References
- National Research Council. (2007). Rising above the gathering storm: Energizing and employing America for a brighter economic future. The National Academies Press.
- National Institute for Education Sciences. (2017). Chinese STEM education white paper. Beijing, China.
- OECD (2017). PISA 2015 Assessment and analytical framework: Science, reading, mathematic, financial literacy and Collaborative problem solving, revised ed., PISA, OECD Publishing. https://doi.org/https://doi.org/10.1787/9789264281820-en
- Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/https://doi.org/10.1016/0749-5978(91)90020-T
- Ajzen, I. (2001). Nature and operation of attitudes. Annual Review of Psychology, 52(1), 27–58. https://doi.org/https://doi.org/10.1146/annurev.psych.52.1.27
- Ajzen, I., & Fishbein, M. (2005). The influence of attitudes on behavior. In D. Albarrac?ın, B. T. Johnson, & M. P. Zanna (Eds.), The handbook of attitudes (pp. 173–221). Erlbaum.
- Bandura, A. (1997). Self-efficacy: The exercise of control. Freeman.
- Blalock, C. L., Lichtenstein, M. J., Owen, S., Pruski, L., Marshall, C., & Toepperwein, M. A. (2008). In pursuit of validity: A comprehensive review of science attitude instruments 1935-2005. International Journal of Science Education, 30(7), 961–977. https://doi.org/https://doi.org/10.1080/09500690701344578
- Boone, W. J., Townsend, J. S., & Staver, J. (2011). Using Rasch theory to guide the practice of survey development and survey data analysis in science education and to inform science reform efforts: An exemplar utilizing STEBI self-efficacy data. Science Education, 95(2), 258–280. https://doi.org/https://doi.org/10.1002/sce.20413
- Boone, W. J., Yale, M. S., & Staver, J. R. (2014). Rasch analysis in the human sciences. Berlin, Germany: Springer.
- Browne, M. W., & Cudeck, R. (1992). Alternative ways of assessing model fit. Sociological Methods & Research, 21(2), 230–258. https://doi.org/https://doi.org/10.1177/0049124192021002005
- Chang, S. N., Yeung, Y. Y., & Cheng, M. H. (2009). Ninth graders’ learning interests, life experiences and attitudes towards science & technology. Journal of Science Education and Technology, 18(5), 447–457. https://doi.org/https://doi.org/10.1007/s10956-009-9162-6
- Chen, S. F., Lin, C. Y., Wang, J. R., Lin, S. W., & Kao, H. L. (2012). A cross-grade comparison to examine the context effect on the relationships among family resources, school climate, learning participation, science attitude, and science achievement based on TIMSS 2003 in Taiwan. International Journal of Science Education, 34(14), 2089–2106. https://doi.org/https://doi.org/10.1080/09500693.2012.701352
- Cheng, M. H. M., & Wan, Z. H. (2016). Unpacking the paradox of Chinese science learners: Insights from research into Asian Chinese school students’ attitudes towards learning science, science learning strategies, and scientific epistemological views. Studies in Science Education, 52(1), 29–62. https://doi.org/https://doi.org/10.1080/03057267.2015.1112471
- Chi, S. H., Wang, Z., Liu, X., & Zhu, L. (2017). Associations among attitudes, perceived difficulty of learning science, gender, parents’ occupation and students’ scientific competencies. International Journal of Science Education, 39(16), 2171–2188. https://doi.org/https://doi.org/10.1080/09500693.2017.1366675
- Crawley, F. E., & Koballa, T. R. (1994). Attitude research in science education: Contemporary models and methods. Science Education, 78(1), 35–55. https://doi.org/https://doi.org/10.1002/sce.3730780103
- Dalgety, J., Coll, R. K., & Jones, A. (2003). Development of chemistry attitudes and experiences questionnaire (CAEQ). Journal of Research in Science Teaching, 40(7), 649–668. https://doi.org/https://doi.org/10.1002/tea.10103
- Gardner, P. L. (1975). Attitudes to science : A review. Studies in Science Education, 2(1), 1–41. https://doi.org/https://doi.org/10.1080/03057267508559818
- George, R. (2006). A cross-domain analysis of change in students’ attitudes toward science and attitudes about the utility of science. International Journal of Science Education, 28(6), 571–589. https://doi.org/https://doi.org/10.1080/09500690500338755
- Germann, P. J. (1988). Development of the attitude toward science in school assessment and its use to investigate the relationship between science achievement and attitude toward science in school. Journal of Research in Science Teaching, 25(8), 689–703. https://doi.org/https://doi.org/10.1002/tea.3660250807
- Hacieminoglu, E. (2016). Elementary school students’ attitude toward science and related variables. International Journal of Environmental and Science Education, 11(2), 35–52. https://doi.org/10.12973/ijese.2016.288a
