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Revolutionizing Teaching and Learning of Material Science and Engineering in Chemical Engineering: The Impact of Generative AI 化学工程中材料科学与工程的革命性教学:生成式人工智能的影响
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00539
SK Safdar Hossain*,  and , Bamidele Victor Ayodele*, 

Conventional pedagogical approaches, frequently dependent on lectures, textbooks, and static visual aids, may find it challenging to properly engage students and facilitate a profound comprehension of complex subjects like material science for chemical engineering. The necessity for interactive, customized, and adaptive learning methodologies utilizing generative AI technologies is essential to improve the instruction and comprehension of this intricate topic. Generative AI is increasingly being used as a transformative tool to advance innovations in education. In particular, large language models like ChatGPT offer revolutionary capabilities for enhancing students’ learning experiences. Hence, it is imperative to explore how ChatGPT can facilitate the revolutionization of teaching and learning material science for chemical engineering. By leveraging social constructiveness theory, ChatGPT was employed as an interactive tool that engages learners in dialogue, prompting them to explore concepts, ask questions, and reflect on their understanding. The study examines how students can employ ChatGPT to create hypothetical alloy materials, determine the properties and construct a eutectic phase diagram for the hypothetical alloy materials. To evaluate the impact of the Generative AI pedagogical approach, a questionnaire survey was developed and distributed to the students. The analysis of the survey revealed that ChatGPT facilitated the understanding of complex engineering courses like material science for chemical engineering, enhanced their critical thinking skills, and improved their learning experience. engineering:I tools like ChatGPT have been demonstrated to have the potential to transform learning experience in material science for chemical engineering; nevertheless, effective ethical governance frameworks and ongoing pedagogical enhancement are essential for successful adoption.

传统的教学方法,经常依赖于讲座、教科书和静态的视觉辅助,可能会发现很难正确地吸引学生,并促进对化学工程材料科学等复杂学科的深刻理解。利用生成式人工智能技术的交互式、定制和自适应学习方法的必要性,对于提高对这一复杂主题的指导和理解至关重要。生成式人工智能越来越多地被用作推动教育创新的变革性工具。特别是,像ChatGPT这样的大型语言模型为增强学生的学习体验提供了革命性的能力。因此,探讨ChatGPT如何促进化学工程材料科学教与学的变革势在必行。通过利用社会建构理论,ChatGPT被用作一种互动工具,使学习者参与对话,促使他们探索概念,提出问题,并反思他们的理解。该研究考察了学生如何使用ChatGPT创建假设的合金材料,确定性能并为假设的合金材料构建共晶相图。为了评估生成式人工智能教学方法的影响,我们开发了一份问卷调查,并向学生分发了一份问卷。通过对调查的分析,ChatGPT促进了他们对化学工程材料科学等复杂工程课程的理解,增强了他们的批判性思维能力,改善了他们的学习体验。工程:ChatGPT等工具已被证明有潜力将材料科学的学习经验转化为化学工程;然而,有效的道德治理框架和持续的教学改进对于成功采用至关重要。
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引用次数: 0
An Interdisciplinary Laboratory Module on Glycine-Induced Rapid Radical Polymerization: Injectable PHEMA Hydrogels for Chemical Education 甘氨酸诱导的快速自由基聚合跨学科实验模块:用于化学教育的可注射PHEMA水凝胶
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00580
Liying Chen, , , Anyi Yang, , , Wanqiu Wang, , , Yongjiao Song*, , and , Yi Wang*, 

This laboratory experiment introduces undergraduate students to an interdisciplinary approach combining polymer chemistry, materials science, and biomedical engineering through the synthesis and characterization of injectable poly(2-hydroxyethyl methacrylate) (PHEMA) hydrogels. The experiment employs a glycine-induced redox radical polymerization method to prepare hydrogels under physiological conditions without organic solvents or toxic cross-linkers. Students explore structure–property relationships by evaluating the influence of glycine concentration on gelation time, network structure, and mechanical properties using Fourier transform infrared (FT-IR) spectroscopy, rheological analysis, and tensile testing. The experiment also includes an injectability test, allowing students to experience in situ hydrogel formation. This hands-on module enhances students’ understanding of radical polymerization kinetics, network interactions, and hydrogel mechanics while promoting scientific inquiry and interdisciplinary thinking. The module has been successfully implemented at Sichuan Normal University, demonstrating strong pedagogical outcomes in knowledge acquisition, technical skill development, and research enthusiasm. This experiment offers a scalable and cost-effective strategy for incorporating emerging biomaterial concepts into undergraduate chemistry education.

