Home Linguistics & Semiotics Foreign language teacher grit: scale development and examining the relations with emotions and burnout using relative weight analysis
Article
Licensed
Unlicensed Requires Authentication

Foreign language teacher grit: scale development and examining the relations with emotions and burnout using relative weight analysis

  • Soheila Soleimanzadeh , Gholam Hassan Khajavy ORCID logo EMAIL logo and Elyas Barabadi ORCID logo
Published/Copyright: January 30, 2023

Abstract

As teaching a foreign language (FL) is a demanding and frustrating career, FL teachers might face different challenges and difficulties which in turn would lead them to quit their jobs. Therefore, FL teachers need to keep their effort, energy, and passion to achieve their teaching goals. FL teacher grit (i.e., perseverance of effort and consistency of interest in FL teaching) is the concept that deals with these issues. In this study, we developed a new FL teacher grit scale (FLTGS) and investigated how FL teacher grit is related to their burnout and different discrete emotions. To this end, a total of 235 FL teachers filled out the questionnaires. The results of the study indicated, firstly, that the newly developed FL teacher grit scale had high reliability and a two-factor model fitted the data adequately. Secondly, findings indicated that both grit components had positive correlations with FL teaching enjoyment and negative correlations with FL teaching anxiety, boredom, and burnout. Finally, the results of relative weight analysis showed that FL teacher grit components can be as important as emotions in predicting burnout. Our findings suggested that the newly developed grit scale could provide us with a valid and reliable tool to assess FL teacher grit. Moreover, our findings suggested that higher levels of FL teacher grit can prevent them from experiencing burnout.


Corresponding author: Gholam Hassan Khajavy, Department of Foreign Languages, University of Bojnord, 4th km Road to Esfarayen, 9453155111, Bojnord, North Khorasan, Iran, E-mail:

Acknowledgements

Authors would like to thank Prof. Li Wei and the anonymous reviewers for their insightful comments on the earlier drafts of the paper. We are also grateful to Dr. Luke Plonsky and Dr. Atsushi Mizumoto for answering our questions regarding relative weight analysis.

  1. Conflict of interest statement: We have no known conflicts of interest to disclose.

  2. Research funding: We did not receive any funding for conducting this research.

  3. Ethical approval: All procedures performed in this study involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

  4. Data availability: Raw data are available upon request from the corresponding author.

References

Alamer, Abdullah. 2021. Grit and language learning: Construct validation of L2-grit scale and its relation to later vocabulary knowledge. Educational Psychology 41(5). 544–562. https://doi.org/10.1080/01443410.2020.1867076.Search in Google Scholar

Argon, Türkan & Ayça Kaya. 2018. Examination of grit levels of teachers according to personal variables. Journal of Education and Training Studies 6(3). 45–53. https://doi.org/10.11114/jets.v6i3a.3157.Search in Google Scholar

Bahrami, Mahsa & Shahab Moradkhani. 2019. A comparison of public school and private institute EFL teachers’ burnout. Technology of Education Journal (TEJ) 13(3). 626–637. https://doi.org/10.22061/jte.2018.3542.1890.Search in Google Scholar

Botes, Elouise, Jean-Marc Dewaele & Samuel Greiff. 2022. Taking stock: A meta-analysis of the effects of foreign language enjoyment. Studies in Second Language Learning and Teaching 12(2). 205–232. https://doi.org/10.14746/ssllt.2022.12.2.3.Search in Google Scholar

Brateanu, Andrei, Benjamin Switzer, Susan C. Scott, Jennifer Ramsey, James Thomascik, Amy S. Nowacki & Colleen Y. Colbert. 2020. Higher grit scores associated with less burnout in a cohort of internal medicine residents. The American Journal of the Medical Sciences 360(4). 357–362. https://doi.org/10.1016/j.amjms.2020.05.045.Search in Google Scholar

Carson, Russell L.III. 2006. Exploring the episodic nature of teachers’ emotions as it relates to teacher burnout (unpublished doctoral dissertation). West Lafayette, Indiana: Purdue University.Search in Google Scholar

Chang, Mei-Lin. 2009. An appraisal perspective of teacher burnout: Examining the emotional work of teachers. Educational Psychology Review 21. 193–218. https://doi.org/10.1007/s10648-009-9106-y.Search in Google Scholar

