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Teaching and learning floating and sinking: A meta-analysis 教与学的浮沉:荟萃分析
IF 4.6 1区 教育学 Q1 Social Sciences Pub Date : 2023-10-11 DOI: 10.1002/tea.21909
Martin Schwichow, Anastasios Zoupidis

Floating and sinking (FS) is a key topic in science education, both at primary and secondary levels. The interpretation of FS phenomena, however, is challenging due to the difficulty of the scientific concepts and explanatory models involved (e.g., density, buoyancy), along with students' everyday experiences, which conflict with scientific explanations. Consequently, many studies over the last few decades have investigated how FS could be taught effectively to students of different ages while utilizing multiple teaching approaches. This meta-analysis summarizes findings from 69 intervention studies on teaching FS conducted between 1977 and 2021. Over all studies, we estimated a mean effect size of g = 0.85 (95% CI = 0.71, 0.99). This large effect size demonstrates that, although FS is a challenging concept, teaching FS is effective even in elementary school. Moreover, in a moderator analysis, we investigate the effect of intervention characteristics, students' age, as well as study design, and assessment features on the mean study effect size. To analyze the effect of these moderator variables, we use a three-level hierarchical meta-regression model for dealing with multiple effect sizes from single studies. We found two intervention characteristics that explain variance in study effect sizes: longer lasting interventions result in larger effect sizes and interventions where hands-on experiments are applied are more effective than those utilizing virtual experiments. Furthermore, studies with a treatment-control group comparison have significantly smaller effect sizes than studies with a pre-post design. We discuss the implications of our findings regarding the moderator variables for effective teaching of FS and further research on FS.

浮沉(FS)是中小学科学教育的一个重要课题。然而,由于涉及的科学概念和解释模型(如密度、浮力)难度很大,加上学生的日常经验与科学解释相冲突,对浮沉现象的解释具有挑战性。因此,在过去的几十年里,许多研究都在调查如何利用多种教学方法,有效地向不同年龄的学生教授FS。本荟萃分析总结了 1977 年至 2021 年间进行的 69 项关于金融学教学干预研究的结果。在所有研究中,我们估计平均效应大小为 g = 0.85 (95% CI = 0.71, 0.99)。如此大的效应量表明,虽然金融服务是一个具有挑战性的概念,但即使在小学阶段,金融服务教学也是有效的。此外,在调节因子分析中,我们研究了干预特征、学生年龄、研究设计和评估特征对平均研究效应量的影响。为了分析这些调节变量的影响,我们使用了一个三级分层元回归模型来处理来自单项研究的多个效应量。我们发现有两个干预特征可以解释研究效应大小的差异:持续时间较长的干预会产生较大的效应大小,而采用动手实验的干预比采用虚拟实验的干预更有效。此外,采用治疗-对照组比较的研究的效果大小明显小于采用前后设计的研究。我们将讨论我们的研究结果对金融服务有效教学的调节变量和金融服务进一步研究的影响。
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引用次数: 0
Which ideas, when, and why? An experienced teacher's in-the-moment pedagogical reasoning about facilitating student sense-making discussions 哪些想法、何时以及为什么?一位经验丰富的教师对促进学生感性讨论的即时教学推理
IF 4.6 1区 教育学 Q1 Social Sciences Pub Date : 2023-10-10 DOI: 10.1002/tea.21908
Christina (Stina) Krist, Soo-Yean Shim