- Hillman, S. J., Zeeman, S. I., Tilburg, C. E., & List, H. E. (2016). My attitudes toward science (MATS): The development of a multidimensional instrument measuring students’ science attitudes. Learning Environments Research, 19(2), 203–219. https://doi.org/https://doi.org/10.1007/s10984-016-9205-x
- Hong, Z. R., Lin, H. s., Wang, H. H., Chen, H. T., & Yang, K. K. (2013). Promoting and scaffolding elementary school students’ attitudes toward science and argumentation through a science and society intervention. International Journal of Science Education, 35(10), 1625–1648. https://doi.org/https://doi.org/10.1080/09500693.2012.734935
- Karabenick, S. A., Woolley, M. E., Friedel, J. M., Ammon, B. V., Blazevski, J., & Bonney, C. R. (2007). Cognitive processing of self-report items in educational research: Do they think what we mean? Educational Psychologist, 42(3), 139–151. https://doi.org/https://doi.org/10.1080/00461520701416231
- Khishfe, R., & Boujaoude, S. (2014). Lebanese students ‘ conceptions of and attitudes. International Journal of Science and Mathematics Education, 14(1), 145–167. https://doi.org/10.1007/s10763-014-9587-0
- Kind, P., Jones, K., & Barmby, P. (2007). Developing attitudes towards science measures. International Journal of Science Education, 29(7), 871–893. https://doi.org/https://doi.org/10.1080/09500690600909091
- Kirikkaya, E. B. (2011). Grade 4 to 8 primary school students’ attitudes towards science: Science enthusiasm. Educational Research and Reviews, 6(4), 374–382.
- Koballa, T. (1988). Atttude and related concepts in science education. Science Education, 72(2), 115–126. https://doi.org/https://doi.org/10.1002/sce.3730720202
- Lamb, R. L., Vallett, D., & Annetta, L. (2014). Development of a short-form measure of science and technology self-efficacy using rasch analysis. Journal of Ence Education & Technology, 23(5), 641–657. https://doi.org/10.1007/s10956-014-9491-y
- Lee, J. C. K., Zhang, Z., & Yin, H. (2010). Using multidimensional rasch analysis to validate the Chinese version of the motivated strategies for learning questionnaire (MSLQ-CV). European Journal of Psychology of Education, 25(1), 141–155. https://doi.org/https://doi.org/10.1007/s10212-009-0009-6
- Linacre, J. (1998). Detecting multidimensionality: Which residual data-type works best? Journal of Outcome Measurement, 2(3), 266–283.
- Liou, P. Y. (2021). Students’ attitudes toward science and science achievement: An analysis of the differential effects of science instructional practices. Journal of Research in Science Teaching, 58(3), 310–334. https://doi.org/https://doi.org/10.1002/tea.21643.
- Maltese, A. V., & Tai, R. H. (2010). Eyeballs in the fridge: Sources of early interest in science. International Journal of Science Education, 32(5), 669–685. https://doi.org/https://doi.org/10.1080/09500690902792385
- Michael, O. M., Mullis, I. V. S., Foy, P., & Stance, G. M. (2012). TIMSS 2011 International results in science. TIMSS & PIRLS International Study Center, Lynch School of Education, Boston College.
- Murphy, C., & Beggs, J. (2003). Children’s perception of school science. School Science Review, 84(308), 109–116.
- Naizer, G. (1993). Science and engineering professors: Why did they choose science as a career? School Science and Mathematics, 93(6), 321–324. https://doi.org/https://doi.org/10.1111/j.1949-8594.1993.tb12253.x
- Navarro, M., Förster, C., González, C., & González-Pose, P. (2016). Attitudes toward science: Measurement and psychometric properties of the Test of Science-Related attitudes for its use in spanish-speaking classrooms. International Journal of Science Education, 38(9), 1459–1482. https://doi.org/https://doi.org/10.1080/09500693.2016.1195521
- Oon, P. T., Cheng, M. M. W., & Wong, A. S. L. (2020). Gender differences in attitude towards science: Methodology for prioritising contributing factors. International Journal of Science Education, 42(1), 89–112. https://doi.org/https://doi.org/10.1080/09500693.2019.1701217
- Oon, P. T., & Fan, X. (2017). Rasch analysis for psychometric improvement of science attitude rating scales. International Journal of Science Education, 39(6), 683–700. https://doi.org/https://doi.org/10.1080/09500693.2017.1299951
- Oon, P. T., & Subramaniam, R. (2011). Rasch modelling of a scale that explores the take-up of physics among school students from the perspective of teachers. In R. F. Cavanagh & R. F. Waugh (Eds.), Applications of Rasch measurement in learning environment research (pp. 119–139). Rotterdam: Sense Publisher.
