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Belonging in science classrooms: Investigating its relation to students' contributions and influence in knowledge building 科学课堂的归属感:调查其与学生在知识建构中的贡献和影响的关系
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-06-22 DOI: 10.1002/tea.21884
William R. Penuel, Andrew E. Krumm, Carol Pazera, Corinne Singleton, Anna-Ruth Allen, Clarissa Deverel-Rico

Meaningful participation in science and engineering practices requires that students make their thinking visible to others and build on one another's ideas. But sharing ideas with others in small groups and classrooms carries social risk, particularly for students from nondominant groups and communities. In this paper, we explore how students' perceptions of classrooms shape their contributions to classroom knowledge building in science across a wide range of classrooms. We examine the claim that when students feel a sense of belonging in class, they contribute more and perceive their ideas to be more influential in knowledge building. Data comes from classroom exit tickets (n = 10,194) administered in 146 classrooms as part of a 10-state field test of a new middle-school science curriculum, OpenSciEd, which were analyzed using mixed effects models. We found that students' sense of belonging predicted the degree to which they contributed ideas out loud in class (Odds ratio = 1.57) as well as the degree to which they perceived their contributions as influencing others (Odds ratio = 1.53). These relationships were particularly strong for students who reported a lower a sense of belonging. We also found significant differences by both race and gender in whether students said they contributed and believed their ideas influenced those of others. These findings suggest that a learner's sense of belonging in class and willingness to contribute may be mutually reinforcing, highlighting the need to promote content-specific strategies to foster belonging in ways that support collaborative knowledge building.

有意义地参与科学和工程学实践要求学生向他人展示自己的想法,并在彼此想法的 基础上发展。但是,在小组和课堂上与他人分享想法有一定的社会风险,尤其是对来自非主流群体和社区的学生而言。在本文中,我们将探讨学生对课堂的看法如何影响他们在各种课堂上对科学知识构建的贡献。我们研究了当学生在课堂上有归属感时,他们会做出更多贡献,并认为他们的想法对知识构建更有影响力这一说法。我们使用混合效应模型对数据进行了分析,这些数据来自 146 个教室的课堂出口票(n = 10,194),这些课堂出口票是新的中学科学课程 OpenSciEd 的 10 个州实地测试的一部分。我们发现,学生的归属感预示着他们在课堂上大声发表观点的程度(Odds ratio = 1.57),以及他们认为自己的观点对他人产生影响的程度(Odds ratio = 1.53)。这些关系对于归属感较低的学生尤为明显。我们还发现,不同种族和性别的学生在是否表示自己的贡献以及是否认为自己的想法影响了他人的想法方面存在明显差异。这些研究结果表明,学习者在课堂上的归属感和贡献意愿可能是相辅相成的,这突出表明,有必要推广针对具体内容的策略,以支持协作性知识建构的方式培养归属感。
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引用次数: 0
AI and formative assessment: The train has left the station 人工智能与形成性评估:火车已经发站了
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-06-22 DOI: 10.1002/tea.21885
Xiaoming Zhai, Ross H. Nehm

In response to Li, Reigh, He, and Miller's commentary, Can we and should we use artificial intelligence for formative assessment in science, we argue that artificial intelligence (AI) is already being widely employed in formative assessment across various educational contexts. While agreeing with Li et al.'s call for further studies on equity issues related to AI, we emphasize the need for science educators to adapt to the AI revolution that has outpaced the research community. We challenge the somewhat restrictive view of formative assessment presented by Li et al., highlighting the significant contributions of AI in providing formative feedback to students, assisting teachers in assessment practices, and aiding in instructional decisions. We contend that AI-generated scores should not be equated with the entirety of formative assessment practice; no single assessment tool can capture all aspects of student thinking and backgrounds. We address concerns raised by Li et al. regarding AI bias and emphasize the importance of empirical testing and evidence-based arguments in referring to bias. We assert that AI-based formative assessment does not necessarily lead to inequity and can, in fact, contribute to more equitable educational experiences. Furthermore, we discuss how AI can facilitate the diversification of representational modalities in assessment practices and highlight the potential benefits of AI in saving teachers’ time and providing them with valuable assessment information. We call for a shift in perspective, from viewing AI as a problem to be solved to recognizing its potential as a collaborative tool in education. We emphasize the need for future research to focus on the effective integration of AI in classrooms, teacher education, and the development of AI systems that can adapt to diverse teaching and learning contexts. We conclude by underlining the importance of addressing AI bias, understanding its implications, and developing guidelines for best practices in AI-based formative assessment.