本实验通过合成和表征可注射聚(2-羟乙基甲基丙烯酸酯)(PHEMA)水凝胶,向本科生介绍了结合高分子化学、材料科学和生物医学工程的跨学科方法。本实验采用甘氨酸诱导氧化还原自由基聚合法,在生理条件下制备水凝胶,不使用有机溶剂或有毒交联剂。学生通过使用傅里叶变换红外光谱、流变学分析和拉伸测试来评估甘氨酸浓度对凝胶时间、网络结构和力学性能的影响,从而探索结构-性能关系。该实验还包括可注射性测试,让学生体验原位水凝胶形成。这个动手模块增强了学生对自由基聚合动力学,网络相互作用和水凝胶力学的理解,同时促进了科学探究和跨学科思维。该模块已在四川师范大学成功实施,在知识获取、技术技能培养和研究热情方面显示出较强的教学效果。本实验为将新兴生物材料概念纳入本科化学教育提供了一种可扩展且具有成本效益的策略。
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引用次数: 0
Designing Biochemical Visual Literacy Assessments: Insights from Classroom Testing and Student Interviews 设计生化视觉素养评估:来自课堂测试和学生访谈的见解
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00134
Kristen Procko, , , Josh T. Beckham*, , , Roderico Acevedo, , , Swati Agrawal, , , Shane Austin, , , Charmita Burch, , , Shelly Engelman, , , Kristin M. Fox, , , Lauren A. Genova, , , Pamela S. Mertz, , , Rachel M. Mitton-Fry, , and , Didem Vardar-Ulu, 

A critical skill that biochemistry students must develop is the interpretation of molecular images, ranging from macromolecular representations to the chemical structures of the building blocks that comprise them. Such analysis requires biomolecular visual literacy, which is not often explicitly taught, and can be challenging for instructors to assess. In this work, we examine student responses to assessments designed to probe biomolecular visual literacy. Analysis of sets of assessments with classical test theory indicates that items which have undergone an iterative validation process, including expert review, perform well in classroom testing. However, the evaluation of multiple-choice and multiple-select assessment items based on classroom testing alone has limitations. Therefore, semistructured student interviews were used to explore student approaches to molecular visualization problem solving. Qualitative analysis of interview transcripts identified several common strategies among students when solving image-based questions, including relying on color in the images to answer questions, drawing on familiar terminology in the prompt, and using process-of-elimination to identify the best answer. Image complexity was identified as a common challenge for students. Instructors can craft more effective assessments by paying careful attention to the use of color in images, using terminology students are familiar with, carefully creating distractors, and using images with complexity appropriate to the learner level. This work underscores the importance of the student perspective in the design of assessments used by educators to evaluate learning.