- Oon, P. T., & Subramaniam, R. (2013). Factors influencing Singapore students’ choice of physics as a tertiary field of study: A Rasch analysis. International Journal of Science Education, 35(1), 86–118. https://doi.org/https://doi.org/10.1080/09500693.2012.718098
- Oon, P. T., & Subramaniam, R. (2018). Comparative study of middle school students’ attitudes towards science: Rasch analysis of entire TIMSS 2011 attitudinal data for england, Singapore and the U.S.A. As well as psychometric properties of attitudes scale. International Journal of Science Education, 40(3), 268–290. https://doi.org/https://doi.org/10.1080/09500693.2017.1413717
- Osborne, J., Simon, S., & Collins, S. (2003). Attitudes towards science: A review of the literature and its implications. International Journal of Science Education, 25(9), 1049–1079. https://doi.org/https://doi.org/10.1080/0950069032000032199
- Owen, S. V., Toepperwein, M. A., Marshall, C. E., Lichtenstein, M. J., Blalock, C. L., Liu, Y., Pruski, L. A., & Grimes, K. (2008). Finding pearls: Psychometric reevaluation of the simpson-troost attitude questionnaire (STAQ). Science Education, 92(6), 1076–1095. https://doi.org/https://doi.org/10.1002/sce.20296
- Papanastasiou, C., & Papanastasiou, E. C. (2004). Major influences on attitudes toward science. Educational Research and Evaluation, 10(3), 239–257. https://doi.org/https://doi.org/10.1076/edre.10.3.239.30267
- Pell, A. W., & Manganye, H. T. (2007). South African primary children’s attitudes to science. Evaluation & Research in Education, 20(3), 121–143. https://doi.org/https://doi.org/10.2167/eri403.0
- Pell, T., & Jarvis, T. (2001). Developing attitude to science scales for use with children of ages from five to eleven years. International Journal of Science Education, 23(8), 847–862. https://doi.org/https://doi.org/10.1080/09500690010016111
- Potvin, P., & Hasni, A. (2014). Interest, motivation and attitude towards science and technology at K-12 levels: A systematic review of 12 years of educational research. Studies in Science Education, 50(1), 85–129. https://doi.org/https://doi.org/10.1080/03057267.2014.881626
- Raved, L., & Assaraf, O. B. Z. (2011). Attitudes towards science learning among 10th-grade students: A qualitative look. International Journal of Science Education, 33(9), 1219–1243. https://doi.org/https://doi.org/10.1080/09500693.2010.508503
- Reddy, L. (2017). Gender differences in attitudes to learning science in grade 7. African Journal of Research in Mathematics, Science and Technology Education, 21(1), 26–36. https://doi.org/https://doi.org/10.1080/18117295.2017.1279450
- Reid, N. (2006). Thoughts on attitude measurement. Research in Science & Technological Education, 24(1), 3–27. https://doi.org/https://doi.org/10.1080/02635140500485332
- Ryan, R. M. (1982). Control and information in the intrapersonal sphere: An extension of cognitive evaluation theory. Journal of Personality and Social Psychology, 43(3), 450–461. https://doi.org/https://doi.org/10.1037/0022-3514.43.3.450
- Shymansky, J. A., Yore, L. D., & Anderson, J. O. (2004). Impact of a school district’s science reform effort on the achievement and attitudes of third-and fourth-grade students. Journal of Research in Science Teaching, 41(8), 771–790. https://doi.org/https://doi.org/10.1002/tea.20025
- Siegel, M. A., & Ranney, M. A. (2003). Developing the changes in attitude about the relevance of science (CARS) questionnaire and assessing two high school science classes. Journal of Research in Science Teaching, 40(8), 757–775. https://doi.org/https://doi.org/10.1002/tea.10110
- Sjaastad, J. (2013). Measuring the ways significant persons influence attitudes towards science and mathematics. International Journal of Science Education, 35(2), 192–212. https://doi.org/https://doi.org/10.1080/09500693.2012.672775
- Sorge, C. (2007). What happens? Relationship of age and gender with science attitudes from elementary to middle school. Science Educator, 16(2), 33–37.
- Stake, J. E., & Mares, K. R. (2005). The splashdown effect: Measuring the effect of science enrichment programs on science attitudes of gifted high school girls and boys. Science Education Review, 4(4), 120–124.