针对Li, Reigh, He和Miller的评论“我们是否可以以及应该使用人工智能进行科学的形成性评估”,我们认为人工智能(AI)已经被广泛应用于各种教育环境的形成性评估。在同意Li等人呼吁进一步研究与人工智能相关的公平问题的同时,我们强调科学教育工作者需要适应已经超过研究界的人工智能革命。我们对Li等人提出的形成性评估的限制性观点提出了挑战,强调了人工智能在向学生提供形成性反馈、协助教师进行评估实践和协助教学决策方面的重要贡献。我们认为,人工智能生成的分数不应等同于整个形成性评估实践;没有一个单一的评估工具可以捕捉学生思维和背景的所有方面。我们解决了Li等人提出的关于人工智能偏见的问题,并强调了在提到偏见时经验检验和基于证据的论点的重要性。我们断言,基于人工智能的形成性评估并不一定会导致不公平,事实上,它可以促进更公平的教育体验。此外,我们讨论了人工智能如何促进评估实践中代表性模式的多样化,并强调了人工智能在节省教师时间和为他们提供有价值的评估信息方面的潜在好处。我们呼吁转变观点,从将人工智能视为一个有待解决的问题,到认识到它作为教育协作工具的潜力。我们强调,未来的研究需要关注人工智能在课堂、教师教育中的有效整合,以及能够适应不同教学环境的人工智能系统的开发。最后,我们强调了解决人工智能偏见的重要性,理解其影响,并为基于人工智能的形成性评估制定最佳实践指南。
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引用次数: 9
Context matters: Secondary science teachers' integration of process-based, unplugged computational thinking into science curriculum 情境关系:中学科学教师将基于过程的、不插电的计算思维融入科学课程
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-06-17 DOI: 10.1002/tea.21883
Vance Kite, Soonhye Park

There is growing recognition in the education community that the problem-solving practices that comprise computational thinking (CT) are a fundamental component of both life and work in the twenty-first century. Historically, opportunities to learn CT have been confined to computer science (CS) and elective courses that lack racial, ethnic, and gender diversity. To combat this inequity, a number of scholars have proposed integrating CT practices into core curriculum——especially science, technology, engineering, and math curriculum. Successfully achieving the goal of integrated CT, however, depends on frameworks to guide integration, professional development for teachers, exemplars of successful integrations, and identifications of the barriers teachers encounter. Research pertaining to each of these areas is in its infancy. This study addresses these needs through a collective case study of 10 secondary science teachers' implementations of a novel, process-based, unplugged approach to CT/science integration and the factors that supported or hindered their CT/science integration efforts. The results of this work reveal that: (1) an unplugged and process-based approach to CT/science integration shows promise as a vehicle for infusing CT into diverse science classrooms; (2) educators' teaching context exerts a strong influence on their CT-integration efforts and persistence; and (3) special attention is needed to support teachers in their CT/science integrations including algorithm creation. This study also demonstrates the utility of the Fraillon et al.'s CT framework as a guide for CT/science integration efforts and sheds light on the unique affordances of unplugged strategies for implementing CT-integrated science curricula.

教育界越来越认识到,构成计算思维(Computational Thinking,CT)的解决问题的实践是二十一世纪生活和工作的基本组成部分。从历史上看,学习计算思维的机会一直局限于计算机科学(CS)和选修课程,缺乏种族、民族和性别的多样性。为了消除这种不平等现象,许多学者建议将 CT 实践融入核心课程,特别是科学、技术、工程和数学课程。然而,要成功实现整合 CT 的目标,有赖于指导整合的框架、教师的专业发展、成功整合的范例以及教师遇到的障碍。与这些领域相关的研究都处于起步阶段。本研究通过对 10 位中学科学教师实施一种新颖的、基于过程的、不插电的 CT/ 科学整合方法的集体案例研究,以及支持或阻碍其 CT/ 科学整合工作的因素,来满足这些需求。研究结果表明(1) 不插电和基于过程的计算机断层扫描/科学整合方法有望作为一种工具,将计算机断层扫描渗透到不同的科学课堂中;(2) 教育工作者的教学环境对他们的计算机断层扫描/科学整合工作和持续性有很大影响;(3) 需要特别关注支持教师的计算机断层扫描/科学整合工作,包括算法创建。本研究还证明了 Fraillon 等人的 CT 框架作为 CT/ 科学整合工作指南的实用性,并揭示了实施 CT 整合科学课程的不插电策略的独特能力。
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引用次数: 2
Rebuilding relations and countering erasure through community-driven and owned science: A key tool to Inuit self-determination and social transformations 通过社区驱动和拥有的科学重建关系和对抗擦除:因纽特人自决和社会变革的关键工具
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-06-15 DOI: 10.1002/tea.21881
Shirley Tagalik, Kukik Baker, Joe Karetak, Jrène Rahm