Teaching to support students' sense-making is challenging. It requires continuous, context-dependent decision-making about which student ideas to pursue, when, how, and why. This paper presents a single case study of an experienced teacher, Nadine, as an illustrative case in order to provide a rich description of this teacher's decisional episodes. Specifically, we characterize Nadine's pedagogical reasoning for decisions to make space for or close down student sense-making while facilitating whole-class discussions. We analyzed video recordings of (1) Nadine's classroom teaching over the course of two instructional units, (2) classroom moments tagged by Nadine or researchers in the midst of her teaching capturing her rationales for instructional decisions, and (3) interviews about those tagged moments. Using constant-comparative analytic methods, we identified three dimensions of criteria that Nadine considered in her decisions about whether to pursue student ideas: (1) disciplinary potential, (2) potential for fostering the classroom community, and (3) curricular considerations. We present four episodes that feature Nadine's reasoning, two in which she intentionally made space for student sense-making and two in which she intentionally closed down lines of student reasoning. Regardless of the decision, the criteria Nadine considered were sometimes aligned, supporting a straightforward decision, and other times created tensions. Across four episodes, we show how Nadine navigated multidimensional criteria; considered students' long-term trajectories; and considered for whom pursuing sense-making would be beneficial. We argue that these navigational considerations might serve as focal points as teachers, researchers, and professional learning facilitators make sense of teachers' instructional decisions as they occur during instruction and that leveraging them to open opportunities for discourse with teachers can support complex teaching practices.

支持学生感性认识的教学具有挑战性。它要求教师根据具体情境不断做出决策,决定在何时、如何以及为何追求学生的哪些想法。本文以一位经验丰富的教师纳迪娜(Nadine)为例,介绍了她的一个案例研究,以丰富描述这位教师的决策情节。具体来说,我们描述了纳丁在促进全班讨论时为学生的感性认识留出空间或关闭学生感性认识的决策的教学推理。我们分析了(1)纳丁在两个教学单元中的课堂教学录像;(2)纳丁或研究人员在教学过程中捕捉到的课堂片段,包括她的教学决策理由;以及(3)关于这些片段的访谈。通过恒定比较分析方法,我们确定了纳丁在决定是否采纳学生想法时所考虑的三个方面的标准:(1) 学科潜力,(2) 促进课堂社区的潜力,以及 (3) 课程考虑。我们介绍了四段纳丁的推理过程,其中两段是她有意为学生的感性认识留出空间,另两段是她有意关闭学生的推理思路。不管是哪种决定,纳丁考虑的标准有时是一致的,支持一个简单明了的决定,有时则会产生矛盾。在这四个事件中,我们展示了纳迪娜是如何驾驭多维标准、考虑学生的长期发展轨迹,以及考虑对哪些人来说追求感性认识是有益的。我们认为,当教师、研究人员和专业学习促进者在教学过程中理解教师的教学决策时,这些导航考虑因素可以作为焦点,利用它们为教师提供讨论机会,可以支持复杂的教学实践。
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引用次数: 0
Does role play manipulate students? Persuasive effects of role play on students' attitude and behavior regarding a socioscientific issue 角色扮演会操纵学生吗?角色扮演对学生有关社会科学问题的态度和行为的说服效果
IF 3.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-10-10 DOI: 10.1002/tea.21910
Moritz Steube, Matthias Wilde, Melanie Basten

Socioscientific issues (SSIs) can provide a context to address societal decision-making processes in school. In recent years, studies have demonstrated that one effective way to deal with these topics is through role play. However, role plays may induce an unreflected attitude change based on the roles the participants take on, which raises ethical concerns about indoctrination. To explain this change of attitude, we applied the Transportation-Imagery Model. We asked if transportation into a role play would bring about a change of attitude and behavior. Furthermore, we investigated whether the perspective of the prepared or performed characters affected transportation and the direction of an attitude change. The research was conducted in Germany with a sample of 256 secondary-school students (Mage = 16.9 years, SDage = 1.5, 68% female). We found that transportation affected neither attitude change nor behavior. There was also no effect of the prepared or performed characters' perspective on transportation or attitude change. This suggests that role play does not constitute a form of manipulation and can be used as a learning method for SSIs without reservation.

