Educational initiatives in multiple disciplinary areas call for student engagement in the practice of argumentation (CCSSI, 2010a, 2010b; Mullis & Martin, 2017; NGSS Lead States, 2013; OECD, 2018). In science education, immersive argument-based inquiry (ABI) is one category of approaches which integrates argumentation in all classroom activity…

Research in science education has emphasized the importance of knowledge generation approaches to learning. Creating generative learning environments requires teachers to address the epistemic underpinning of science practices and shift their orientations toward knowledge generation approaches. This study aimed to propose epistemic orientation as…

This study investigated the development and utilization of argument and representation resources in pre-service science teachers' (PSTs') written and oral arguments over two semesters in an argument-based inquiry environment of General Chemistry Laboratory I and II courses. The study employed a form of mixed methods research that is known as…

Policy documents in many nations, as well as international policies indicate that the goal of improved student science learning requires teachers to learn to use knowledge generation environments for teaching science. This is a particular challenge for early childhood teachers (kindergarten through grade two), who have historically valued…

This study is intended to provide an example of computational modeling (CM) experiment using machine learning algorithms. Specific outcomes modeled in this study are the predicted influences associated with the Science Writing Heuristic (SWH) and associated with the completion of question items for the Cornell Critical Thinking Test. The Student…

The shifting emphases of new national curricula have placed more attention on knowledge generation approaches to learning. Such approaches are centered on the fundamental sense of generative learning where practices and tools for learning become the focus of the learning environment, rather than on the products of learning. This paper, building on…

We report on the development of a new instrument for measuring teachers' knowledge of language as an epistemic tool in science classes. Language is essential for science learning, as all learning requires the use of language to constitute one's own ideas and to engage with others' ideas. Teachers with knowledge of language as an epistemic tool can…

Language and argument are epistemic tools that learners can use to help them generate and validate knowledge for themselves, as emphasized in NGSS and previous NRC reports. Not all learning environments elicit or support the use of these epistemic tools equally, thus affecting how students grow in competence in relation to their use. The present…