Dergiler / Bartın Üniversitesi Eğitim Fakültesi Dergisi / 2026 / Issue: 4

Sosyal Bilgiler Öğretmen Adaylarının Yapay Zekâ Kavramına İlişkin Algıları: Metafor Analizi

Social Studies Teacher Candidates’ Perceptions of the Concept of Artificial Intelligence: A Metaphor Analysis

Sayfa
—
Yayın Tarihi
2026-07-26
🏛️Bu makalenin bibliyografik verileri ve tam metin bağlantısı DergiPark üzerinden sağlanmıştır.
DergiPark Kaydı ↗
✨

Yapay Zeka Hızlı Bakış & Çıkarımlar

AI Insight
⚡ TL;DR(1 Cümlede Hızlı Çıkarım)

Bulgular: Sosyal bilgiler öğretmen adayları yapay zekâya ilişkin toplam 82 geçerli metafor üretmiştir.

📌 3 Maddede Bu Makale

🎯
Amaç & Hipotez:Amaç: Bu çalışmanın amacı, sosyal bilgiler öğretmen adaylarının yapay zekâ kavramına ilişkin algılarını geliştirdikleri metaforlar aracılığıyla incelemektir.
📊
Temel Bulgular & Veri:Araştırmanın çalışma grubunu, 2025–2026 eğitim-öğretim yılı güz döneminde Türkiye’de bir devlet üniversitesinde öğrenim gören 128 sosyal bilgiler öğretmen adayı oluşturmaktadır.
💡
Sonuç & Katkı:Bulgular: Sosyal bilgiler öğretmen adayları yapay zekâya ilişkin toplam 82 geçerli metafor üretmiştir.
🔬Tür:Uygulamalı Anket & Alan Araştırması
📍Kapsam:2025–2026 Verileri
⚙️Değişkenler:Teacher candidates · metaphor · artificial intelligence

Özet

Amaç: Bu çalışmanın amacı, sosyal bilgiler öğretmen adaylarının yapay zekâ kavramına ilişkin algılarını geliştirdikleri metaforlar aracılığıyla incelemektir. Öğretmen adaylarının yapay zekâya ilişkin zihinsel temsillerini ortaya koyarak, onların algılarının daha iyi anlaşılmasına katkı sağlamak ve öğretmen eğitimi ile alanyazına özgün bir bakış açısı sunmak amaçlanmıştır. Yöntem: Bu çalışmada olgubilim desenine dayalı nitel bir araştırma yaklaşımı benimsenmiştir. Araştırmanın çalışma grubunu, 2025–2026 eğitim-öğretim yılı güz döneminde Türkiye’de bir devlet üniversitesinde öğrenim gören 128 sosyal bilgiler öğretmen adayı oluşturmaktadır. Katılımcılar, kolay ulaşılabilir örnekleme yöntemi kullanılarak gönüllülük esasına göre seçilmiştir. Veriler, kişisel bilgi sorularını ve “Yapay zekâ … gibidir; çünkü …” ifadesini içeren bir form aracılığıyla toplanmıştır. Katılımcılar tarafından üretilen metaforlar araştırmanın temel veri kaynağını oluşturmuş ve nitel içerik analizi ile analiz edilmiştir. Bulgular: Sosyal bilgiler öğretmen adayları yapay zekâya ilişkin toplam 82 geçerli metafor üretmiştir. Bu metaforlar 16 kategori altında sınıflandırılmış ve 3 üst tema altında düzenlenmiştir. En sık üretilen metaforlar beyin, robot, öğretmen, kütüphane ve insan olmuştur. Bu durum, katılımcıların yapay zekâyı bilgi, biliş, rehberlik, teknoloji ve insan özellikleriyle ilişkili kavramlarla bağdaştırdıklarını göstermektedir. Sonuç: Bulgular, sosyal bilgiler öğretmen adaylarının yapay zekâya ilişkin çok boyutlu algılara sahip olduklarını göstermektedir. Bu sonuçlar, öğretmen adaylarının yapay zekâya ilişkin kavramsallaştırmalarına yönelik içgörüler sunarak alanyazına katkı sağlamakta ve öğretmen eğitimi uygulamalarına yön verebilecek niteliktedir.