- Stokking, K. M. (2000). Predicting the choice of physics in secondary education. International Journal of Science Education, 22(12), 1261–1283. https://doi.org/https://doi.org/10.1080/095006900750036253
- Summers, R., & Abd-El-Khalick, F. (2018). Development and validation of an instrument to assess student attitudes toward science across grades 5 through 10. Journal of Research in Science Teaching, 55(2), 172–205. https://doi.org/https://doi.org/10.1002/tea.21416
- Tai, R. H., Liu, C. Q., Maltese, A. V., & Fan, X. (2006). Planning early for careers in science. Science, 312(5777), 1143–1144. https://doi.org/https://doi.org/10.1126/science.1128690
- Toma, R. B., Greca, I. M., & Orozco Gómez, M. L. (2019). Attitudes towards science and views of nature of science among elementary school students in terms of gender, cultural background and grade level variables. Research in Science and Technological Education, 37(4), 492–515. https://doi.org/https://doi.org/10.1080/02635143.2018.1561433
- Tsai, L. T., & Yang, C. C. (2015). Hierarchical effects of school-, classroom-, and student-level factors on the science performance of eighth-grade Taiwanese students. International Journal of Science Education, 37(8), 1166–1181. https://doi.org/https://doi.org/10.1080/09500693.2015.1022625
- Turner, S., & Ireson, G. (2010). Fifteen pupils’ positive approach to primary school science: When does it decline? Educational Studies, 36(2), 119–141. https://doi.org/https://doi.org/10.1080/03055690903148662
- Uitto, A. (2014). Interest, attitudes and self-efficacy beliefs explaining upper-secondary school students’ orientation towards biology-related careers. International Journal of Science and Mathematics Education, 12(6), 1425–1444. https://doi.org/10.1007/s10763-014-9516-2
- Unfried, A., Faber, M., Stanhope, D. S., & Wiebe, E. (2015). The development and validation of a measure of student attitudes toward science, technology, engineering, and Math (S-STEM)[J]. Journal of Psychoeducational Assessment, 33(7), 622–639. https://doi.org/https://doi.org/10.1177/0734282915571160
- van Aalderen-Smeets, S. I., van der Molen, J. H. W., & Asma, L. J. F. (2012). Primary teachers’ attitudes toward science: A new theoretical framework. Science Education, 96(1), 158–182. https://doi.org/https://doi.org/10.1002/sce.20467
- Wan, Z. H., & Lee, J. C. K. (2017). Hong Kong secondary school students’ attitudes towards science: A study of structural models and gender differences. International Journal of Science Education, 39(5), 507–527. https://doi.org/https://doi.org/10.1080/09500693.2017.1292015
- Wang, T. L., & Berlin, D. (2010). Construction and validation of an instrument to measure Taiwanese elementary students’ attitudes toward their science class. International Journal of Science Education, 32(18), 2413–2428. https://doi.org/https://doi.org/10.1080/09500690903431561
- Weinburgh, M. H., & Steele, D. (2000). The modified attitudes toward science inventory: Developing an instrument to be used with fifth grade urban students. Journal of Women and Minorities in Science and Engineering, 6(1), 8. https://doi.org/https://doi.org/10.1615/JWomenMinorScienEng.v6.i1.50
- Woelfel, J., & Haller, A. O. (1971). Significant others, the self-reflexive act and the attitude formation process. American Sociological Review, 36(1), 74–87. https://doi.org/https://doi.org/10.2307/2093508
- Wright, B. D. (1999). Fundamental measurement for psychology. In S. E. Embretson, & S. L. Hershberger (Eds.), The new rules of measurement: What every educator and psychologist should know (pp. 65–104). Lawrence Erlbaum.
- Wyer, M. (2003). Intending to stay: Images of scientists, attitudes toward women, and gender as influences on persistence among science and engineering majors. Journal of Women and Minorities in Science and Engineering, 9(1), 1–16. https://doi.org/https://doi.org/10.1615/JWomenMinorScienEng.v9.i1.10
- You, H. S., Kim, K., Black, K., & Min, K. W. (2018). Assessing science motivation for college students: Validation of the science motivation questionnaire II using the rasch-andrich rating scale model. Eurasia Journal of Mathematics, Science and Technology Education, 14(4), 1161–1173. https://doi.org/10.29333/ejmste/81821
- Yurick, K. A. (2011). Effect of problem-based learning with web-anchored instruction in nanotechnology on the science conceptual understanding, the attitude towards science, and the perception of science in society of elementary students (Issue August) [Florida Atlantic Univeristy, Boca Raton, Florida]. Boca Raton, Florida.