社会科学问题(SSIs)可以为解决学校中的社会决策过程提供背景。近年来的研究表明,角色扮演是解决这些问题的有效方法之一。然而,角色扮演可能会根据参与者所扮演的角色诱发未经反思的态度转变,从而引发有关灌输的伦理问题。为了解释这种态度的转变,我们采用了 "交通-想象模型"。我们询问,进入角色扮演是否会带来态度和行为的改变。此外,我们还调查了准备好的角色或表演的角色的视角是否会影响运输和态度转变的方向。研究在德国进行,抽样调查了 256 名中学生(平均年龄 = 16.9 岁,最小年龄 = 1.5 岁,68% 为女性)。我们发现,交通既不会影响态度的改变,也不会影响行为。准备好的角色或表演的角色对交通或态度的改变也没有影响。这表明,角色扮演并不构成一种操纵形式,可以毫无保留地用作 SSI 的学习方法。
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引用次数: 0
“Why am I here?”: A phenomenological exploration of first-generation college student experiences in STEM majors within a predominantly white institution "我为什么在这里?在白人占主导地位的院校中,对第一代大学生在 STEM 专业中的经历进行现象学探索
IF 4.6 1区 教育学 Q1 Social Sciences Pub Date : 2023-10-05 DOI: 10.1002/tea.21911
Lisa M. Marco-Bujosa, Lauren Baker, Krista M. Malott

First-generation college students (FGCSs) are a growing population in undergraduate education. Research on FGCS primarily focuses on the challenges and barriers they encounter in college. While important, this literature offers a limited view of FGCS as learners. Moreover, minimal literature has examined these students' lived experiences within sciences, technology, engineering, and mathematics (STEM). This study explores the learning experiences of FGCS (N = 17) in undergraduate STEM programs at a mid-sized, private, predominantly white institution. Guided by the frameworks of intersectionality and social cognitive career theory, the researchers utilized a qualitative, phenomenological research methodology to hear the perspectives of FGCS to and to identify problematic higher educational structures in STEM. Findings point to an elitist stance underlying STEM programs based in general disciplinary norms that restricted FGCS access to STEM majors and careers across social, academic, and professional elements of the academic experience. FGCS who were multiply minoritized based upon race, gender, and social class experienced the compounding of marginalization, and academic success and persistence came at a personal cost. Students also reported relying predominantly on personal strengths and motivations to overcome elitism in STEM rather than on institutional supports. Findings also highlight the variation in the first-generation experience and identify the unique barriers FGCS encounter within STEM fields. Implications for dismantling inequitable structures for higher education in STEM attending to the social, academic, and professional inclusion of FGCS.

第一代大学生(FGCSs)是本科教育中一个日益增长的群体。对第一代大学生的研究主要集中于他们在大学中遇到的挑战和障碍。这些文献虽然很重要,但对作为学习者的第一代大学生的看法却很有限。此外,很少有文献研究这些学生在科学、技术、工程和数学(STEM)领域的生活经历。本研究探讨了在一所中等规模、私立、以白人为主的院校中,非华裔学生(N = 17)在本科 STEM 课程中的学习经历。在交叉性和社会认知职业理论框架的指导下,研究人员采用定性、现象学的研究方法,听取了非华裔学生的观点,并找出了 STEM 中存在问题的高等教育结构。研究结果表明,在一般学科规范的基础上,STEM 课程中潜藏着一种精英主义立场,这种立场限制了非加太学生进入 STEM 专业和从事社会、学术和专业方面的学术体验。因种族、性别和社会阶层而被多重边缘化的非关键族群经历了边缘化的加剧,学业的成功和坚持付出了个人代价。学生们还报告说,他们主要依靠个人的力量和动机来克服 STEM 中的精英主义,而不是机构的支持。研究结果还凸显了第一代学生经历的差异,并指出了 FGCS 在 STEM 领域遇到的独特障碍。这些研究对消除科技、工程和数学领域高等教育的不公平结构,关注非裔美国人在社会、学术和专业方面的融入具有重要意义。
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引用次数: 0
Computational Thinking for Science: Positioning coding as a tool for doing science 科学计算思维:将编码定位为科学工具
IF 3.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-10-04 DOI: 10.1002/tea.21907
Ari Krakowski, Eric Greenwald, Natalie Roman, Christina Morales, Suzanna Loper

