“…Scientific argumentation is a higher-order thinking skill that is the main focus of education in the 21st century (Guilfoyle & Erduran, 2021;Noviyanti et al, 2021). This is also one of the core practices that must be implemented in science learning (Loper et al, 2019;Mao et al, 2018;Mikeska & Lottero-Perdue, 2022). This is because scientific argumentation skills affect conceptual understanding (Greene et al, 2018;Jin & Kim, 2021;Larrain et al, 2019;Ping et al, 2020;, are related to critical thinking skills (Convertini, 2021;Giri & Paily, 2020;Hong & Talib, 2018;Kuhn, 2019), can promote scientific literacy (Archila et al, 2018;Chen, 2019;Yacoubian & Khishfe, 2018), can improve scientific reasoning (Sari & El Islami, 2020), can develop analytical thinking skills (Perdana et al, 2019), can develop reflective thinking skills (Gulen & Yaman, 2019), can develop innovative thinking (Turabova, 2021), can support social collaboration (Henderson et al, 2018), can increase awareness of the surrounding environment (Faize & Akhtar, 2020), and is needed in expressing opinions, making decisions, and solving problems in everyday life (Songsil et al, 2019).…”