Chang, Mei-Lin. 2013. Toward a theoretical model to understand teacher emotions and teacher burnout in the context of student misbehavior: Appraisal, regulation and coping. Motivation and Emotion 37. 799–817. https://doi.org/10.1007/s11031-012-9335-0.Search in Google Scholar

Chen, Fang Fang. 2007. Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal 14(3). 464–504. https://doi.org/10.1080/10705510701301834.Search in Google Scholar

Cheung, Gordon W. & Roger B. Rensvold. 2002. Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal 9(2). 233–255. https://doi.org/10.1207/S15328007SEM0902_5.Search in Google Scholar

Cortez, Alexander R., Leah K. Winer, Al-Faraaz Kassam, Dennis J. Hanseman, Joshua W. Kuethe, Jeffrey J. Sussman & Ralph Cutler QuillinIII. 2020. Exploring the relationship between burnout and grit during general surgery residency: A longitudinal, single-institution analysis. The American Journal of Surgery 219(2). 322–327. https://doi.org/10.1016/j.amjsurg.2019.09.041.Search in Google Scholar

Credé, Marcus. 2018. What shall we do about grit? A critical review of what we know and what we don’t know. Educational Researcher 47(9). 606–611. https://doi.org/10.3102/0013189X18801322.Search in Google Scholar

Credé, Marcus, Michael C. Tynan & Peter D. Harms. 2017. Much ado about grit: A meta-analytic synthesis of the grit literature. Journal of Personality and Social Psychology 113(3). 492–511. https://psycnet.apa.org/doi/10.1037/pspp0000102.10.1037/pspp0000102Search in Google Scholar

Day, Christopher & Qing Gu. 2009. Veteran teachers: Commitment, resilience and quality retention. Teachers and Teaching: Theory and Practice 15(4). 441–457. https://doi.org/10.1080/13540600903057211.Search in Google Scholar

Duckworth, Angela L. 2016. Grit: The power of passion and perseverance, vol. 234. New York, NY: Scribner.Search in Google Scholar

Duckworth, Angela L., Christopher Peterson, Michael D. Matthews & Dennis R. Kelly. 2007. Grit: Perseverance and passion for long-term goals. Journal of Personality and Social Psychology 92(6). 1087–1101. https://doi.org/10.1037/0022-3514.92.6.1087.Search in Google Scholar

Duckworth, Angela Lee & Patrick D. Quinn. 2009. Development and validation of the short grit scale (GRIT–S). Journal of Personality Assessment 91(2). 166–174. https://doi.org/0.1080/00223890802634290.10.1080/00223890802634290Search in Google Scholar

Duckworth, Angela Lee, Patrick D. Quinn & Martin E. P. Seligman. 2009. Positive predictors of teacher effectiveness. The Journal of Positive Psychology 4(6). 540–547. https://doi.org/10.1080/17439760903157232.Search in Google Scholar

Eskreis-Winkler, Lauren. 2015. Building grit. Philadelphia, PA: University of Pennsylvania Doctoral Dissertation.Search in Google Scholar

Eskreis-Winkler, Lauren, James J. Gross & Angela L. Duckworth. 2016. Grit: Sustained self-regulation in the service of superordinate goals. In Kathleen D. Vohs & Roy F. Baumeister (eds.), Handbook of self-regulation: Research, theory and applications, 380–395. New York, NY: Guilford Press.Search in Google Scholar

Fabelico, Fitzgerald & Bonimar Afalla. 2020. Perseverance and passion in the teaching profession: Teachers’ grit, self-efficacy, burnout, and performance. Journal of Critical Reviews 7(11). 108–119. https://doi.org/10.31838/jcr.07.03.05.Search in Google Scholar

Feng, Liying & Mostafa Papi. 2020. Persistence in language learning: The role of grit and future self-guides. Learning and Individual Differences 81. 101904. https://doi.org/10.1016/j.lindif.2020.101904.Search in Google Scholar

Field, Andy. 2013. Discovering statistics using IBM SPSS statistics, 4th edn. London: Sage.Search in Google Scholar