This article explores the meaning of community-driven and owned science in the context of an Inuit-led land-based program, the Young Hunters Program. It is the foundational program of the Arviat Aqqiumavvik Society, situated in Nunavut, Canada, a community-led group dedicated to researching challenges to community wellness and designing and delivering programs to help address those challenges. We show how the program emerged locally and blends Indigenous knowledge systems (IKS) with tools of western science in respectful ways given its core sits within and emerges from what Inuit have always known to be true. We offer a description of six dimensions inherent in Inuit cultural practices and beliefs and foundational to the program activities and show how they open up various learning trajectories and possibilities for the involved young people to engage in community science. We then discuss in what ways the revitalization of IKS and practices led to community science projects that were locally meaningful and empowering with important implications for scientific work that mattered in light of locally experienced and devastating climate change threats. The study speaks to the importance of rebuilding relations and decolonizing knowledge systems and science practices, two key tools to Inuit self-determination and social transformations, and essential to achieving more social justice and equity in and beyond community science.

本文在因纽特人主导的陆上项目“青年猎人计划”的背景下,探讨了社区驱动和拥有的科学的意义。它是位于加拿大努纳武特的Arviat Aqqiumavvik协会的基础项目,该协会是一个社区领导的团体,致力于研究社区健康面临的挑战,并设计和实施项目来帮助解决这些挑战。我们展示了该项目是如何在当地出现的,并以尊重的方式将土著知识系统(IKS)与西方科学工具融合在一起,因为它的核心位于因纽特人一直知道的真理之中。我们描述了因纽特人文化习俗和信仰中固有的六个维度,以及项目活动的基础,并展示了它们如何为参与社区科学的年轻人开辟了各种学习轨迹和可能性。然后,我们讨论了IKS和实践的复兴以何种方式导致了社区科学项目,这些项目对当地有意义,并赋予了科学工作重要的意义,鉴于当地经历的破坏性气候变化威胁。该研究说明了重建关系和非殖民化知识系统和科学实践的重要性,这是因纽特人自决和社会变革的两个关键工具,对于在社区科学内外实现更多的社会正义和公平至关重要。
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引用次数: 0
Instructional practices in secondary science: How teachers achieve local and standards-based success 中等科学的教学实践:教师如何在当地和标准基础上取得成功
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-06-01 DOI: 10.1002/tea.21869
Beth A. Covitt, Elizabeth Xeng de los Santos, Qinyun Lin, Christie Morrison Thomas, Charles W. Anderson

This article reports on analyses of the instructional practices of six middle- and high-school science teachers in the United States who participated in a research-practice partnership that aims to support reform science education goals at scale. All six teachers were well qualified, experienced, and locally successful—respected by students, parents, colleagues, and administrators—but they differed in their success in supporting students' three-dimensional learning. Our goal is to understand how the teachers' instructional practices contributed to their similarities in achieving local success and to differences in enabling students' learning, and to consider the implications of these findings for research-practice partnerships. Data sources included classroom videos supplemented by interviews with teachers and focus students and examples of student work. We also compared students' learning gains by teacher using pre–post assessments that elicited three-dimensional performances. Analyses of classroom videos showed how all six teachers achieved local success—they led effectively managed classrooms, covered the curriculum by teaching almost all unit activities, and assessed students' work in fair and efficient ways. There were important differences, however, in how teachers engaged students in science practices. Teachers in classrooms where students achieved lower learning gains followed a pattern of practice we describe as activity-based teaching, in which students completed investigations and hands-on activities with few opportunities for sensemaking discussions or three-dimensional science performances. Teachers whose students achieved higher learning gains combined the social stability characteristic of local classroom success with more demanding instructional practices associated with scientific sensemaking and cognitive apprenticeship. We conclude with a discussion of implications for research-practice partnerships, highlighting how partnerships need to support all teachers in achieving both local and standards-based success.

