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  1. Mental models: An alternative evaluation of a sensemaking approach to ethics instruction.Meagan E. Brock, Andrew Vert, Vykinta Kligyte, Ethan P. Waples, Sydney T. Sevier & Michael D. Mumford - 2008 - Science and Engineering Ethics 14 (3):449-472.
    In spite of the wide variety of approaches to ethics training it is still debatable which approach has the highest potential to enhance professionals’ integrity. The current effort assesses a novel curriculum that focuses on metacognitive reasoning strategies researchers use when making sense of day-to-day professional practices that have ethical implications. The evaluated trainings effectiveness was assessed by examining five key sensemaking processes, such as framing, emotion regulation, forecasting, self-reflection, and information integration that experts and novices apply in ethical decision-making. (...)
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  • Breaking the law: Promoting domain-specificity in chemical education in the context of arguing about the periodic law. [REVIEW]Sibel Erduran - 2007 - Foundations of Chemistry 9 (3):247-263.
    In this paper, domain-specificity is presented as an understudied problem in chemical education. This argument is unpacked by drawing from two bodies of literature: learning of science and epistemology of science, both themes that have cognitive as well as philosophical undertones. The wider context is students’ engagement in scientific inquiry, an important goal for science education and one that has not been well executed in everyday classrooms. The focus on science learning illustrates the role of domain specificity in scientific reasoning. (...)
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  • Philosophical and computational models of explanation.Paul Thagard - 1991 - Philosophical Studies 64 (October):87-104.
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  • How Experts Solve a Novel Problem in Experimental Design.Jan Maarten Schraagen - 1993 - Cognitive Science 17 (2):285-309.
    Research on expert‐novice differences has mainly focused on how experts solve familiar problems. We know far less about the skills and knowledge used by experts when they are confronted with novel problems within their area of expertise. This article discusses a study in which verbal protocols were taken from subjects of various expertise designing an experiment in an area with which they were unfamiliar. The results showed that even when domain knowledge is lacking, experts solve a novel problem within their (...)
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  • Comparing expert and novice understanding of a complex system from the perspective of structures, behaviors, and functions.Cindy E. Hmelo-Silver & Merav Green Pfeffer - 2004 - Cognitive Science 28 (1):127-138.
    Complex systems are pervasive in the world around us. Making sense of a complex system should require that a person construct a network of concepts and principles about some domain that represents key (often dynamic) phenomena and their interrelationships. This raises the question of how expert understanding of complex systems differs from novice understanding. In this study we examined individuals' representations of an aquatic system from the perspective of structural (elements of a system), behavioral (mechanisms), and functional aspects of a (...)
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