Frenzel, Anne Christiane. 2014. Teacher emotions. In Reinhard Pekrun & Lisa Linnenbrink-Garcia (eds.), International handbook of emotions in education, 494–519. New York, NY: Routledge.Search in Google Scholar

Frenzel, Anne Christian, Reinhard Pekrun & Thomas Goetz. 2013. Emotions questionnaire for teachers (EQT) – User’s manual. Munich: University of Munich: Department of Psychology.Search in Google Scholar

Frenzel, Anne Christian, Thomas Goetz, Oliver Lüdtke, Reinhard Pekrun & Rosemary E. Sutton. 2009. Emotional transmission in the classroom: Exploring the relationship between teacher and student enjoyment. Journal of Educational Psychology 101(3). 705–716. https://psycnet.apa.org/doi/10.1037/a0014695.10.1037/a0014695Search in Google Scholar

Ghasemi, Farshad. 2021. EFL teachers’ burnout and individual psychology: The effect of an empowering program and cognitive restructuring techniques. Current Psychology. https://doi.org/10.1007/s12144-021-01368-5 (Epub ahead of print).Search in Google Scholar

Gross, James J. 2014. Emotion regulation: Conceptual and empirical foundations. In James J. Gross (ed.), Handbook of emotion regulation, 2nd edn., 3–20. New York, NY: Guilford Press.Search in Google Scholar

Gross, James J. & Oliver P. John. 2003. Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. Journal of Personality and Social Psychology 85(2). 348–362. https://psycnet.apa.org/doi/10.1037/0022-3514.85.2.348.10.1037/0022-3514.85.2.348Search in Google Scholar

Hargreaves, Andy. 2005. The emotions of teaching and educational change. In Andy Hargreaves (ed.), Extending educational change: International handbook of educational change, 278–295. Dordrecht: Springer.10.1007/1-4020-4453-4_14Search in Google Scholar

Hill, Patrick L., Anthony L. Burrow & Kendall Cotton Bronk. 2016. Persevering with positivity and purpose: An examination of purpose commitment and positive affect as predictors of grit. Journal of Happiness Studies 17(1). 257–269. https://doi.org/10.1007/s10902-014-9593-5.Search in Google Scholar

Hiver, Phil & Ali H. Al-Hoorie. 2020. Reexamining the role of vision in second language motivation: A preregistered conceptual replication of You, Dörnyei, and Csizér (2016). Language Learning 70(1). 48–102. https://doi.org/10.1111/lang.12371.Search in Google Scholar

Hodge, Brad, Brad Wright & Pauleen Bennett. 2018. The role of grit in determining engagement and academic outcomes for university students. Research in Higher Education 59(4). 448–460. https://doi.org/10.1007/s11162-017-9474-y.Search in Google Scholar

Hu, Li-Tze & Peter M. Bentler. 1999. Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal 6(1). 1–55. https://doi.org/10.1080/10705519909540118.Search in Google Scholar

Huang, Xianhan, John Chi-Kin Lee & Anne Christiane Frenzel. 2020. Striving to become a better teacher: Linking teacher emotions with informal teacher learning across the teaching career. Frontiers in Psychology 11. 1067. https://doi.org/10.3389/fpsyg.2020.01067.Search in Google Scholar

Hwang, Mae-Hyang & JeeEun Karin Nam. 2021. Enhancing grit: Possibility and intervention strategies. In Llewellyn Ellardus van Zyl, Chantal Olckers & Leoni van der Vaart (eds.), Multidisciplinary perspectives on grit: Contemporary theories, assessments, applications and critiques, 77–93. Switzerland AG: Springer.10.1007/978-3-030-57389-8_5Search in Google Scholar

Keller, Melanie M., Mei-Lin Chang, Eva S. Becker, Thomas Goetz & Anne Christian Frenzel. 2014. Teachers’ emotional experiences and exhaustion as predictors of emotional labor in the classroom: An experience sampling study. Frontiers in Psychology 5. 1442. https://doi.org/10.3389/fpsyg.2014.01442.Search in Google Scholar

Khajavy, Gholam Hassan. 2021. Modeling the relations between foreign language engagement, emotions, grit and reading achievement. In Phil Hiver, Ali H. Al-Hoorie & Sarah Mercer (eds.), Student engagement in the language classroom, 241–259. Multilingual Matters.Search in Google Scholar