The role of computation in science is ever-expanding and is enabling scientists to investigate complex phenomena in more powerful ways and tackle previously intractable problems. The growing role of computation has prompted calls to integrate computational thinking (CT) into science instruction in order to more authentically mirror contemporary science practice and to support inclusive engagement in science pathways. In this multimethods study, we present evidence for the Computational Thinking for Science (CT+S) instructional model designed to support broader participation in science, technology, engineering, and mathematics (STEM) pathways by (1) providing opportunities for students to learn CT within the regular school day, in core science classrooms; and (2) by reframing coding as a tool for developing solutions to compelling real-world problems. We present core pedagogical strategies employed in the CT+S instructional model and describe its implementation into two 10-lesson instructional units for middle-school science classrooms. In the first unit, students create computational models of a coral reef ecosystem. In the second unit, students write code to create, analyze, and interpret data visualizations using a large air quality dataset from the United States Environmental Protection Agency to understand, communicate, and evaluate solutions for air quality concerns. In our investigation of the model's implementation through these two units, we found that participating students demonstrated statistically significant advancements in CT, competency beliefs for computation in STEM, and value assigned to computation in STEM. We also examine evidence for how the CT+S model's core pedagogical strategies may be contributing to observed outcomes. We discuss the implications of these findings and propose a testable theory of action for the model that can serve future researchers, evaluators, educators, and instructional designers.

计算在科学中的作用不断扩大,使科学家能够以更强大的方式研究复杂的现象,解决以前难以解决的问题。计算的作用越来越大,促使人们呼吁将计算思维(CT)融入科学教学,以便更真实地反映当代科学实践,支持全纳参与科学学习。在这项多方法研究中,我们提出了科学计算思维(CT+S)教学模式的证据,该模式旨在通过以下方式支持更广泛地参与科学、技术、工程和数学(STEM)课程:(1)在核心科学课堂上,为学生提供在正常上课时间内学习计算思维的机会;(2)将编码重新定义为一种工具,用于开发解决现实世界中令人信服的问题的方案。我们介绍了 CT+S 教学模式所采用的核心教学策略,并描述了其在初中科学课堂两个 10 课时教学单元中的实施情况。在第一个单元中,学生创建珊瑚礁生态系统的计算模型。在第二个单元中,学生编写代码,使用美国环境保护局提供的大型空气质量数据集创建、分析和解释数据可视化,以了解、交流和评估空气质量问题的解决方案。在通过这两个单元对该模式实施情况的调查中,我们发现参与调查的学生在 CT、STEM 中计算的能力信念以及 STEM 中计算的价值分配方面都取得了统计意义上的显著进步。我们还研究了 CT+S 模式的核心教学策略如何促进观察结果的证据。我们讨论了这些发现的意义,并为该模式提出了一个可检验的行动理论,以服务于未来的研究人员、评估人员、教育工作者和教学设计人员。
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引用次数: 0
Developing and validating an Next Generation Science Standards-aligned construct map for chemical bonding from the energy and force perspective 从能量和力的角度开发和验证与《下一代科学标准》相一致的化学键结构图
IF 3.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-09-28 DOI: 10.1002/tea.21906
Leonora Kaldaras, Hope O. Akaeze, Joseph Krajcik