Abstract

Purpose: This study aims to examine the perceptions of social studies teacher candidates regarding the concept of artificial intelligence through the metaphors they generate. By revealing teacher candidates’ mental representations of artificial intelligence, the study seeks to contribute to a better understanding of their perceptions and to provide an original perspective for teacher education and the literature. Method: A qualitative research approach based on a phenomenological design was employed. The study group consisted of 128 social studies teacher candidates enrolled at a public university in Türkiye during the fall semester of the 2025–2026 academic year. Participants were selected on a voluntary basis using convenience sampling. Data were collected through a form including personal information questions and the prompt, “Artificial intelligence is like … because ….” The metaphors produced by the participants constituted the primary data source and were analyzed using qualitative content analysis. Findings : Social studies teacher candidates generated a total of 82 valid metaphors related to artificial intelligence. These metaphors were classified into 16 categories and organized under 3 overarching themes. The most frequently generated metaphors were brain, robot, teacher, library, and human, indicating that participants associated artificial intelligence with concepts related to knowledge, cognition, guidance, technology, and human characteristics. Conclusion: T he findings suggest that social studies teacher candidates have multidimensional perceptions of artificial intelligence. These results contribute to the literature by providing insights into teacher candidates’ conceptualizations of artificial intelligence and may inform education practices .

🔖

Bu Makaleye Atıf Yap

Evcimen, F. B. D., Sarı, İ. D. (2026). Sosyal Bilgiler Öğretmen Adaylarının Yapay Zekâ Kavramına İlişkin Algıları: Metafor Analizi. Bartın Üniversitesi Eğitim Fakültesi Dergisi, Issue: 4. https://doi.org/10.14686/buefad.1853052

📄 Tam Metin PDF Okuyucu

📄

PDF görüntüleyici hazırlanıyor...

Kaynakça (82)