Khajavy, Gholam Hassan, Behazad Ghonsooly & Azar Hosseini Fatemi. 2017. Testing a burnout model based on affective-motivational factors among EFL teachers. Current Psychology 36(2). 339–349. https://doi.org/10.1007/s12144-016-9423-5.Search in Google Scholar

Khajavy, Gholam Hassan, Behazad Ghonsooly, Azar Hosseini Fatemi & Anne Christiane Frenzel. 2018. Antecedents of pleasant and unpleasant emotions of EFL teachers using an appraisal-theoretical framework. Iranian Journal of Language Teaching Research 6(2). 39–55. https://doi.org/10.30466/ijltr.2018.120559.Search in Google Scholar

Khajavy, Gholam Hassan & Elham Aghaee. 2022. The contribution of grit, emotions and personal bests to foreign language learning. Journal of Multilingual and Multicultural Development. 1–15. https://doi.org/10.1080/01434632.2022.2047192.Search in Google Scholar

Khajavy, Gholam Hassan, Peter D. MacIntyre & Jamal Hariri. 2021. A closer look at grit and language mindset as predictors of foreign language achievement. Studies in Second Language Acquisition 43(2). 379–402. https://doi.org/10.1017/S0272263120000480.Search in Google Scholar

Lee, Ju Seong. 2020. The role of grit and classroom enjoyment in EFL learners’ willingness to communicate. Journal of Multilingual and Multicultural Development. 1–17. https://doi.org/10.1080/01434632.2020.1746319.Search in Google Scholar

Liu, Eerdemutu & Junju Wang. 2021. Examining the relationship between grit and foreign language performance: Enjoyment and anxiety as mediators. Frontiers in Psychology 12. 666892. https://doi.org/10.3389/fpsyg.2021.666892.Search in Google Scholar

Maslach, Christina & Susan E. Jackson. 1981. The measurement of experienced burnout. Journal of Organizational Behavior 2(2). 99–113. https://doi.org/10.1002/job.4030020205.Search in Google Scholar

Maslach, Christina, Susan E. Jackson, Michael P. Leiter, Wilmar B. Schaufeli & Richard L. Schwab. 1986. Maslach burnout inventory, vol. 21, 3463–3464. Palo Alto, CA: Consulting Psychologists Press.Search in Google Scholar

Maslach, Christina, Wilmar B. Schaufeli & Michael P. Leiter. 2001. Job burnout. Annual Review of Psychology 52(1). 397–422. https://doi.org/10.1146/annurev.psych.52.1.397.Search in Google Scholar

Mizumoto, Atsushi. 2022. Calculating the relative importance of multiple regression predictor variables using dominance analysis and random forests. Language Learning. 1–36. https://doi.org/10.1111/lang.12518.Search in Google Scholar

Morell, Monica, Ji Seung Yang, Jessica R. Gladstone, Lara Turci Faust, Annette R. Ponnock, Hyo Jin Lim & Allan Wigfield. 2021. Grit: The long and short of it. Journal of Educational Psychology 113(5). 1038–1058. https://doi.org/10.1037/edu0000594.Search in Google Scholar

Muenks, Katherine, Allan Wigfield, Ji Seung Yang & Colleen R. O’Neal. 2017. How true is grit? Assessing its relations to high school and college students’ personality characteristics, self-regulation, engagement, and achievement. Journal of Educational Psychology 109(5). 599–620. https://doi.org/10.1037/edu0000153.Search in Google Scholar

Muthén, Linda K. & Bengt O. Muthén. 2014. Mplus user’s guide. Los Angeles, CA: Muthén & Muthén.Search in Google Scholar

Nazari, Mostafa & Parastoo Alizadeh Oghyanous. 2021. Exploring the role of experience in L2 teachers’ turnover intentions/occupational stress and psychological well-being/grit: A mixed methods study. Cogent Education 8(1). 1892943. https://doi.org/10.1080/2331186X.2021.1892943.Search in Google Scholar

Oxford, Rebecca & Gholam Hassan Khajavy. 2021. Exploring grit: “grit linguistics” and research on domain-general grit and L2 grit. Journal for the Psychology of Language Learning 3(2). 7–36. https://doi.org/10.52598/jpll/3/2/2.Search in Google Scholar