Chemical bonding is central to explaining many phenomena. Research in chemical education and the Framework for K–12 Science Education (the Framework) argue for new approaches to learning chemical bonding grounded in (1) using ideas of the balance of electric forces and energy minimization to explain bond formation, (2) using learning progressions (LPs) grounded in these ideas to support learning, and (3) engaging students in 3D learning reflected in integrating the three dimensions of scientific knowledge to make sense of phenomena. The dimensions include disciplinary core ideas, scientific and engineering practices, and crosscutting concepts. While the Framework describes the theoretical basis of 3D learning, empirical evidence for the development and validation of LPs for 3D learning is limited. This work addresses that issue for the topic of chemical bonding. We develop and validate a 3D construct map for chemical bonding grounded in the idea of balance of electric forces and energy minimization. A construct map represents a finer-grained LP spanning a shorter period and focusing on specific aspects of a larger-scale LP. An NGSS-aligned validated 3D LP has never been reported for the topic of chemical bonding. The LP is based on data from 9th grade Mid-Western and Western students who used the NGSS-aligned curriculum. Multiple validity evidence sources, including interview and item response theory analysis using an assessment tool developed to probe the 3D construct map levels, were used. We demonstrate the feasibility of using the assessment tool for assigning levels to individuals and groups of learners, which is essential for the practical applicability of the 3D construct map and provides teachers with information on how to promote learning. We hope that the 3D LP presented here will serve as a guide to develop instructional and assessment approaches for chemical bonding grounded in the fundamental scientific principles and aligned to NGSS.

化学键是解释许多现象的核心。化学教育研究和《K-12 科学教育框架》(以下简称 "框架")提出了学习化学键的新方法,其基 础是:(1)利用电场力平衡和能量最小化的思想来解释键的形成;(2)利用以这些思想 为基础的学习进展(LPs)来支持学习;(3)让学生参与三维学习,体现在整合科学知 识的三个维度来理解现象。这三个维度包括学科核心思想、科学和工程实践以及跨领域概念。虽然该框架描述了三维学习的理论基础,但用于开发和验证三维学习的 LP 的实证证据却很有限。本研究针对化学键这一主题解决了这一问题。我们以电场平衡和能量最小化的理念为基础,开发并验证了化学键的三维结构图。建构图代表了更细粒度的学习方法,时间跨度较短,侧重于更大规模学习方法的特定方面。关于化学键这一主题,还从未有过与 NGSS 一致的、经过验证的 3D LP 报告。该学习进度表基于使用与 NGSS 一致的课程的九年级中西部学生的数据。我们使用了多种有效性证据来源,包括使用为探究三维结构图水平而开发的评估工具进行的访谈和项目反应理论分析。我们展示了使用评估工具为学习者个人和群体分配等级的可行性,这对三维建构图的实际应用至关重要,并为教师提供了如何促进学习的信息。我们希望在此介绍的三维建构图能够作为一种指南,用于开发基于基本科学原理并与 NGSS 一致的化学键教学和评估方法。
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引用次数: 0
The impact of Geospatial Inquiry lessons on student interest in science and technology careers 地理空间探究课程对学生科技职业兴趣的影响
IF 4.6 1区 教育学 Q1 Social Sciences Pub Date : 2023-09-23 DOI: 10.1002/tea.21904
Lori Rubino-Hare, Brooke A. Whitworth, Francis Boateng, Nena Bloom

Advances in online geospatial technologies (GST) have expanded access to K-12 classrooms which has implications for the support teachers require to effectively integrate GSTs to promote learning. Previous studies have shown the impact of GST-integrated lessons on student engagement, spatial thinking skills, and/or content knowledge; however, most of these studies have been small in scope and scale and frequently focus on the affordances of the technology, without addressing the context of the implementation and student characteristics for whom GST is most impactful. We attempt to address some of these gaps. Our program scaled an effective GST-focused professional learning and development program to a national audience through a facilitator development model. This paper explores the student characteristics and lesson factors that resulted in student interest in science and technology and careers in those fields. After teaching a Geospatial Inquiry lesson created during a teacher workshop, teachers (n = 82) submitted the lessons and surveys on the implementation of Geospatial Inquiry lessons. The implementation surveys and lessons were scored for alignment to the principles of high-quality Geospatial Inquiry. Students (n = 1924) completed a post-lesson retrospective survey and indicated the extent to which their perceptions and attitudes toward science and technology changed because of the lesson. Results indicate that teacher GST performance is associated with increases in student outcomes. Students with previous exposure to science activities were more likely to have increased interest and excitement in science and careers in science but decreased interest in technology careers. Students who had previous exposure to technology activities had increased interest and excitement in technology and careers in technology but decreased interest in science careers. Geospatial Inquiry lessons also had a significant impact on students who are traditionally underrepresented in STEM fields. After participating in the lessons, students who identify as female reported higher engagement and interest in science and higher interest in science careers. Students who identified as Black or Hispanic also reported higher interest and excitement in science and technology, and students who identified as Black reported marginally higher interest in science careers.