  1. Ağmaz, R. F., & Ergüleç, F. (2024). Öğretmen adaylarının eğitimde yapay zeka algıları: Bir metafor analiz [Perceptions of teacher candidates on artificial intelligence in education: A metaphorical analysis]. Necmettin Erbakan University Ereğli Faculty of Education Journal, 6(2), 589-605. https://doi.org/10.51119/ereegf.2024.97
  2. Akbay, B., & Yıldırır, H. E. (2024). A comparative investigation of middle and high school students' metaphors towards artificial intelligence. International Journal of Computers in Education, 7(2), 118-132. https://doi.org/10.5281/zenodo.14582012
  3. Akduman, G., & Öztürk, İ. (2025). Ortaokul ve lise öğrencilerinin yapay zekâya yönelik metaforlarının karşılaştırmalı olarak incelenmesi [Use of artificial intelligence in corporate training: Artificial intelligence LMS platform “infinity”]. Journal of Sustainable Educational Studies, Kongre Özel Sayısı (Ö4), 11-25. https://dergipark.org.tr/tr/pub/seader/article/1649266
  4. Akkaya, B., Özkan, A. & Özkan, H. (2021). Artificial intelligence anxiety (AIA) scale: Adaptation to Turkish, validity and reliability study. Alanya Academic Review Journal, 5(2), 1125-1146. https://10.29023/alanyaakademik.833668
  5. Alanoğlu, M., & Karabatak, S. (2020). Artificial intelligence in education. In Educational Research -2020 (pp.175-185). Etuder.
  6. Altuntaş, H., & Karabay, E. (2024). Üniversite öğrencileri ve öğretim üyelerinin yapay zekâya ilişkin metaforik algıları [Metaphorical perceptions of artificial intelligence among university students and faculty members]. Journal of Management Information Systems, 10(2), 35-52. https://dergipark.org.tr/tr/pub/ybs/article/1522505
  7. Arinez, J. F., Chang, Q., Gao, R. X., Xu, C., & Zhang, J. (2020). Artificial intelligence in advanced manufacturing: Current status and future outlook. Journal of Manufacturing Science and Engineering, 142(11), 110804. https://doi.org/10.1115/1.4047855
  8. Arslan, K. (2020). Eğitimde yapay zekâ ve uygulamaları [Artificial intelligence and applications in education]. Western Anatolia Journal of Educational Sciences, 11(1), 71-88. https://dergipark.org.tr/en/download/article-file/1174773
  9. Arslantaş, H. İ., & Ataş, M. (2024). Lise öğrencilerinin yapay zekâ, robot teknolojisi, metaverse ve uzaktan eğitim ile ilgili metaforik algıları [High school students’ metaphoric perceptions about artificial intelligence, distance education, robotics and metaverse]. Gaziantep University Journal of Educational Sciences, 8(2), 95-116. https://dergipark.org.tr/en/download/article-file/4049715
  10. Artut, S. (2019). Yapay zekâ olgusunun güncel sanat çalışmalarındaki açılımları [The interpretations of artificial intelligence in contemporary art works]. İnsan ve İnsan, 6(22), 767-783. https://doi.org/10.29224/insanveinsan.478162
  11. Balıkçı, H. C., Alpsülün, M., & Hayoğlu, G. (2024). Determination of Teachers’ Perceptions of Artificial Intelligence Concept: A Metaphor Analysis. Sakarya University Journal of Education, 14(Special Issue-AI in Education), 179-193. https://doi.org/10.19126/suje.1433360
  12. Başçı Namlı, Z., & Kayaalp, F. (2024). Dijitalleşme (Teknoloji) ve sosyal bilgiler eğitimi [Digitalization (Technology) and social studies education]. In Modüler Bağlamda Sosyal Bilgiler (Disiplin Temelli Bakış) Cilt I [Social Studies in a Modular Context (A Discipline-Based Approach) Volume-I] (pp. 409-428). Pegem.
  13. Berente, N., Gu, B., Recker, J., & Santhanam, R. (2021). Managing artificial intelligence. MIS quarterly, 45(3), 1433-1450. https://doi.org/10.25300/MISQ/2021/16274
  14. Beshwari, F., Beshwari, M., & Beshwari, A. (2020). The role of artificial intelligence in mitigating unknown-unknown risks. The Role of Artificial Intelligence in Mitigating Unknown-Unknown Risks, 64(1), 8-20. https://doi.org/0.47119/10.47119/IJRP1006411120201516
  15. Biçer, R. (2023). Yapay zekâ eğitimi [Artificial intelligence training]. In 21. Yüzyılda Alternatif Eğitim Türleri [Alternative Education Types in the 21st Century]. (pp.317-336). Pegem.