生物化学学生必须培养的一项关键技能是分子图像的解释,从大分子表示到组成它们的组成部分的化学结构。这样的分析需要生物分子视觉素养,而这通常不会被明确地教授,并且对教师来说评估是具有挑战性的。在这项工作中,我们研究了学生对旨在探索生物分子视觉素养的评估的反应。用经典测试理论对评估集进行分析表明,经过专家评审等反复验证过程的评估项目在课堂测试中表现良好。然而,单凭课堂测试对多项选择题和多项选择题的评价存在局限性。因此,采用半结构化的学生访谈来探讨学生解决分子可视化问题的方法。访谈记录的定性分析确定了学生在解决基于图像的问题时的几种常用策略,包括依靠图像中的颜色来回答问题,在提示中使用熟悉的术语,以及使用排除过程来确定最佳答案。图像复杂性被认为是学生面临的共同挑战。教师可以通过仔细注意图像中颜色的使用,使用学生熟悉的术语,小心地制造干扰,以及使用适合学习者水平的复杂图像来制定更有效的评估。这项工作强调了学生的观点在教育工作者用来评估学习的评估设计中的重要性。
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引用次数: 0
Analysis of End-of-Chapter Questions in General Chemistry Textbooks Prepared Specifically for the Science Education Curriculum Using the EQ-P Framework: An Integrated Study with Bloom’s Taxonomy 运用EQ-P框架分析专门为科学教育课程编写的普通化学教科书中的章末问题:与布鲁姆分类法的综合研究
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c01189
Gülen Önal Karakoyun*, 

This research has two primary objectives: 1) to examine the distribution and representation of chemical reasoning in end-of-chapter assessment questions in General Chemistry textbooks specifically designed for the Turkish Science Education curriculum using the Essential Questions-Perspectives (EQ-P) framework; 2) to analyze chemistry questions by combining the EQ-P framework and the Bloom taxonomy. The combined use of these two methods allowed for the simultaneous analysis of the essential disciplinary questions and perspectives of the EQ-P framework and the cognitive process and knowledge dimensions of the Bloom taxonomy. This combination also provided significant advantages and convenience in revealing the relationship between the elements of the EQ-P framework and the Bloom taxonomy. It was determined that, among end-of-chapter questions in General Chemistry textbooks, chemistry questions related to the essential question of explanation and prediction (E&P) ranked first, followed by chemistry questions related to the essential questions of description and identification (D&I) and transformation and synthesis (T&S), ranked second and third, respectively. This indicates that chemistry questions that assess students’ ability to establish cause–effect relationships, make predictions, and explain chemical phenomena are given more emphasis than other questions. Among the 12 perspectives, the most frequently encountered perspectives in chemistry questions were thermodynamics, interaction, and structure, respectively. Analysis using the EQ-P and Bloom taxonomy combined revealed that questions related to the D&I category largely focused on the cognitive process dimensions of the Bloom taxonomy: understanding and application.

本研究有两个主要目标:1)使用基本问题-视角(EQ-P)框架,研究化学推理在专门为土耳其科学教育课程设计的普通化学教科书的章末评估问题中的分布和表现;2)结合EQ-P框架和Bloom分类法分析化学问题。这两种方法的结合使用允许同时分析EQ-P框架的基本学科问题和观点以及布鲁姆分类法的认知过程和知识维度。这种组合在揭示EQ-P框架和Bloom分类法的元素之间的关系方面也提供了显著的优势和便利。我们确定,在普通化学教材的章末问题中,与解释与预测的本质问题(E&;P)相关的化学问题排名第一,其次是与描述与识别的本质问题(D&;I)和与转化与合成的本质问题(T&;S)相关的化学问题,分别排名第二和第三。这表明,评估学生建立因果关系、做出预测和解释化学现象的能力的化学问题比其他问题更受重视。在这12个观点中,化学问题中最常遇到的观点分别是热力学、相互作用和结构。结合EQ-P和Bloom分类法进行的分析显示,与D&;I类别相关的问题主要集中在Bloom分类法的认知过程维度上:理解和应用。
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引用次数: 0
On a More Expansive Vision for the Scientific Practices in Undergraduate Chemistry Education 本科化学教育科学实践的更广阔视野
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00944
Ryan S. Bowen*, 

The scientific practices outlined by A Framework for K-12 Science Education have been an influential foundation for course and pedagogical reform in chemistry at the higher education level. However, traditional ways of engaging with the scientific practices have been described as “narrow and marginalizing”. Work in K-12 science education has explored how to “open the curriculum” and be more expansive about how students do science and what counts; however, this work has been slow to take root in undergraduate chemistry education. This perspective initiates a primer discussion on how chemistry education researchers and instructors can think more expansively about the scientific practices in undergraduate courses. While this work offers some expansive strategies, it also identifies challenges undergraduate chemistry education faces in adopting expansive scientific practices.