在线地理空间技术(GST)的进步扩大了 K-12 年级课堂的使用范围,这对教师有效整合 GST 以促进学习所需的支持产生了影响。以往的研究表明,地理空间技术整合课程对学生的参与度、空间思维能力和/或内容知识产生了影响;然而,这些研究的范围和规模大多较小,而且往往只关注技术的可负担性,而不考虑实施的背景以及地理空间技术对哪些学生的影响最大。我们试图弥补其中的一些不足。我们的项目通过促进者发展模式,将一个有效的以 GST 为重点的专业学习和发展项目推广到全国受众。本文探讨了导致学生对科学技术和这些领域的职业产生兴趣的学生特点和课程因素。在讲授完教师工作坊中制作的地理空间探究课程后,教师(n = 82)提交了课程和地理空间探究课程实施情况调查表。根据高质量地理空间探究的原则,对实施情况调查和课程进行评分。学生(n = 1924)完成了课后回顾调查,并指出他们对科学技术的看法和态度因课程而改变的程度。结果表明,教师 GST 的表现与学生成绩的提高有关。以前接触过科学活动的学生更有可能提高对科学和科学职业的兴趣和兴奋度,但对科技职业的兴趣则有所下降。以前接触过科技活动的学生对科技和科技职业的兴趣和兴奋度有所提高,但对科学职业的兴趣有所下降。地理空间探究课程也对传统上在 STEM 领域代表性不足的学生产生了重大影响。参与课程后,女性学生对科学的参与度和兴趣以及对科学职业的兴趣都有所提高。被认定为黑人或西班牙裔的学生也表示对科学和技术的兴趣和兴奋度更高,被认定为黑人的学生表示对科学职业的兴趣略高。
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引用次数: 0
Exploring the role of high school engineering courses in promoting science attitudes for students with learning disabilities 探索高中工程课程在促进学习障碍学生科学态度方面的作用
1区 教育学 Q1 Social Sciences Pub Date : 2023-09-20 DOI: 10.1002/tea.21905
Jay Plasman, Michael Gottfried, Filiz Oskay
Abstract Demand for engineering‐interested and proficient high school graduates continues to grow across the nation. However, there remains a severe gap in college participation and employment in engineering fields for students with learning disabilities (SWLDs). One potential way to encourage SWLDs to consider engineering as a profession and promote the development of key science attitudes may be through engineering and technology career and technical education (E‐CTE) coursework. In this study, we address the following research questions: Do SWLDs take E‐CTE courses in the early years of high school at different rates compared to students without learning disabilities? What is the relationship between early E‐CTE coursetaking and science attitudes (self‐efficacy, utility, identity), and does this differ for students with and without learning disabilities? How do specific engineering career expectations change with respect to enrollment in early E‐CTE coursework, and do these differ for students with and without learning disabilities? We utilize the High School Longitudinal Study of 2009 (HSLS) to respond to the research questions through moderation models and a student fixed effects methodology. Ultimately, we found no evidence of SWLD underrepresentation in E‐CTE in high school. However, SWLDs were expected to benefit more than the general population from E‐CTE participation with respect to higher levels of science self‐efficacy and science identity. Implications from these findings include how to encourage persistence along the engineering pathway, the growth of career pathway policies at the state level, and how to incorporate E‐CTE practices in academic courses.
对工程感兴趣和精通的高中毕业生的需求在全国范围内持续增长。然而,学习障碍学生在工程领域的大学入学和就业方面仍然存在严重差距。鼓励swld将工程视为一种职业并促进关键科学态度发展的一种潜在方法可能是通过工程和技术职业和技术教育(E - CTE)课程。在这项研究中,我们解决了以下研究问题:与没有学习障碍的学生相比,swld在高中早期参加E - CTE课程的比率是否不同?早期E - CTE课程与科学态度(自我效能、效用、认同)之间的关系是什么?对于有学习障碍的学生和没有学习障碍的学生来说,这有什么不同吗?对于早期E - CTE课程的注册,具体的工程职业期望是如何变化的?对于有学习障碍和没有学习障碍的学生来说,这些期望有什么不同吗?我们利用2009年的高中纵向研究(HSLS),通过调节模型和学生固定效应方法来回答研究问题。最终,我们没有发现高中E - CTE中SWLD代表性不足的证据。然而,与普通人群相比,swld从E - CTE参与中获得的科学自我效能感和科学认同水平更高。这些发现的启示包括如何鼓励在工程道路上坚持不懈,州一级职业道路政策的发展,以及如何将E - CTE实践纳入学术课程。
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引用次数: 0
Exploring new depths: Applying machine learning for the analysis of student argumentation in chemistry 探索新的深度:应用机器学习分析学生的化学论证
1区 教育学 Q1 Social Sciences Pub Date : 2023-09-20 DOI: 10.1002/tea.21903
Paul P. Martin, David Kranz, Peter Wulff, Nicole Graulich
Abstract Constructing arguments is essential in science subjects like chemistry. For example, students in organic chemistry should learn to argue about the plausibility of competing chemical reactions by including various sources of evidence and justifying the derived information with reasoning. While doing so, students face significant challenges in coherently structuring their arguments and integrating chemical concepts. For this reason, a reliable assessment of students' argumentation is critical. However, as arguments are usually presented in open‐ended tasks, scoring assessments manually is resource‐consuming and conceptually difficult. To augment human diagnostic capabilities, artificial intelligence techniques such as machine learning or natural language processing offer novel possibilities for an in‐depth analysis of students' argumentation. In this study, we extensively evaluated students' written arguments about the plausibility of competing chemical reactions based on a methodological approach called computational grounded theory . By using an unsupervised clustering technique, we sought to evaluate students' argumentation patterns in detail, providing new insights into the modes of reasoning and levels of granularity applied in students' written accounts. Based on this analysis, we developed a holistic 20‐category rubric by combining the data‐driven clusters with a theory‐driven framework to automate the analysis of the identified argumentation patterns. Pre‐trained large language models in conjunction with deep neural networks provided almost perfect machine‐human score agreement and well‐interpretable results, which underpins the potential of the applied state‐of‐the‐art deep learning techniques in analyzing students' argument complexity. The findings demonstrate an approach to combining human and computer‐based analysis in uncovering written argumentation.
构建论证在化学等科学学科中是必不可少的。例如,有机化学的学生应该学会通过包括各种证据来源并通过推理证明衍生信息来争论竞争性化学反应的合理性。在这样做的同时,学生们在连贯地组织他们的论点和整合化学概念方面面临着重大挑战。因此,对学生的论证进行可靠的评估是至关重要的。然而,由于争论通常是在开放式任务中提出的,手动评分评估是消耗资源和概念上的困难。为了增强人类的诊断能力,机器学习或自然语言处理等人工智能技术为深入分析学生的论证提供了新的可能性。在这项研究中,我们基于一种称为计算基础理论的方法论方法,广泛评估了学生关于竞争性化学反应的合理性的书面论点。通过使用无监督聚类技术,我们试图详细评估学生的论证模式,为学生书面描述中的推理模式和粒度水平提供新的见解。基于这一分析,我们通过将数据驱动集群与理论驱动框架相结合,开发了一个整体的20类标题,以自动分析已识别的论证模式。预先训练的大型语言模型与深度神经网络相结合,提供了几乎完美的机器-人类分数一致性和良好的可解释结果,这巩固了应用最先进的深度学习技术在分析学生论点复杂性方面的潜力。研究结果展示了一种将人类和基于计算机的分析相结合的方法来揭示书面论证。
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引用次数: 0
Are there any “science people” in undergraduate health science courses? Assessing science identity among pre-nursing and pre-allied health students in a community college setting 本科健康科学课程中有 "科学人 "吗?评估社区学院护理预科生和联合健康预科生的科学认同感
IF 3.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-09-19 DOI: 10.1002/tea.21902
Heather Perkins, Emily A. Royse, Sara Cooper, Jennifer D. Kurushima, Jeffrey N. Schinske