Park, Eun-Young & Mikyung Shin. 2020. A meta-analysis of special education teachers’ burnout. A meta-analysis of special education teachers’ burnout. SAGE Open 10(2). 1–18. https://doi.org/10.1177/2158244020918297.Search in Google Scholar

Pekrun, Reinhard & Elizabeth J. Stephens. 2012. Academic emotions. In Karen R. Harris, Steve Graham, Tim Urdan, James M. Royer & Moshe Zeidner (eds.), APA educational psychology handbook, 2, 3–31. Washington, DC: American Psychological Association.Search in Google Scholar

Pishghadam, Reza, Nouroddin Yousofi, Asieh Amini & Maryam Sadat Tabatabayeeyan. 2022. Interplay of psychological reactance, burnout, and spiritual intelligence: A case of Iranian EFL teachers. Revista de Psicodidáctica (English ed.) 27(1). 76–85. https://doi.org/10.1016/j.psicoe.2021.06.002.Search in Google Scholar

Plonsky, Luke & Deirdre J. Derrick. 2016. A meta-analysis of reliability coefficients in second language research. The Modern Language Journal 100(2). 538–553. https://doi.org/10.1111/modl.12335.Search in Google Scholar

Plonsky, Luke & Frederick L. Oswald. 2014. How big is “big”? Interpreting effect sizes in L2 research. Language Learning 64(4). 878–912. https://doi.org/10.1111/lang.12079.Search in Google Scholar

Robertson-Kraft, Claire & Angela Lee Duckworth. 2014. True grit: Trait-level perseverance and passion for long-term goals predicts effectiveness and retention among novice teachers. Teachers College Record 116(3). 1–27. https://doi.org/10.1177/016146811411600306.Search in Google Scholar

Schaufeli, Wilmar B., Dirk Enzmann & Nöelle Girault. 1993. Measurement of burnout: A review. In Christina Maslach, Tadeusz Marek & Wilmar B. Schaufeli (eds.), Professional burnout: Recent developments in theory and research, 199–215. New York: Taylor & Francis.10.4324/9781315227979-16Search in Google Scholar

Schaufeli, Wilmar B. & Dirk Van Dierendonck. 1993. The construct validity of two burnout measures. Journal of Organizational Behavior 14(7). 631–647. https://doi.org/10.1002/job.4030140703.Search in Google Scholar

Skaalvik, Einar M. & Sidsel Skaalvik. 2010. Teacher self-efficacy and teacher burnout: A study of relations. Teaching and Teacher Education 26(4). 1059–1069. https://doi.org/10.1016/j.tate.2009.11.001.Search in Google Scholar

SRI International. 2018. Promoting grit, tenacity, and perseverance: Critical factors for success in the 21st century. Menlo Park, CA: SRI International. Available at: https://www.sri.com/work/publications/promoting-grit-tenacity-and-perseverance-critical-factors-success-21st-century.Search in Google Scholar

Steinmayr, Ricarda, Anne F. Weidinger & Allan Wigfield. 2018. Does students’ grit predict their school achievement above and beyond their personality, motivation, and engagement? Contemporary Educational Psychology 53. 106–122. https://doi.org/10.1016/j.cedpsych.2018.02.004.Search in Google Scholar

Sudina, Ekaterina & Luke Plonsky. 2021. Academic perseverance in foreign language learning: An investigation of language-specific grit and its conceptual correlates. The Modern Language Journal 105(4). 829–857. https://doi.org/10.1111/modl.12738.Search in Google Scholar

Sudina, Ekaterina, Tony Vernon, Henry Foster, Heather Del Villano, Shoshannah Hernandez, Daniel Beck & Luke Plonsky. 2021. Development and initial validation of the L2-teacher grit scale. TESOL Quarterly 55(1). 156–184. https://doi.org/10.1002/tesq.581.Search in Google Scholar

Taxer, Jamie L. & Anne Christian Frenzel. 2015. Facets of teachers’ emotional lives: A quantitative investigation of teachers’ genuine, faked, and hidden emotions. Teaching and Teacher Education 49. 78–88. https://doi.org/10.1016/j.tate.2015.03.003.Search in Google Scholar