《中小学科学教育框架》概述的科学实践已成为高等教育化学课程和教学改革的重要基础。然而,参与科学实践的传统方式被描述为“狭隘和边缘化”。K-12科学教育的工作已经探索了如何“开放课程”,并更广泛地了解学生如何做科学以及什么是重要的;然而,这项工作在本科化学教育中扎根的速度很慢。这一观点引发了对化学教育研究者和教师如何更广泛地思考本科课程中的科学实践的初步讨论。虽然这项工作提供了一些广泛的策略,但它也确定了本科化学教育在采用广泛的科学实践方面面临的挑战。
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引用次数: 0
A Graduate Course in Chemical Safety: Retrospective Analysis and Lessons Learned 化学安全研究生课程:回顾分析与经验教训
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c01061
Patricia Ann Mabrouk*, 

Training first-year chemistry graduate students in chemical safety is vital to ensure that they can handle reagents and research equipment safely. This training enables them to supervise undergraduates effectively and prepares them for future roles as researchers and faculty members. To date, few articles have detailed the design and assessment of graduate-level chemical safety courses. This article describes the creation, implementation, and evaluation of a graduate course on chemical safety for first-year doctoral students at a private research university. The course design was informed by peer-reviewed literature on chemical safety, and involved local experts and resources to connect students directly to these sources. Students participated in in-class activities and online components, including case studies, discussion boards, quizzes, and student-led assignments to complement classroom learning. Work conducted both inside and outside the classroom revealed that many first-year graduate students are unfamiliar with RAMP, risks and hazards, GHS pictograms, and chemical spill management. In other words, faculty should not assume that first-year doctoral students already possess safety knowledge or experience. The final course evaluation showed that students valued both in-class and out-of-class activities. Based on student feedback and the instructor’s experience teaching this course, a proposal for a two-semester graduate laboratory safety course is presented herein.

对一年级化学研究生进行化学安全培训是确保他们能够安全操作试剂和研究设备的关键。这种培训使他们能够有效地管理本科生,并为他们将来担任研究人员和教职员工做好准备。迄今为止,很少有文章详细介绍了研究生水平的化学安全课程的设计和评估。本文描述了在一所私立研究型大学为一年级博士生开设的化学安全研究生课程的创建、实施和评估。课程设计参考了同行评议的化学品安全文献,并让当地专家和资源直接将学生与这些资源联系起来。学生参与课堂活动和在线组件,包括案例研究、讨论板、测验和学生主导的作业,以补充课堂学习。课堂内外的工作表明,许多一年级研究生不熟悉RAMP、风险和危害、GHS象形图和化学品泄漏管理。换句话说,教师不应该假设一年级的博士生已经拥有安全知识或经验。最后的课程评价显示,学生对课内活动和课外活动都很重视。根据学生的反馈和教师的教学经验,本文提出了一个为期两个学期的研究生实验室安全课程的建议。
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引用次数: 0
I Asked ChatGPT to Do My Research: Welcoming Artificial Intelligence to the Chemistry Education Research Team 我请ChatGPT做我的研究:欢迎人工智能加入化学教育研究团队
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00958
Slade C. McAfee,  and , Jon-Marc G. Rodriguez*, 

With recent technological advancements, there are concerns related to the use of generative artificial intelligence in academia by students and faculty. We aim to spark conversations surrounding the best practices for using artificial intelligence in chemistry education research. To this end, we asked ChatGPT to analyze a dataset we previously analyzed and published in this Journal. In the previous project, we analyzed the academic integrity statements in chemistry course syllabi and found that syllabi were largely consequence focused, emphasizing the need for faculty to clearly outline expectations regarding what counts as cheating. In the present article, we explore ChatGPT’s ability to engage in qualitative research, focusing on considerations related to building a case for trustworthiness, including how it independently coded qualitative data and how it engaged with inter-rater reliability. As part of this, we also asked ChatGPT to compare our analysis with its analysis. Regardless of how well ChatGPT can perform research tasks, we maintain the importance of transparency and thorough detail when disseminating a project that involves AI-assisted research. To this end, we highlight the supporting role of AI in research─to quote ChatGPT, “AI as a research partner, not a replacement”.