  16. Bogdan, R. C., & Biklen, S. K. (2003). Qualitative Research of Education: An Introductive to Theories and Methods (4th ed.). Boston: Allyn and Bacon.
  17. Bozdağ Tulum, A. (2025). Artificial intelligence: Possibilities and risks. Inonu University Journal of the Faculty of Education, 26(1), 303-326. https://doi.org/10.17679/inuefd.1552261
  18. Buchanan, B. G. (2005). A (very) brief history of artificial intelligence. AI Magazine, 26(4), 53-60. https://doi.org/10.1609/aimag.v26i4.1848
  19. Çelebi, M., Kongül, R., & Çoşkun, G. (2025). Examining the artificial intelligence literacy and anxiety levels of prospective teachers according to various variables. TEBD, 23(3), 3282-3304. https://doi.org/10.37217/tebd.1715015
  20. Çelikten M. (2006). Kültür ve öğretmen metaforları [Metaphors about culture and teachers]. Erciyes University Journal of Social Sciences Institute, 1(21), 269-283. https://dergipark.org.tr/en/pub/erusosbilder/article/253096
  21. Cerit, Y. (2008). Öğretmen kavramı ile ilgili metaforlara ilişkin öğrenci, öğretmen ve yöneticilerin görüşleri [Student, teacher, and administrator views on metaphors related to the concept of teacher]. Turkish Journal of Educational Sciences, 6(4), 693-712. https://dergipark.org.tr/en/download/article-file/256303
  22. Chai, T., & Sha, C. (2025). Prevention of AI learning anxiety: The chain mediation role of technophilia and AI self-efficacy under the context of teacher support. Acta Psychologica, 261, 1-10, https://doi.org/10.1016/j.actpsy.2025.105979
  23. Chassignol, M., Khoroshavin, A., Klimova, A., & Bilyatdinova, A. (2018). Artificial intelligence trends in education: Anarrative overview. Procedia Computer Science, 136,16-24. https://doi.org/10.1016/j.procs.2018.08.233
  24. Chen, L., Chen, P., & Lin, Z. (2020). Artificial intelligence in education: A review. IEEE Access, 8, 75264-75278. https://doi.org/10.1109/ACCESS.2020.2988510
  25. Corbin, J., & Strauss, A. (2007). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory. Thousand Oaks, CA: Sage Publications.
  26. Creswell, J. W., & Poth, C. N. (2018). Qualitative inquiry and research design: Choosing among five approaches. Sage Publications.
  27. Demir Dülger, E. D., & Gümüşeli, A. İ. (2023). Views of school principals and teachers on using artificial intelligence in education. ISPEC International Journal of Social Sciences & Humanities, 7(1), 133-153. http://doi.org/10.5281/zenodo.7766578
  28. Demir, K., & Güraksın, G. E. (2022). Determining middle school students’ perceptions of the concept of artificial intelligence: A metaphor analysis. Participatory Educational Research, 9(2), 297-312. https://doi.org/10.17275/per.22.41.9.2
  29. Dilek, M., & Dilekçi, Ü. (2025). Academicians’ perceptions of “Artificial Intelligence”: A metaphorical review. Kastamonu Education Journal, 33(4), 726-737. https://doi.org/10.24106/kefdergi.1795785
  30. Drigas, A. S., & Ioannidou, R. E. (2012). Artificial intelligence in special education: A decade review. International Journal of Engineering Education, 28(6) 1366–1372. http://imm.demokritos.gr/publications/AI_IJEE.pdf
  31. Erdoğan, Ş., & Bozkurt, E. (2023). Fizik öğretmen adaylarının “yapay zekâ” kavramına ilişkin algılarının incelenmesi: Bir metafor çalışması [Examining the perceptions of prospective physics teachers on the concept of “artificial intelligence”: a metaphor study]. Necmeddin Erbakan University Journal of Civilization and Society, 7(2), 152-163. http://doi.org/10.51117/metder.2023.41
  32. Eriçok, B., Karataş, F., & Yüce, E. (2024). Öğretmen adaylarının yapay zekaya ilişkin metafor algıları [Metaphor perceptions of pre-service teachers regarding artificial intelligence (AI)]. Kocaeli University Journal of Education, 7(2), 607-630. http://doi.org/10.33400/kuje.1511500