本文报告了对美国六位初中和高中科学教师教学实践的分析,他们参加了旨在支持科学教育改革目标的研究与实践合作项目。这六位教师都具有良好的资质、丰富的经验,并在当地取得了成功--受到了学生、家长、同事和管理者的尊敬--但他们在支持学生三维学习方面的成功程度却不尽相同。我们的目标是了解教师的教学实践是如何促成他们在取得当地成功方面的相似之处和在促进学生学习方面的不同之处的,并思考这些发现对研究与实践合作关系的影响。数据来源包括课堂录像、对教师和重点学生的访谈以及学生作业范例。此外,我们还利用激发学生三维表现的前后评估,比较了不同教师在学生学习方面的收获。对课堂录像的分析表明,所有六位教师都取得了成功--他们有效地管理课堂,通过教授几乎所有单元的活动来覆盖课程,并以公平、高效的方式评价学生的作业。然而,在如何让学生参与科学实践方面,六位教师却存在着重大差异。在学生学习成绩较差的课堂上,教师的教学模式被我们描述为以活动为基础的教学,学生在课堂上完成探究和动手活动,很少有机会进行感性讨论或立体科学表演。那些学生学习成绩较好的教师,则将当地课堂成功的社会稳定性特征与与科学感知和认知学徒制相关的更高要求的教学实践相结合。最后,我们讨论了研究与实践合作关系的意义,强调了合作关系需要如何支持所有教师取得本地和基于标准的成功。
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引用次数: 0
Ting, tang, tong: Emergent bilingual students investigating and constructing evidence-based explanations about sound production Ting,tang,tong:新兴的双语学生调查和构建基于证据的声音产生解释
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-05-15 DOI: 10.1002/tea.21868
Enrique Suárez, Valerie Otero

There is a significant amount of research literature on the importance of identifying and building on students' experiences and ideas for making sense of the natural world, especially when engaging in science practices. Simultaneously, approaches to creating justice-oriented science education promote the need to focus on the diverse sense-making repertoires that students, especially those from historically marginalized communities, bring to science classrooms. However, when it comes to emergent bi/multilingual students, science education has favored narrow definitions of what ways of communicating are seen as productive for figuring out natural phenomena, privileging English-based academic vocabulary. In this article, we investigate the myriad conceptual and semiotic resources that third-grade emergent bilingual students developed and used when explaining sound production. Additionally, we explore how students investigated the sounds produced by a string instrument and unpacked the how and whys that give rise to the pitch of the sounds they heard. Our analyses indicate that: (1) students created mechanistic explanations that identified how changes to the salient physical features of strings affected the pitch of the sounds; (2) students created and laminated multiple semiotic resources when sharing their observations and explanations, particularly sound symbolisms; and (3) students navigated both semiotic convergence and divergence as they worked toward conceptual convergence. Based on our findings, we argue that justice-oriented science learning environments must become spaces where emergent bilingual students can build on all their conceptual, semiotic, and cultural resources, without being policed, as they engage science practices.

有大量的研究文献指出,发现和借鉴学生感知自然世界的经验和想法非常重要, 特别是在参与科学实践时。与此同时,创建以正义为导向的科学教育的方法也提倡关注学生,特别是那些来自历史上被边缘化社区的学生,在科学课堂上所带来的多种感性知识。然而,当涉及到新兴的双语/多语学生时,科学教育却偏向于狭隘的定义,认为什么样的交流方式才是对弄清自然现象有帮助的,并优先考虑以英语为基础的学术词汇。在本文中,我们研究了三年级新兴双语学生在解释声音产生时所开发和使用的各种概念和符号资源。此外,我们还探讨了学生如何研究弦乐器发出的声音,以及如何和为什么会产生他们听到的声音的音高。我们的分析表明(1)学生创造了机械解释,确定了琴弦的显著物理特征的变化如何影响声音的音高;(2)学生在分享他们的观察和解释时,创造并层叠了多种符号资源,特别是声音符号;(3)学生在努力实现概念趋同的过程中,驾驭了符号的趋同和分歧。根据我们的研究结果,我们认为,以公正为导向的科学学习环境必须成为一个空间,在这里,初学双语的学生可以在参与科学实践的过程中,利用他们所有的概念、符号和文化资源,而不受任何约束。
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引用次数: 0
Presenting domain information or self-exploration to foster hypothesis generation in simulation-based inquiry learning 在基于模拟的探究学习中呈现领域信息或自我探索以促进假设生成
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-05-15 DOI: 10.1002/tea.21865
Xiulin Kuang, Tessa H. S. Eysink, Ton de Jong

