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An Agent-Based System to Assess Legibility and Cognitive Depth of Scientific Texts

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Advances in Computational Intelligence (MICAI 2017)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 10633))

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Abstract

Knowledge transmitted through writing is suitable to be refined by understanding, criticizing, reflecting upon, and using it. Although several types of writings, from diffusion to highly specialized texts, fulfill this purpose, they differ considerably in syntax, word selection and phrases length. It is widely accepted that proper scientific writings deploy facts with detail, rigor and legibility, for which scientists acquire writing skills through experience, by following guidelines, by obtaining feedback from fellow scientists or through a combination of those approaches. We question whether scientific texts possess common characteristics that can be determined through quantitative metrics. A positive answer is confirmed by the fact that such writings in both languages, Spanish and English, display a normal probability distribution for a metric called \(\mu \) legibility. Moreover, by analyzing texts through a new proposed metric called cognitive depth, scientific writings in Spanish display that analysis is the dominant Bloom’s cognitive level. These preliminary findings suggest that it is possible to evaluate and classify new manuscripts through an agent-based human-computer interactive system that informs writers if the ongoing text lies into the ranges discovered for published texts, and what is the prevalent cognitive level. By having this feedback, writers can modify their manuscripts to make them display good metrics.

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References

  1. Abbott, B.P., et al.: Observation of gravitational waves from a binary black hole merger. Phys. Rev. Lett. 116, 1–18 (2016)

    MathSciNet  Google Scholar 

  2. Bellifemine, F.L., Caire, G., Greenwood, D.: Developing Multi-Agent Systems with JADE. Wiley, USA (2007)

    Book  Google Scholar 

  3. Bloom, B.S.: Taxonomy of Educational Objectives. Handbook I. Cognitive Domain. Longman, London (1956)

    Google Scholar 

  4. Cheng, G.: The impact of online autometed feedback on students’ reflective journal writing in an EFL course. Internet High. Educ. 34, 18–27 (2017)

    Article  Google Scholar 

  5. Dunham, W., Malone, S.: Einstein’s gravitational waves detected in landmark discovery (2016). http://www.Reuters.com. Accessed 17 May 2017

  6. Fernández Huerta, J.: Medidas sencillas de lecturabilidad. Consigna Revista Pedagóiga (1959)

    Google Scholar 

  7. Ferrero, C.L., Renau, I., Nazar, R., Torner, S.: Computer-assisted revision in spanish academic texts: peer-assessment. Procedia - Soc. Behav. Sci. 141, 470–483 (2014)

    Article  Google Scholar 

  8. Flesh, R.F.: Legibility. Teach. Coll. Rec. 6, 422–423 (1944)

    Google Scholar 

  9. Grundy, D.: Writing-anxiety. Arts Psychother. 12, 151–156 (1985)

    Article  Google Scholar 

  10. Hanjani, A.M., Li, L.: Exploring L2 writer’s collaborative revision interactions and their writing performance. System 44, 101–114 (2014)

    Article  Google Scholar 

  11. Jamalinesari, A., Rahimi, F., Gowhary, H., Azizifar, A.: The effects of teacher-written direct vs. indirect feedback on student’s writing. Procedia - Soc. Behav. Sci. 192, 116–123 (2015)

    Article  Google Scholar 

  12. Lachner, A., Burkhart, C., Nückles, M.: Formative computer-based feedback in the university classroom: specific concepts maps scaffold student’s writing. Comput. Hum. Behav. 72, 459–469 (2017)

    Article  Google Scholar 

  13. Larivière, V.: On the shoulders of students? The contribution of PhD students to the advancement of knowledge. Scientometrics 90, 463–481 (2012)

    Article  Google Scholar 

  14. Levecque, K., Anseel, F., Beuckelaer, A.D., der Heyden, J.V., Gisle, L.: Work organization and mental health problems in Ph.D. students. Res. Policy 46, 868–879 (2017)

    Article  Google Scholar 

  15. Michelle Cleary, J., Daly, G.W.: Dealing with peer-review: what is reasonable and what is not? Collegian 20, 123–125 (2013)

    Article  Google Scholar 

  16. Munoz y Munoz, J.: Legibilidad \(\mu \), Chile (2006)

    Google Scholar 

  17. Nemec, E.C., Dintzner, M.: Comparison of audio versus written feedback on writing assignments. Curr. Pharm. Teach. Learn. 8, 155–159 (2016)

    Article  Google Scholar 

  18. Onwuegbuzie, A.J.: Writing a research proposal: the role of library anxiety, statistics anxiety, and composition anxiety. Libr. Inf. Sci. Res. 19, 5–33 (1997)

    Article  Google Scholar 

  19. Pierrakos, E.P.O., Nagel, R.: Using bloom’s taxonomy to teach sustainability in multiple contexts. J. Clean. Prod. 48, 54–64 (2014)

    Google Scholar 

  20. Sullivan, V.L.K.P.: Writing academic English as a doctoral student in Sweden: narrative perspectives. J. Second Lang. Writ. 35, 20–25 (2017)

    Article  Google Scholar 

  21. Szigrist Pazos, F.: Sistemas productivos de legibilidad del mensaje escrito: fórmula de perspicuidad. Universidad Politéncima de Madrid, Facultad de ciencias de la Información. Colección de Tesis Doctorales (2017)

    Google Scholar 

  22. Çinar Yastibaş, G., Yastibasş, A.E.: The effect of peer feedback on writen anxiety in Turkish EFL (English as a foreign language) students. Procedia - Soc. Behav. Sci. 199, 530–538 (2015)

    Article  Google Scholar 

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Correspondence to Félix Castro-Espinoza .

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López-Ortega, O., Pérez-Cortés, O., Castro-Espinoza, F., Montes y Gómez, M. (2018). An Agent-Based System to Assess Legibility and Cognitive Depth of Scientific Texts. In: Castro, F., Miranda-Jiménez, S., González-Mendoza, M. (eds) Advances in Computational Intelligence. MICAI 2017. Lecture Notes in Computer Science(), vol 10633. Springer, Cham. https://doi.org/10.1007/978-3-030-02840-4_6

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  • DOI: https://doi.org/10.1007/978-3-030-02840-4_6

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-02839-8

  • Online ISBN: 978-3-030-02840-4

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