随着近年来的技术进步,学生和教师对学术界使用生成式人工智能感到担忧。我们的目标是围绕在化学教育研究中使用人工智能的最佳实践引发对话。为此,我们要求ChatGPT分析我们之前分析并发表在本杂志上的数据集。在之前的项目中,我们分析了化学课程教学大纲中的学术诚信声明,发现教学大纲在很大程度上是以结果为中心的,强调教师需要明确概述对什么是作弊的期望。在本文中,我们探讨了ChatGPT从事定性研究的能力,重点关注与建立可信度案例相关的考虑因素,包括它如何独立编码定性数据以及它如何与评级机构之间的可靠性相关。作为其中的一部分,我们还要求ChatGPT将我们的分析与它的分析进行比较。无论ChatGPT在执行研究任务方面做得有多好,在传播涉及人工智能辅助研究的项目时,我们都坚持透明度和详尽细节的重要性。为此,我们强调人工智能在研究中的支持作用──引用ChatGPT的话,“人工智能是研究伙伴,而不是替代品”。
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引用次数: 0
Illuminating the Interface of Blocc Chemistry and Data Science: An Introduction to K-Nearest Neighbor Analysis and K-Medoids Clustering 阐明块化学和数据科学的接口:介绍k -最近邻分析和k -介质聚类
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-24 DOI: 10.1021/acs.jchemed.5c00796
Nolan M. Green, , , Jamie L. B. Putnam, , , Rachel I. Hammond, , , Nicholas H. Angello, , , James Planey, , , Dylan Brandt, , , José Andino Martinez, , , Thomas Hummel, , , Bhagya Gunasekera, , , Rachel Switzky*, , , Serenity Desmond*, , and , Martin D. Burke*, 

The discovery of new chemical functions is being accelerated by blocc chemistry for iterative carbon–carbon bond formation coupled to artificial intelligence (AI) and machine learning (ML) techniques; yet, these technologies are largely absent from introductory undergraduate courses. This lab emphasizes the utility of data science tools through the context of discovering chemical function. We propose that teaching blocc chemistry provides student scientists the ability to explore functional data from frontier research generated for the purpose of this lab─even with minimal knowledge of organic chemistry. Here, we report the first laboratory experiment in a sequence designed to illuminate the AI-Chemistry interface. This first experiment teaches students the fundamental principles of K-Nearest Neighbor (KNN) analysis and K-Medoids clustering to predict unknown chemical functions through the lens of blocc chemistry.

通过与人工智能(AI)和机器学习(ML)技术相结合的迭代碳-碳键形成的块化学,新的化学功能的发现正在加速;然而,在本科入门课程中,这些技术在很大程度上是缺失的。本实验通过发现化学功能强调数据科学工具的实用性。我们建议,教学模块化学为学生科学家提供了探索为本实验室目的而产生的前沿研究的功能数据的能力──即使只有最低限度的有机化学知识。在这里,我们报告了第一个实验室实验,旨在阐明ai -化学界面。第一个实验教给学生k -最近邻(KNN)分析和k -介质聚类的基本原理,通过块化学的透镜预测未知的化学功能。
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引用次数: 0
Simplifying the Quantum World: Demonstrations for Young Learners in an Informal Setting 简化量子世界:在非正式环境中为年轻学习者演示
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-23 DOI: 10.1021/acs.jchemed.5c01021
Emilie Ringe*, , , Olivia F. Bird, , , Candice Bartholomew Brown, , , Caspar Bartholomew Brown, , , Rajan Jain, , , Benjamin Hunt, , , Sindhu Manchikanti, , , Rory McClish, , , Leo Romanetz, , , Ryan Duane Weller, , and , David J. Nesbitt*, 

