When a machine detects student reasoning: a review of machine learning-based formative assessment of mechanistic reasoning
PP Martin, N Graulich - Chemistry Education Research and Practice, 2023 - pubs.rsc.org
In chemistry, reasoning about the underlying mechanisms of observed phenomena lies at
the core of scientific practices. The process of uncovering, analyzing, and interpreting …
the core of scientific practices. The process of uncovering, analyzing, and interpreting …
Mechanistic reasoning in organic chemistry: A scoping review of how students describe and explain mechanisms in the chemistry education research literature
Organic chemistry reaction mechanisms are central to the discipline of organic chemistry but
challenging for students to learn and for instructors to teach. Due to the unique challenges …
challenging for students to learn and for instructors to teach. Due to the unique challenges …
Students' strategies, struggles, and successes with mechanism problem solving in organic chemistry: a scoping review of the research literature
Solving problems in organic chemistry often requires the consideration of reaction
mechanisms. As such, much research has been devoted to the examination of how students …
mechanisms. As such, much research has been devoted to the examination of how students …
Comparing student and generative artificial intelligence chatbot responses to organic chemistry writing-to-learn assignments
Chemistry education research demonstrates the value of open-ended writing tasks, such as
writing-to-learn (WTL) assignments, for supporting students' learning with topics including …
writing-to-learn (WTL) assignments, for supporting students' learning with topics including …
Exploring new depths: Applying machine learning for the analysis of student argumentation in chemistry
Constructing arguments is essential in science subjects like chemistry. For example,
students in organic chemistry should learn to argue about the plausibility of competing …
students in organic chemistry should learn to argue about the plausibility of competing …
Developing a curated chatbot as an exploratory communication tool for chemistry learning
AT Lolinco, TA Holme - 2023 - ACS Publications
In a technology-centric world, leveraging digital tools such as chatbots allows educators to
engage students in ways that may be more accessible for both parties, particularly in large …
engage students in ways that may be more accessible for both parties, particularly in large …
Generalized rubric for level of explanation sophistication for nucleophiles in organic chemistry reaction mechanisms
Reaction mechanisms are central to organic chemistry and organic chemistry education.
Assessing understanding of reaction mechanisms can be evaluated holistically, wherein the …
Assessing understanding of reaction mechanisms can be evaluated holistically, wherein the …
Closing the gap of organic chemistry students' performance with an adaptive scaffold for argumentation patterns
LS Lieber, K Ibraj, I Caspari-Gnann… - … Education Research and …, 2022 - pubs.rsc.org
Building reasonable scientific arguments is a fundamental skill students need to participate
in scientific discussions. In organic chemistry, students' argumentation and reasoning skills …
in scientific discussions. In organic chemistry, students' argumentation and reasoning skills …
Evaluating electrophile and nucleophile understanding: a large-scale study of learners' explanations of reaction mechanisms
A deep understanding of organic chemistry requires a learner to understand many concepts
and have fluency with multiple skills. This understanding is particularly necessary for …
and have fluency with multiple skills. This understanding is particularly necessary for …
ChatGPT Convincingly Explains Organic Chemistry Reaction Mechanisms Slightly Inaccurately with High Levels of Explanation Sophistication
The chemistry education research community values and emphasizes the role of
constructing explanations and mechanistic reasoning to support students' learning of …
constructing explanations and mechanistic reasoning to support students' learning of …