This study investigated the effects of presenting domain information (basic information about the domain) either together with or instead of offering exploratory practice (an exploratory opportunity in a simulation-based representation of the learning domain) prior to inquiry learning for facilitating students' hypothesis generation and subsequent inquiry processes and their knowledge acquisition. Secondary school students (n = 118) completed a simulation-based inquiry task on force and motion. They were randomly assigned to one of four conditions: the D + E condition (n = 29), in which domain information and exploratory practice were available; the D condition (n = 30), in which only domain information was available; the E condition (n = 32), in which only exploratory practice was available; or the C condition (n = 27), with no support at all. Students' knowledge was measured with a pre- and posttest and a test on knowledge of variables. Inquiry processes were inferred from information students entered in a Hypothesis Scratchpad and an Observation tool, and from a final summary that they had to write. Results indicated that providing students with domain information alone helps to foster their knowledge of variables before generating hypotheses and leads to knowledge acquisition. The results also showed that the opportunity to explore before experimenting does not affect students' inquiry behavior or learning performance, even when combined with providing students with domain information.

本研究探讨了在探究学习之前提供领域信息(有关领域的基本信息),同时提供或不提供探索练习(在基于模拟的学习领域表征中提供探索机会),对促进学生提出假设和随后的探究过程及其知识获取的影响。中学生(n = 118)完成了一项关于力和运动的模拟探究任务。他们被随机分配到四个条件之一:D + E 条件(n = 29),提供领域信息和探究练习;D 条件(n = 30),只提供领域信息;E 条件(n = 32),只提供探究练习;C 条件(n = 27),没有任何支持。学生的知识水平通过前测和后测以及变量知识测试来衡量。根据学生在 "假设划板 "和 "观察工具 "中输入的信息,以及他们必须撰写的最后总结,推断探究过程。结果表明,仅向学生提供领域信息就有助于培养他们在提出假设前对变量的认识,并有助于他们获取知识。结果还表明,即使结合向学生提供领域信息,实验前的探索机会也不会影响学生的探究行为或学习成绩。
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引用次数: 0
Djaji Mahsheye, Moghrabeye, and Labaneh: Making science relevant Djaji Mahsheye, Moghrabeye和Labaneh:使科学相关
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-05-10 DOI: 10.1002/tea.21866
Idit Adler, Christopher Karam

Students often perceive school science as purely theoretical, overloaded with facts, and mostly disconnected from their school, home, and community life. One way to bridge the disconnection between school science and lived experiences, and support students in realizing the relevance of science to their everyday life, is by enabling them to integrate their funds of knowledge (FoK), the knowledge and expertise people have because of their roles in their families, communities, and culture, within science. To support students in this task, we developed Together with Science, a series of Vlogs (video blogs) designed to guide families and students through home-based experiments and support the emergence of a third space, where science and everyday life intersect. The Vlogs provided the necessary scientific background for the experiments and encouraged participants to share aspects of their lived experiences and reflect upon the realization of scientific phenomena in their lives. Using videotaped discussions of students and family members, we examined the interactions between them, as well as the FoK addressed in the conversation. The results indicate that multiple types of interactions emerged between students and family members, as they jointly conducted the science experiments and discussed their findings. Shifts in these interactions were associated with the development of a shared third space, in which both students and family members were able to concurrently relate everyday life to the scientific phenomenon. Most FoK were associated with participants' homes and culture. Our results suggest that family members can serve as brokers to support their children in realizing the relationship between science and their everyday life, by bringing in their unique FoK into the scientific discussion, and highlighting the importance of thoughtfully designed learning environments to support them in the process.