  33. Ersoy, A. F. (2019). Phenomenology. In Qualitative Research Designs in Education (pp.81-134). Anı Publishing.
  34. Ferreira, G., Costello, E., Farrow, R., & Lee, K. (2025). Metaphors of AI in education: Discourses, histories and practices. Journal of Interactive Media in Education, 2025(1), 1-5. https://doi.org/10.5334/jime.1077
  35. Fidan, M., & Debbağ, M. (2023). Eğitimde dijitalleşme sürecinin palyatif uygulamalar açısından analizi [Analysis of the digitalization process in education from the perspective of palliative care). In Eğitimde Palyatif Uygulamalar [Palliative Care in Education]. (pp.123-148). Pegem.
  36. Gölbaşı, B., & Okul, Ö. (2024). Öğretmen adaylarının ‘yapay zekâ’ kavramına ilişkin metaforik algıları [Teacher candidates' metaphorical perceptions of the concept of 'artificial intelligence']. XI. Internatıonal Eurasıan Educatıonal Research Congress (pp. 49-58). Kocaeli Üniversitesi, Türkiye.
  37. Güzelgörür, F., & Çevik-Sever, R. (2025). Üstün yetenekli öğrencilerin yapay zekâ kavramına yönelik metaforik algılarının incelenmesi [Examination of gifted students' metaphorical perceptions towards the concept of artificial intelligence]. Journal of Pedagogical Research in Education, 1(1), 1-19. https://epader.org.tr/dergi/index.php/pub/article/view/3/4
  38. Güzey, C., Çakır, O., Athar, M. H., & Yurdaöz, E. (2023). Content analysis of research on artificial intelligence in education, Journal of Information and Communication Technologies, 5(1), 66-77. https://doi.org/10.53694/bited.1060730
  39. Haenlein, M., & Kaplan, A. (2019). A brief history of artificial intelligence: On the past, resent, and future of artificial intelligence. California Management Review, 61(4), 5-14. https://doi.org/10.1177/0008125619864925
  40. Hava, K., Aslan, A., & Aslan, Z. (2025). Metaphorical analysis of primary school students’ perceptions of artificial intelligence. Malaysian Online Journal of Educational Technology, 13(3), 63-76. https://doi.org/10.52380/mojet.2025.13.3.601
  41. Hew, K., & Brush, T. (2007). Integrating technology into k-12 12 teaching and learning: Current knowledge gaps and recommendations for future research. Educational Technology Research and Development, 55, 223-252. https://doi.org/10.1007/s11423-006-9022-5
  42. Hwang, G. J., Xie, H., Wah, B. W., & Gašević, D. (2020). Vision, challenges, roles and research issues of artificial intelligence in education. Computers and Education: Artificial Intelligence, 1, 100001. https://doi.org/10.1016/j.caeai.2020.100001
  43. İşler, B., & Kılıç, M. (2021). Eğitimde yapay zekâ kullanimi ve gelişimi [The use and development of artificial intelligence in education]. E-Journal of New Media, 5(1), 1-11. https://doi.org/10.17932/IAU.EJNM.25480200.2021/ejnm_v5i1001
  44. Kaplan, A., & Haenlein, M. (2019). Siri, siri, in my hand: Who's the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence. Business Horizons, 62(1), 15-25. https://doi.org/10.1016/j.bushor.2018.08.004
  45. Kılıç, A. (2025). Primary school teachers’ metaphorical perceptions of the concept of artificial intelligence. Journal of Computer and Education Research, 13(26), 678-705. https://doi.org/10.18009/jcer.1626803
  46. Kış, A. (2019). Eğitimde yapay zekâ [Artificial intelligence in education]. 14th International Congress on Educational Administration (pp. 197-202), İzmir, Türkiye.
  47. Konstantinidis, A. (2025). A metaphor for rethinking artificial intelligence in/ and education. Journal of Interactive Media in Education, 2025(1), 1–13. https://doi.org/10.5334/jime.981
  48. Lim, E. M. (2024). Metaphor analysis on pre-service early childhood teachers’ conception of AI (Artificial Intelligence) education for young children. Thinking Skills and Creativity,51, 101455. https://doi.org/10.1016/j.tsc.2023.101455
  49. Loeckx, J. (2016). Blurring boundaries in education: Conext and impact of MOOCs. International Review of Research in Open and Distributed Learning, 17(3), 93- 121. https://doi.org/10.19173/irrodl.v17i3.2395