Science identity, or one's sense of recognition and competence as a scientist, is an invaluable tool for predicting student persistence and success, but is understudied among undergraduates completing preparatory work for later studies in medicine, nursing, and allied health (“pre-health career students”). In the United States, pre-health career students make up approximately half of all biology students and, as professionals, play important roles in caring for an aging, increasingly diverse population, managing the ongoing effects of a pandemic, and navigating socio-political shifts in public attitudes toward science and evidence-based medicine. Pre-health career students are also often members of groups marginalized and minoritized in STEM education, and generally complete their degrees in community college settings, which are chronically under-resourced and understudied. Understanding these students' science identities is thus a matter of social justice and increasingly important to public health in the United States. We examined science identity and engagement among community college biology students using two scales established and validated for use with STEM students attending four-year institutions. Exploratory and confirmatory factor analysis were used on two sub-samples drawn from the pool of 846 participants to confirm that the factor structures functioned as planned among the new population. Science identity values were then compared between pre-health career students (pre-nursing and pre-allied health) and other groups. Pre-health career students generally reported interest and performance/competence on par with their traditional STEM, pre-med, and pre-dentistry peers, challenging popular assumptions about these students' interests and abilities. However, they also reported significantly lower recognition than traditional STEM and pre-med/dentistry students. The implications for public health, researchers, and faculty are discussed.