学生通常认为学校科学纯粹是理论性的,充斥着大量的事实,与他们的学校、家庭和社 区生活脱节。要消除学校科学与生活经验之间的脱节,帮助学生认识到科学与日常生活的相关性,方法之一是让他们将自己的知识基金(FoK),即人们因其在家庭、社区和文化中的角色而拥有的知识和专长与科学结合起来。为了支持学生完成这项任务,我们开发了 "与科学在一起 "系列视频博客(Vlogs),旨在指导家庭和学生进行家庭实验,并支持科学与日常生活交汇的第三空间的出现。Vlog 为实验提供了必要的科学背景,并鼓励参与者分享其生活经验的方方面面,反思科学现象在其生活中的实现。通过录制学生和家庭成员的讨论,我们研究了他们之间的互动以及对话中涉及的知识库。结果表明,在学生和家庭成员共同进行科学实验并讨论实验结果的过程中,他们之间出现了多种类型的互动。这些互动的转变与共享第三空间的发展有关,在第三空间中,学生和家庭成员能够同时将日常生活与科学现象联系起来。大多数 FoK 与参与者的家庭和文化有关。我们的研究结果表明,家庭成员可以通过在科学讨论中引入其独特的文化知识,充当支持其子女认识科学与日常生活之间关系的经纪人,并强调在这一过程中精心设计学习环境以支持他们的重要性。
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引用次数: 1
Can we and should we use artificial intelligence for formative assessment in science? 我们能不能也应该在科学的形成性评估中使用人工智能?
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-05-10 DOI: 10.1002/tea.21867
Tingting Li, Emily Reigh, Peng He, Emily Adah Miller
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引用次数: 6
Using automated analysis to assess middle school students' competence with scientific argumentation 利用自动分析评估中学生的科学论证能力
IF 4.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-05-04 DOI: 10.1002/tea.21864
Christopher D. Wilson, Kevin C. Haudek, Jonathan F. Osborne, Zoë E. Buck Bracey, Tina Cheuk, Brian M. Donovan, Molly A. M. Stuhlsatz, Marisol M. Santiago, Xiaoming Zhai

Argumentation is fundamental to science education, both as a prominent feature of scientific reasoning and as an effective mode of learning—a perspective reflected in contemporary frameworks and standards. The successful implementation of argumentation in school science, however, requires a paradigm shift in science assessment from the measurement of knowledge and understanding to the measurement of performance and knowledge in use. Performance tasks requiring argumentation must capture the many ways students can construct and evaluate arguments in science, yet such tasks are both expensive and resource-intensive to score. In this study we explore how machine learning text classification techniques can be applied to develop efficient, valid, and accurate constructed-response measures of students' competency with written scientific argumentation that are aligned with a validated argumentation learning progression. Data come from 933 middle school students in the San Francisco Bay Area and are based on three sets of argumentation items in three different science contexts. The findings demonstrate that we have been able to develop computer scoring models that can achieve substantial to almost perfect agreement between human-assigned and computer-predicted scores. Model performance was slightly weaker for harder items targeting higher levels of the learning progression, largely due to the linguistic complexity of these responses and the sparsity of higher-level responses in the training data set. Comparing the efficacy of different scoring approaches revealed that breaking down students' arguments into multiple components (e.g., the presence of an accurate claim or providing sufficient evidence), developing computer models for each component, and combining scores from these analytic components into a holistic score produced better results than holistic scoring approaches. However, this analytical approach was found to be differentially biased when scoring responses from English learners (EL) students as compared to responses from non-EL students on some items. Differences in the severity between human and computer scores for EL between these approaches are explored, and potential sources of bias in automated scoring are discussed.

论证是科学教育的基础,既是科学推理的突出特点,也是一种有效的学习模式--这一点在当代的框架和标准中都有所体现。然而,要在学校科学中成功实施论证,就需要科学评估范式的转变,从对知识和理解的测量转向对使用中的表现和知识的测量。需要论证的成绩任务必须捕捉到学生构建和评价科学论证的多种方式,然而这类任务的评分既昂贵又耗费资源。在本研究中,我们探讨了如何应用机器学习文本分类技术来开发高效、有效和准确的构建式回答测量方法,以衡量学生的书面科学论证能力,并与经过验证的论证学习进度保持一致。数据来自旧金山湾区的 933 名中学生,基于三种不同科学背景下的三组论证项目。研究结果表明,我们已经能够开发出计算机评分模型,该模型能够在人工指定分数和计算机预测分数之间实现几乎完美的一致性。主要由于这些回答在语言上的复杂性和训练数据集中较高层次回答的稀缺性,模型在针对较高层次学习进展的较难项目上的表现稍弱。比较不同评分方法的效果后发现,将学生的论点分解为多个组成部分(例如,是否有准确的主张或是否提供了充分的证据),为每个组成部分开发计算机模型,并将这些分析组成部分的分数合并为一个整体分数,会比整体评分方法产生更好的结果。然而,在对英语学习者(EL)与非英语学习者(EL)学生在某些项目上的回答进行评分时,发现这种分析方法存在不同程度的偏差。本文探讨了这些方法对英语学习者的人工评分和计算机评分之间的严重程度差异,并讨论了自动评分中可能存在的偏差来源。
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Journal of Research in Science Teaching
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