TRANSFORMATIVE TECHNOLOGIES: ARTIFICIAL INTELLIGENCE AND LARGE LANGUAGE MODELS IN QUALITATIVE RESEARCH
AI AND LARGE LANGUAGE MODELS IN QUALITATIVE RESEARCH
DOI:
https://doi.org/10.18471/rbe.v38.61024Palavras-chave:
CAQDAS; Digital Humanities, Artificial Intelligence; Natural Language Processing; Large Language Models; ChatGPT; AutomationResumo
Objective: To discuss the integration of artificial intelligence and advanced visualization techniques into computerassisted qualitative data analysis software tools. Method: analytical and critical reflection that explores the possibilities, consequences and ethical aspects of this integration. Results: This integration has brought immense benefits and improved coding and analysis processes, the ability of artificial intelligence to deal with large sets of textual data, through innovative methods of visualizing qualitative data. Researchers can interpret and communicate differentiated findings more effectively by transforming data into visual representations with techniques such as diagrams, thematic maps and 2D/3D maps. Conclusion: The incorporation of artificial intelligence, machine learning and natural language processing technologies into computer-assisted qualitative data analysis software tools has automated the identification of themes and relationships in the data, speeding up the research process.
Descriptors: CAQDAS. Digital Humanities. Artificial Intelligence. Natural Language Processing. Large Language Models. ChatGPT. Automation.
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Referências
Lee RM, Fielding N. Qualitative Data Analysis: Representations of a Technology: A Comment on Coffey, Holbrook and Atkinson. Sociol Res Online [Internet]. 1996 Dec [cited 2021 Jan 30];1(4):15–20. Available from: http://journals.sagepub.com/doi/10.5153/sro.1326
Fielding N. The Diverse Worlds and Research Practices of Qualitative Software. Forum Qual Sozialforsch / Forum Qual Soc Res [Internet]. 2012 Sep 26;Vol 13:No-2 (2012): Qualitative Computing: Diverse Worlds. Available from: http://www.qualitative-research.net/index.php/fqs/article/view/1845
Fielding N, editor. Using computers in qualitative research (Reprinted with updated resources section). Sage; 1993.
Fielding N. The role of computer-assisted qualitative data analysis: Impact on emergent methods in qualitative research. In: Handbook of emergent methods. 2008.
Woods M, Macklin R, Lewis GK. Researcher reflexivity: exploring the impacts of CAQDAS use. Int J Soc Res Methodol. 2016;19(4):385–403.
Miles MB, Huberman AM, Saldaña J. Qualitative data analysis: A methods sourcebook. 3rd ed. SAGE Publications, Inc; 2014.
Miles MB, Huberman AM. Qualitative data analysis: An expanded sourcebook. 2nd ed. SAGE Publications Inc.; 1994.
Saldaña J. The coding manual for qualitative researchers. 2nd ed. Los Angeles: SAGE; 2013.
Fielding N, Fielding NG, Lee RM. Computer analysis and qualitative research. 1. publ. London: SAGE; 1998. (New technologies for social research).
Kelle U, Prein G, Bird K. Computer-aided qualitative data analysis: theory, methods and practice. London ; Thousand Oaks, Calif: Sage Publications; 1995.
Fan J, Li D. An overview of data mining and knowledge discovery. J Comput Sci Technol [Internet]. 1998 Jul [cited 2023 Apr 12];13(4):348–68. Available from: https://doi.org/10.1007/BF02946624
Fayyad U, Piatetsky-Shapiro G, Smyth P. From Data Mining to Knowledge Discovery in Databases. AI Mag. 1996;17(3).
MacMillan K. More than just coding? Evaluating CAQDAS in a discourse analysis of news texts. Forum Qual Sozialforsch [Internet]. 2005;6(3). Available from: https://www.scopus.com/inward/record.uri?eid=2-s2.0-27544449032&partnerID=40&md5=6de5a6361870f5f2cbe3eb064857b585
Melgar-Estrada L, Koolen M. Audiovisual media annotation using qualitative data analysis software: A comparative analysis. Qual Rep. 2018;23(13):40–60.
Paulus TM, Lester JN. ATLAS.ti for conversation and discourse analysis studies. Int J Soc Res Methodol. 2016;19(4).