Teimouri, Yasser, Luke Plonsky & Farhad Tabandeh. 2022. L2 grit: Passion and perseverance for second language learning. Language Teaching Research 26(5). 893–918. https://doi.org/10.1177/1362168820921895.Search in Google Scholar

Tonidandel, Scott & James M. LeBreton. 2015. RWA web: A free, comprehensive, web-based, and user-friendly tool for relative weight analyses. Journal of Business and Psychology 30(2). 207–216. https://doi.org/10.1007/s10869-014-9351-z.Search in Google Scholar

Wong, Venus W., Lisa A. Ruble, Yue Yu & John H. McGrew. 2017. Too stressed to teach? Teaching quality, student engagement, and IEP outcomes. Exceptional Children 83(4). 412–427. https://doi.org/10.1177/0014402917690729.Search in Google Scholar


Supplementary Material

This article contains supplementary material (https://doi.org/10.1515/applirev-2022-0076).


Received: 2022-06-18
Accepted: 2023-01-13
Published Online: 2023-01-30
Published in Print: 2024-09-25

© 2023 Walter de Gruyter GmbH, Berlin/Boston

Articles in the same Issue

  1. Frontmatter
  2. Special Issue: The Yellow Peril or the Model Minority? Racialized identities and discourses of Asian Americans and Asian Canadians; Guest Editor: Christian Chun
  3. Research Articles
  4. Paradoxes of the Canadian mosaic: “being, feeling and doing Canadian”
  5. The Asian American teaching method? An overview of language education, social justice issues, and challenging ‘Oppressed’ versus ‘Model’ minority binary discourse
  6. Life and work between home and “homeland”: a narrative inquiry of transnational Chinese adoptees’ identity negotiations across time and space
  7. I ain’t your f*cking Model Minority! Indexical orders of ‘Asianness’, class, and heteronormative masculinity
  8. Special Issue: Assessment and Creativity through a Translingual Lens; Guest Editors: Lavinia Hirsu, Marta Nitecka Barche and Dobrochna Futro
  9. Editorials
  10. Assessment and creativity through a translingual lens: introduction
  11. Assessment and creativity through a translingual lens: transdisciplinary insights
  12. Creative translanguaging in formative assessment: Chinese teachers’ perceptions and practices in the primary EFL classroom
  13. Creativity, criticality and translanguaging in assessment design: perspectives from Bangladeshi higher education
  14. Integrating translanguaging into assessment: students’ responses and perceptions
  15. Research Articles
  16. Investigation of factors underlying foreign language classroom anxiety in Chinese university English majors
  17. Why can’t I teach English? A case study of the racialized experiences of a female Ugandan teacher of English in an EFL context
  18. Primary-concern solicitation in Chinese medical encounters
  19. The relationships between young FL learners’ classroom emotions (anxiety, boredom, & enjoyment), engagement, and FL proficiency
  20. Visualising the language practices of lower secondary students: outlines for practice-based models of multilingualism
  21. Observing a teacher’s interactional competence in an ESOL classroom: a translanguaging perspective
  22. Foreign language teacher grit: scale development and examining the relations with emotions and burnout using relative weight analysis
  23. Vocabulary learning in a foreign language: multimedia input, sentence-writing task, and their combination
  24. The predictive effects of reading speed and positive affect on first and second language incidental vocabulary acquisition through reading an authentic novel
  25. The effects of cultural and educational background on students’ use of language learning strategies in CFL learning
  26. Transl[iter]ating Dubai’s linguistic landscape: a bilingual translation perspective between English and Arabic against a backdrop of globalisation
  27. Exploring Tibetan residents’ everyday language practices in Danba county, Southwest China: a case study
  28. The mechanism for the positive effect of foreign language peace of mind in the Chinese EFL context: a moderated mediation model based on learners’ individual resources
  29. A latent profile analysis of L2 writing emotions and their relations to writing buoyancy, motivation and proficiency
  30. “Part of me is teaching English”: probing the language-related teaching practices of an English-medium instruction (EMI) teacher
Downloaded on 19.12.2025 from https://www.degruyterbrill.com/document/doi/10.1515/applirev-2022-0076/html?lang=en
Scroll to top button