科学认同感,即一个人作为科学家的认同感和能力感,是预测学生能否坚持下去并取得成功的宝贵工具,但在为以后学习医学、护理和联合健康专业做准备的本科生("健康职业预科生")中,这种认同感却未得到充分研究。在美国,健康职业预科生约占所有生物专业学生的一半,作为专业人士,他们在照顾老龄化和日益多样化的人口、管理大流行病的持续影响以及引导公众对科学和循证医学态度的社会政治转变方面发挥着重要作用。健康职业预科学生通常也是在 STEM 教育中被边缘化和少数化的群体成员,他们通常在社区学院完成学业,而社区学院长期以来资源不足、研究不足。因此,了解这些学生的科学认同关系到社会公正,对美国的公共卫生也越来越重要。我们使用两个量表对社区大学生物系学生的科学认同感和参与度进行了研究,这两个量表是针对四年制院校的 STEM 学生建立并经过验证的。我们对从 846 名参与者中抽取的两个子样本进行了探索性和确认性因子分析,以确认因子结构在新人群中按计划发挥作用。然后,对健康职业预科生(护理预科生和联合健康预科生)和其他群体的科学认同值进行了比较。健康职业预科学生普遍表示,他们的兴趣和表现/能力与传统的 STEM、医学预科和牙科预科学生相当,这挑战了人们对这些学生兴趣和能力的普遍假设。然而,他们的认可度也明显低于传统的科学、技术、工程和数学以及医学/牙科学预科学生。本文讨论了这对公共卫生、研究人员和教师的影响。
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引用次数: 0
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Journal of Research in Science Teaching
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