Brosz M, Bryda G, Siuda P. Big Data i CAQDAS a procedury badawcze w polu socjologii jakościowej [Big Data, CAQDAS and Research Procedures in the Field of Qualitative Sociology]. Przegląd Socjol Jakościowej [Qualitative Sociol Rev [Internet]. 2017;13(2). Available from: https://ruj.uj.edu.pl/xmlui/handle/item/50481
Bryda G. From CAQDAS to Text Mining. The Domain Ontology as a Model of Knowledge Representation About Qualitative Research Practices. In: Costa AP, Reis LP, Moreira A, editors. Advances i. Springer International Publishing AG; 2020. p. 72–88.
Bryda G, Tomanek K. Od Caqdas do Text Miningu. Nowe techniki w analizie danych jakościowych [From Caqdas to Text Mining. New Techniques in Qualitative Data Analysis]. In: Metody i techniki odkrywania wiedzy Narzędzia CAQDAS w procesie analizy danych jakościowych [Knowledge Discovery Methods and Techniques CAQDAS Tools in the Qualitative Data Analysis Process]. Wydawnictwo Uniwersytetu Łódzkiego; 2014.
Bryda G. Digital Qualitative Sociology Discovering the Local Community’s Linguistic Lifeworld View. Wydawnictwo Uniwersytetu Jagiellońskiego; 2024.
Bryda G. CAQDAS a badania jakościowe w praktyce [CAQDAS and Qualitative Research in Practice]. Przegląd Socjol Jakościowej [Qualitative Sociol Rev [Internet]. 2014;10(2). Available from: http://www.qualitativesociologyreview.org/PL/Volume26/PSJ_10_2_Bryda.pdf
Wiedemann G. Opening up to Big Data: Computer-Assisted Analysis of Textual Data in Social Sciences. Forum Qual Sozialforsch / Forum Qual Soc Res. 2013;14(2).
Wiedemann G. Text Mining for Qualitative Data Analysis in the Social Sciences: A Study on Democratic Discourse in Germany. 1st ed. Springer Fachmedien Wiesbaden : Imprint: Springer VS; 2016.
Yu C, Jannasch-Pennell A, DiGangi S. Compatibility between Text Mining and Qualitative Research in the Perspectives of Grounded Theory, Content Analysis, and Reliability. Qual Rep [Internet]. 2014 Oct 19 [cited 2023 Apr 12]; Available from: https://nsuworks.nova.edu/tqr/vol16/iss3/6/
Lennon R, others. Using artificial intelligence to support rapid, mixed-methods analysis: Developing an automated qualitative assistant (AQUA). Ann Fam Med. 2022;
Lennon R, others. Developing and testing an automated qualitative assistant (AQUA) to support qualitative analysis. Fam Med Community Heal. 2021;9.
Lee L, Dabirian A, McCarthy I, Kietzmann J. Making sense of text: artificial intelligence-enabled content analysis. Eur J Mark. 2020;54:615–44.
Zhang H, Wu C, Xie J, Kim C, Carroll JM. QualiGPT: GPT as an easy-to-use tool for qualitative coding. ArXiv [Internet]. 2023;abs/2310.0. Available from: https://api.semanticscholar.org/CorpusID:263835317
Tai RH, others. Use of Large Language Models to Aid Analysis of Textual Data. bioRxiv. 2023;
De Paoli S. Performing an Inductive Thematic Analysis of Semi-Structured Interviews With a Large Language Model: An Exploration and Provocation on the Limits of the Approach. Soc Sci Comput Rev [Internet]. 2023 Dec 7; Available from: http://journals.sagepub.com/doi/10.1177/08944393231220483
Chew RF, Bollenbacher J, Wenger M, Speer J, Kim A. LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding. 2023.
Xiao Z, Yuan X, Liao Q V, Abdelghani R, Oudeyer P-Y. Supporting Qualitative Analysis with Large Language Models: Combining Codebook with GPT-3 for Deductive Coding. In: 28th International Conference on Intelligent User Interfaces (IUI ’23). Sydney NSW Australia: ACM; p. 75–8.
Morgan DL. Exploring the Use of Artificial Intelligence for Qualitative Data Analysis: The Case of ChatGPT. Int J Qual Methods. 2023;22.