  50. Luckin, R., & Holmes, W. (2016). Intelligence unleashed: An argument for AI in education. Pearson.
  51. Mart, M., & Kaya, G. (2024). Okul öncesi öğretmen adaylarının yapay zekâya yönelik tutumları ve yapay zekâ okur yazarlığı arasındaki ilişkinin incelenmesi [The examination of preschool teacher candidates’ attitudes towards artificial intelligence and their artificial intelligence literacy relationship]. Edutech Research, 2(1), 91-109. https://app.edutechres.com/uploads/makale-pdf/the-examination-of-preschool-teacher-candidates-attitudes-towards-artificial-intelligence--2394mL.pdf
  52. Martín, C., Langendoerfer, P., Zarrin, P. S., Díaz, M., & Rubio, B. (2022). Kafka-ML: Connecting the data stream with ML/AI frameworks. Future Generation Computer Systems, 126, 15-33. https://doi.org/10.1016/j.future.2021.07.037
  53. Miles, M. B., & Huberman, A. M. (1994). Qualitative data analysis: An expanded sourcebook (2nd Ed.). Sage Publications.
  54. Mourlam, D. J., DeCino, D. A., Newland, L. A., & Strouse, G. A. (2020). “It's fun!” using students' voices to understand the impact of school digital technology integration on their wellbeing. Computers & Education, 159, 104003. https://doi.org/10.1016/j.compedu.2020.104003
  55. Obschonka, M., & Audretsch, D. B. (2020). Artificial intelligence and big data entrepreneur ship: A new era has begun. Small Business Economics, 55, 529-539. https://doi.org/10.1007/s11187 019-00202-4
  56. Osetskyi, V., Vitrenko, A., Tatomyr, I., Bilan, S., & Hirnyk, Y. (2020). Artificial intelligence application in education: Financial implications and prospects. Financial and Credit Activity Problems of Theory and Practice, 2(33) 574-584. https://doi.org/10.18371/fcaptp.v2i33.207246
  57. Öznur, S. & Gezer, Ü. (2025). Dijital toplumun yetgin aktörü yapay zekâ [Artificial Intelligence, the Competent Player of the Digital Society]. International Journal of Social and Humanities Sciences Research, 12(115), 38-45. http://doi.org/10.5281/zenodo.14787210
  58. Patton, M. Q. (2014). Nitel araştırma ve değerlendirme yöntemleri. Trans. Edit: Mesut Bütün ve Selçuk Beşir Demir. Pegem.
  59. Pirim, H. (2006). Yapay zekâ [Artificial intelligence]. Journal of Yaşar University, 1(1), 81-93. https://dergipark.org.tr/tr/download/article-file/179113
  60. Saçan, S., Tozduman Yaralı, K., & Kavruk, S. Z. (2022). Investigation of metaphorical perceptions of children on the concept of "artificial intelligence". Mehmet Akif Ersoy University Journal of Education Faculty, 64, 274-296. https://doi.org/10.21764/maeuefd.1074024
  61. Savaşkan, V., & Özer, N. (2024). Turkish language prospective teachers’ perceptions of metaphors regarding artificial intelligence. Shanlax International Journal of Education, 12(S1), 180–189. https://eric.ed.gov/?id=EJ1441802
  62. Sayın, V., & Orbay, K. (2025). Comparison of metaphorical perceptions of classroom teachers and candidates regarding artificial intelligence. International Journal of Turkish Education Sciences, 13(3), 1972-1999. https://doi.org/10.46778/goputeb.1628903
  63. Sellnow, D. D. (2025). Reflection-AI: Exploring the challenges and opportunities of artificial intelligence in higher education. Frontiers in Communication, 10, 1-5. https://doi.org/10.3389/fcomm.2025.1615040
  64. Sezer, H. N. (2024). Üniversite öğrencilerinin erken çocukluk döneminde yapay zekâ kullanımına yönelik görüşlerin metaforlar yardımıyla incelenmesi [Investigation of university students' views on the use of artificial intelligence in early childhood with the help of metaphors]. International Journal of Social Sciences in the Turkish Cultural Geography, 9(2), 96-108. https://doi.org/10.55107/turksosbilder.1564300
  65. Shi, Z. Z., & Zheng, N. N. (2006). Progress and challenge of artificial intelligence. Journal of Computer Science and Technology, 21(5), 810-822. https://link.springer.com/article/10.1007/s11390-006-0810-5