A set of modules for the informal learning of quantum science was developed. They include (1) Waves and Bottling Light in Quantum Dots, (2) Quantization of Energy Levels, (3) Particle-Wave Duality, (4) Magnetism and Electron Spin, and (5) Quantum Entanglement. Their teaching objective is to clarify concepts in quantum science, and they have been presented together as part of an hour-long show to ∼250 adults and school-age children. The learning outcomes of the modules were assessed by pre- and postevent quizzes as well as interactive clicker questions. The results suggest effective learning of all of the assessed concepts. These modules are detailed in a way that makes them deployable, together or in part, in other formal or informal settings to support the dissemination of information about quantum science to the general public.

开发了一套用于量子科学非正式学习的模块。它们包括(1)量子点中的波和瓶装光,(2)能级的量子化,(3)粒子波二象性,(4)磁性和电子自旋,(5)量子纠缠。他们的教学目标是澄清量子科学的概念,他们将一起作为一个小时的节目向250名成年人和学龄儿童展示。这些模块的学习成果是通过事前和事后测验以及交互式点击题来评估的。结果表明,所有评估的概念有效的学习。这些模块的详细说明使它们可以在其他正式或非正式的环境中一起或部分部署,以支持向公众传播有关量子科学的信息。
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引用次数: 0
Promoting Sustainability-Oriented Chemistry Learning with Simple Photometer 用简易光度计促进可持续发展的化学学习
IF 2.9 3区 教育学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-21 DOI: 10.1021/acs.jchemed.5c00486
Ari Syahidul Shidiq*, , , Viki Nurlatifah, , , Sri Yamtinah, , , Maria Ulfa, , and , Muhyiatul Fadilah, 

Integrating sustainability into chemistry education requires instructional approaches that bridge scientific principles with real-world environmental contexts. However, the high cost and complexity of commercial analytical instruments often limit student access to hands-on experimentation. This study introduces a simple photometer as a pedagogical tool to support sustainability-oriented chemistry learning through the contextual issue of batik wastewater pollution in Solo, Indonesia. Implemented within a Problem-Based Learning (PBL) framework, the intervention aimed to enhance students’ conceptual understanding and promote sustainability literacy. A quasi-experimental design involved 41 first-year high school students, divided into an experimental group (10 males and 11 females) and a control group (9 males and 11 females). Both groups engaged with the same environmental problem and completed a post-test and sustainability literacy questionnaire. Results indicated that the experimental group outperformed the control group in cognitive achievement and exhibited higher levels of sustainability literacy across various dimensions, including ecological understanding, awareness of natural resources, environmental impact, and consumption patterns. Qualitative findings further revealed that the photometer facilitated student engagement, enhanced their practical understanding of chemical measurement, and promoted environmental awareness. The study demonstrates the potential of integrating low-cost technologies, local issues, and PBL to advance meaningful science learning and sustainability literacy.

将可持续性融入化学教育需要将科学原理与现实环境相结合的教学方法。然而,商业分析仪器的高成本和复杂性往往限制学生获得动手实验。本研究介绍了一种简单的光度计作为教学工具,通过印度尼西亚梭罗蜡染废水污染的背景问题来支持以可持续发展为导向的化学学习。在基于问题的学习(PBL)框架内实施,干预旨在提高学生的概念理解和促进可持续性素养。一项准实验设计涉及41名高一学生,分为实验组(10男11女)和对照组(9男11女)。两组都参与了同样的环境问题,并完成了测试后和可持续性素养问卷调查。结果表明,实验组在认知成就方面优于对照组,在生态理解、自然资源意识、环境影响意识和消费模式等方面表现出更高的可持续素养水平。定性研究结果进一步表明,光度计促进了学生的参与,增强了他们对化学测量的实际理解,并提高了他们的环保意识。该研究表明,将低成本技术、地方问题和PBL结合起来,有可能促进有意义的科学学习和可持续性素养。
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引用次数: 0
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