Hitch D. Artificial Intelligence (AI) Augmented Qualitative Analysis: The Way of the Future? SSRN Electron J [Internet]. 2023; Available from: https://www.ssrn.com/abstract=4451740
Ciechanowski L, Jemielniak D, Gloor PA. TUTORIAL: AI research without coding: The art of fighting without fighting: Data science for qualitative researchers. J Bus Res [Internet]. 2020 Sep;117:322–30. Available from: https://linkinghub.elsevier.com/retrieve/pii/S0148296320303854
Leeson W, Resnick A, Alexander D, Rovers J. Natural Language Processing (NLP) in Qualitative Public Health Research: A Proof of Concept Study. Int J Qual Methods. 2019;18.
Janasik N, Honkela T, Bruun H. Text Mining in Qualitative Research Application of an Unsupervised Learning Method. Organ Res Methods. 2009;12(3):436–60.
Cheligeer C, Yang L, Nandi T, Doktorchik C, Quan H, Zeng Y, et al. Natural language processing (NLP) aided qualitative method in health research. Gurupur VP, Wan TTH, Rudraraju RR, Kulkarni SA, editors. J Integr Des Process Sci [Internet]. 2023 Oct 17;27(1):41–58. Available from: https://www.medra.org/servlet/aliasResolver?alias=iospress&doi=10.3233/JID-220013
Bryda G, Sadowski D. From Words to Themes. AI-Powered Qualitative Data Coding and Analysis. In: J. R, C. B, M. N, J. K, A.P. C, editors. Computer Supported Qualitative Research WCQR 2024 Advances in Intelligent Systems and Computing. 2024.
van Manen M. What Does ChatGPT Mean for Qualitative Health Research ? Qual Health Res [Internet]. 2023 Nov 28;33(13):1135–9. Available from: http://journals.sagepub.com/doi/10.1177/10497323231210816
Gibson AF, Beattie A. More or less than human? Evaluating the role of AI-as-participant in online qualitative research. Qual Res Psychol [Internet]. 2024 Feb 5;1–25. Available from: https://www.tandfonline.com/doi/full/10.1080/14780887.2024.2311427
Stegenga SM, Steltenpohl CN, Lustick H, Meyer MS, Renbarger R, Standiford Reyes L, et al. Qualitative research at the crossroads of open science and big data: Ethical considerations. Soc Personal Psychol Compass [Internet]. 2024 Jan 27;18(1). Available from: https://compass.onlinelibrary.wiley.com/doi/10.1111/spc3.12912
Charmaz K. Constructing grounded theory. 2nd ed. Sage; 2014.
Jackson K, Bazeley P. Qualitative data analysis with NVivo. 3rd ed. SAGE; 2019.
Maxwell JA. Qualitative Research Design: An Interactive Approach. SAGE Publications; 2012.
Silver C, Lewins A. Using software in qualitative research: A step-by-step guide. 2nd ed. SAGE; 2014.
Lieberman MD, Cunningham WA. Type I and Type II error concerns in fMRI research: re-balancing the scale. Soc Cogn Affect Neurosci [Internet]. 2009 Dec [cited 2023 May 3];4(4):423–8. Available from: https://doi.org/10.1093/scan/nsp052
Hennink M, Hutter I, Bailey A. Qualitative Research Methods. SAGE; 2020.
Feldman R, Sanger J. The text mining handbook: advanced approaches in analyzing unstructured data. Cambridge ; New York: Cambridge University Press; 2007.
Bird S, Klein E, Loper E. Natural language processing with {Python}. 1st ed. Beijing ; Cambridge [Mass.]: O’Reilly; 2009.
Saldaña J. Thinking qualitatively: methods of mind. Thousand Oaks, California: SAGE; 2015.
Coffey A, Atkinson P. Making sense of qualitative data: complementary research strategies. Thousand Oaks: Sage Publications; 1996.
Glaser J, Laudel G. Life With and Without Coding: Two Methods for Early-Stage Data Analysis in Qualitative Research Aiming at Causal Explanations. Forum Qual Sozialforsch. 2013 Mar;14.
Gibbs G. Analyzing qualitative data. Repr. Los Angeles: SAGE; 2012. (The Sage qualitative research kit / ed. by Uwe Flick).
Lofland J, Snow D, Anderson L, Lofland LH. Analyzing Social Settings: A Guide to Qualitative Observation and Analysis. 4th ed. Waveland Press; 2022.
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