Körfgen, A., Förster, K., Glatz, I., Maier, S., Becsi, B., Meyer, A., Kromp-Kolb, H., & Stötter, J. (2018). It’s a Hit! Mapping Austrian Research Contributions to the Sustainable Development Goals. Sustainability, 10(9), 3295. https://doi.org/10.3390/su10093295
Körfgen, A., Glatz, I., Maier, S., Scherz, M., Kreiner, H., Passer, A., Allerberger, F., Kromp-Kolb, H., & Stötter, J. (2019). Austrian Universities and the Sustainable Development Goals. IOP Conference Series: Earth and Environmental Science, 323(1), 012156. https://doi.org/10.1088/1755-1315/323/1/012156
LaFleur, M. (2019). Art Is Long, Life Is Short: An SDG Classification System for DESA Publications (SSRN Scholarly Paper ID 3400135). Social Science Research Network. https://doi.org/10.2139/ssrn.3400135
Lope Salvador, V., Mamaqi, X., & Bordes, F. J. V. (2020). La Inteligencia Artificial: Desafíos teóricos, formativos y comunicativos de la datificación. Icono14, 18(1), 58–88.
Luccioni, A., Baylor, E., & Duchene, N. (2020). Analyzing Sustainability Reports Using Natural Language Processing. ArXiv:2011.08073 [Cs]. http://arxiv.org/abs/2011.08073
Markus, M. L. (2017). Datification, Organizational Strategy, and IS Research: What’s the Score? The Journal of Strategic Information Systems, 26(3), 233–241. https://doi.org/10.1016/j.jsis.2017.08.003
Martínez Osés, P. J. (2020). Hacer realidad la Agenda: Medios de implementación, revisión y seguimiento. Transformar Nuestro Mundo, ¿realidad o Ficción?
Meschede, C. (2020). The Sustainable Development Goals in Scientific Literature: A Bibliometric Overview at the Meta-Level. Sustainability, 12(11), 4461. https://doi.org/10.3390/su12114461
Molina Gómez, N. I., Rodríguez, C. A., López, P. A., & Díaz Arévalo, J. L. (2020). Minería de texto y aprendizaje automático para identificar prioridades de desarrollo sostenible. https://repository.usta.edu.co/handle/11634/23291
Naciones Unidas. (2015). Resolución de la Asamblea General de las Naciones Unidas: A/RES/70/1. ONU. https://undocs.org/es/A/RES/70/1
Narmadha, R. P., & Sreeja, G. G. (2016). A survey on online tweet segmentation for linguistic features. 2016 International Conference on Computer Communication and Informatics (ICCCI), 1–6. https://doi.org/10.1109/ICCCI.2016.7479955
Pukelis, L., Puig, N. B., Skrynik, M., & Stanciauskas, V. (2020). OSDG -- Open-Source Approach to Classify Text Data by UN Sustainable Development Goals (SDGs). ArXiv:2005.14569 [Cs]. http://arxiv.org/abs/2005.14569
Suber, P. (2012). Ensuring open access for publicly funded research. BMJ : British Medical Journal, 345. https://doi.org/10.1136/bmj.e5184
Texier, J. (2013). Los repositorios institucionales y las bibliotecas digitales: Una somera revisión bibliográfica y su relación en la educación superior. 9. http://eprints.rclis.org/19925/
United Nations. (2015). Resolution adopted by the General Assembly. A/RES/70/1. United Nations Publications. https://undocs.org/en/A/RES/70/1
Välme, E., & Renmarker, L. (2021). Accelerating Sustainability Report Assessment with Natural Language Processing. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-445912
WebsiteHostingRating.com. (2020, January 4). Best Web Hosting Companies In 2021 | Website Hosting Rating. https://www.websitehostingrating.com/
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Publicado
2022-03-16
Cómo citar
TEXIER, J., & Atkinson, J. (2022). La importancia de los Repositorios Institucionales para el seguimiento automático de los Objetivos de Desarrollo Sostenible. Conferencia Internacional BIREDIAL-ISTEC. Recuperado a partir de https://submissions.istec.org/index.php/biredial-istec/article/view/151
Memoria
Sección
Eje temático: Infraestructura tecnológica