  66. Tartuk, M. (2023). Metaphorical perceptions of middle school students regarding the concept of artificial intelligence. International Journal of Education and Literacy Studies, 11(2), 108-116. https://doi.org/10.7575/aiac.ijels.v.11n.2p.108.
  67. Taşçı, G. & Çelebi, M. (2020). Eğitimde yeni bir paradigma: “Yükseköğretimde yapay zekâ” [A new paradigm in education: "Artificial intelligence in higher education"]. International Journal of Society Researches, 16 (29), 2346-2370. https://doi.org/10.26466/opus.747634
  68. Topal, Ç. (2017). Alan Turing'in toplumbilimsel düşünü: Toplumsal bir düş olarak yapay zekâ [Sociological imagination of alan turing: artificial intelligence as social imaginary]. Ankara University Journal of the Faculty of Languages and History-Geography, 57(2), 1340-1364. https://doi.org/10.1501/Dtcfder_0000001565
  69. Turan, E. Z. (2024). İngilizce öğretmen adaylarının yapay zeka kavramına ilişkin algılarının metafor aracılığıyla incelenmesi [Examining prospective English teachers' perceptions of artificial intelligence through metaphor]. XI. International Eurasian Educational Research Congress (pp. 164-170). Kocaeli Üniversitesi, Türkiye.
  70. Tuvay, N. H., & Ermetin, O. (2023). Yapay zekâ teknolojilerinin hayvancılıkta kullanımı [Application of artificial intelligence technologies in livestock management]. Journal of Animal Production, 64(1), 48-58. https://doi.org/10.29185/hayuretim.1034328
  71. Uçkun, C. G., & Konak, O. (2023). Meslek yüksek okulu öğrencilerinin yapay zeka kavramına ilişkin metaforik algıları [Vocational school students' metaphorical perceptions of artificial intelligence concept] TURAN: Stratejik Araştırmalar Merkezi [TURAN: Center for Strategic Studies], 15(60), 45-49. http://doi.org/10.151891308-8041
  72. Vatansever, A. N. (2024). A comparative qualitative study on university students' metaphors and views regarding the concept of artificial intelligence (Unpublished master's thesis). Marmara University, İstanbul, Türkiye.
  73. Wang, Y., Wei, C., Wnag, S., & Wang, Y. (2024). What drives students’ AI learning behavior: a perspective of AI anxiety. Interactive Learning Environments, 32 (6), 2584–2600. https://doi.org/10.1080/10494820.2022.2153147
  74. Weller, M. 2022. Metaphors of Ed Tech. Athabasca University Press.
  75. Yampolskiy, R. V. (2022). On the controllability of artificial intelligence: An analysis of limitations. Journal of Cyber Security and Mobility, 11(3), 321-403. https://doi.org/ 10.13052/jcsm2245-1439.1132
  76. Yan, Y., Sun, W., & Zhao, X. (2024). Metaphorical conceptualizations of generative artificial intelligence use by Chinese university EFL learners. Frontiers in Education,9, 1430494. https://doi.org/10.3389/feduc.2024.1430494
  77. Yang, S. J. H., Ogata, H., Matsui, T., & Chen, N-S. (2021). Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence, 2,1-5. https://doi.org/10.1016/j.caeai.2021.100008
  78. Yıldırım, A., & Şimşek, H. (2021). Sosyal bilimlerde nitel araştırma yöntemleri [Qualitative research methods in social sciences]. Seçkin.
  79. Yıldırım, T., & Özturk, D. (2023). A mixed-method research on digital literacy of middle school students. International Journal of Education and Literacy Studies, 11(2), 70-86. http://dx.doi.org/10.7575/aiac.ijels.v.11n.2p.70
  80. Yılmaz, A. (2020). Yapay zekâ [Artificial intelligence] (8th Edt.). İnkılap Kitabevi.
  81. Yüzbaşıoğlu, Y., Özkan, O., & Doğru, M., (2025). Analysis of metaphors developed by middle school students regarding the concept of artificial ıntelligence. Edutech Research 3(1), 17-27. https://app.edutechres.com/uploads/makale-pdf/ortaokul-ogrencilerinin-%E2%80%9Cyapay-zeka%E2%80%9D-kavramina-iliskin-gelistirdikleri-metaforlarin-incele-5W3k3U.pdf
  82. Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education where are the educators? International Journal of Educational Technology in Higher Education, 16(1), 1- 27. https://doi.org/10.1186/s41239-019-0171-0