Collaborative argumentation has been recognized as a powerful means to facilitate conceptual change of scientific concepts for which students have robust misconceptions. However, eliciting and maintaining collaborative argumentation that yields such productive outcomes is known to be difficult. Specifically, social-motivational antecedents have not yet been explored. Over 13 weeks, we conducted a controlled experiment to examine the role of achievement goals in productive collaborative argumentation in the context of scientific concept learning while fully considering the effects on conceptual change, argumentative discourse, and perceptions of conflicts. Three types of achievement goals were identified among 94 undergraduates: mastery goal-dominant (a focus on developing competence and task mastery), two goals-balanced (pursuing mastery and performance goals simultaneously) and performance goal-dominant (a focus on demonstrating competence relative to others). Eighteen homogeneous groups participated in four collaborative argumentation activities concerning four scientific topics of varying controversy levels. The results showed that for highly controversial topics, mastery goal-dominant students and two goals-balanced students exhibited greater conceptual change than performance goal-dominant students over a longer period. Dialogue protocol analysis further revealed a combined pattern of argumentative discourse (i.e., both deliberative argumentation and co-consensual construction frequently occurred, while disputative argumentation rarely occurred) among mastery goal-dominant students and two goals-balanced students concerning highly controversial topics. Responses to stimulated recall interviews also indicated that perceptions of conflicts among the three types of students differed in terms of five aspects: their first impression of disagreements, their feelings in response to peer disagreement, their reasons for changing or maintaining to their original ideas, the meaning of group consensus, and the degrees to which they accepted group consensus. This study sheds light on the role of social-motivational antecedents, deepening our understanding of whether different achievement goals might orient students to different perceptions of conflicts, triggering different argumentative discourse, producing different conceptual change.
{"title":"The role of achievement goals in productive collaborative argumentation","authors":"Xiaoshan Li, Chong Peng","doi":"10.1002/tea.21968","DOIUrl":"10.1002/tea.21968","url":null,"abstract":"<p>Collaborative argumentation has been recognized as a powerful means to facilitate conceptual change of scientific concepts for which students have robust misconceptions. However, eliciting and maintaining collaborative argumentation that yields such productive outcomes is known to be difficult. Specifically, social-motivational antecedents have not yet been explored. Over 13 weeks, we conducted a controlled experiment to examine the role of achievement goals in productive collaborative argumentation in the context of scientific concept learning while fully considering the effects on conceptual change, argumentative discourse, and perceptions of conflicts. Three types of achievement goals were identified among 94 undergraduates: mastery goal-dominant (a focus on developing competence and task mastery), two goals-balanced (pursuing mastery and performance goals simultaneously) and performance goal-dominant (a focus on demonstrating competence relative to others). Eighteen homogeneous groups participated in four collaborative argumentation activities concerning four scientific topics of varying controversy levels. The results showed that for highly controversial topics, mastery goal-dominant students and two goals-balanced students exhibited greater conceptual change than performance goal-dominant students over a longer period. Dialogue protocol analysis further revealed a combined pattern of argumentative discourse (i.e., both deliberative argumentation and co-consensual construction frequently occurred, while disputative argumentation rarely occurred) among mastery goal-dominant students and two goals-balanced students concerning highly controversial topics. Responses to stimulated recall interviews also indicated that perceptions of conflicts among the three types of students differed in terms of five aspects: their first impression of disagreements, their feelings in response to peer disagreement, their reasons for changing or maintaining to their original ideas, the meaning of group consensus, and the degrees to which they accepted group consensus. This study sheds light on the role of social-motivational antecedents, deepening our understanding of whether different achievement goals might orient students to different perceptions of conflicts, triggering different argumentative discourse, producing different conceptual change.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2293-2335"},"PeriodicalIF":3.6,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141549159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Victoria Johnson, Reese Butterfuss, Rina Harsch, Panayiota Kendeou
A crucial hurdle to addressing climate change is science denial. While research suggests that science denial is related to judgments individuals make about the credibility of information sources, less is known about how source credibility and characteristics of the individual interact to affect science denial. In the present study, we examined the extent to which individuals' belief in climate change claims and trust in the sources of these claims were influenced by the interaction between the political leaning of information sources (i.e., conservative media vs. liberal media vs. scientific institutions), individuals' political ideologies, and individuals' epistemic beliefs (beliefs about the nature of knowledge and knowing). We found that both individuals' belief in climate change information and trust in sources were predicted by interactions between these variables. For example, participants who believed that facts are not politically constructed were more likely to believe in climate information and trust scientific sources, regardless of the participant's partisanship. These findings suggest that epistemic profiles associated with deference to scientific sources might protect against climate change denial. Therefore, cultivating such epistemic beliefs and the skills to critically evaluate sources could be instrumental to combating climate change denial.
{"title":"Patterns of belief and trust in climate change information","authors":"Victoria Johnson, Reese Butterfuss, Rina Harsch, Panayiota Kendeou","doi":"10.1002/tea.21967","DOIUrl":"10.1002/tea.21967","url":null,"abstract":"<p>A crucial hurdle to addressing climate change is science denial. While research suggests that science denial is related to judgments individuals make about the credibility of information sources, less is known about how source credibility and characteristics of the individual interact to affect science denial. In the present study, we examined the extent to which individuals' belief in climate change claims and trust in the sources of these claims were influenced by the interaction between the political leaning of information sources (i.e., conservative media vs. liberal media vs. scientific institutions), individuals' political ideologies, and individuals' epistemic beliefs (beliefs about the nature of knowledge and knowing). We found that both individuals' belief in climate change information and trust in sources were predicted by interactions between these variables. For example, participants who believed that facts are not politically constructed were more likely to believe in climate information and trust scientific sources, regardless of the participant's partisanship. These findings suggest that epistemic profiles associated with deference to scientific sources might protect against climate change denial. Therefore, cultivating such epistemic beliefs and the skills to critically evaluate sources could be instrumental to combating climate change denial.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"62 3","pages":"655-683"},"PeriodicalIF":3.6,"publicationDate":"2024-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21967","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141512201","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carly A. Busch, Erika M. Nadile, Tasneem F. Mohammed, Logan E. Gin, Sara E. Brownell, Katelyn M. Cooper
Articulating the rules, roles, and values that are expected of undergraduate researchers is important as we strive to create a more accessible path into the scientific community. Rules refer to skills required of scientists, roles refer to behaviors consistent with the expectations of a scientist, and values refer to beliefs of the scientific community. Doctoral student mentors have great potential to serve as agents of influence for undergraduate researchers as undergraduates engage in the process of learning to be a scientist through legitimate peripheral participation. As such, we argue that doctoral students are partially responsible for identifying and promoting the rules, roles, and values that undergraduate researchers develop in scientific research. However, few studies have examined what rules, roles, and values are appreciated, or perceived as desirable, by doctoral students and thus expected of undergraduate research mentees. To address this gap, we surveyed 835 life sciences doctoral students who had mentored or would eventually mentor undergraduate researchers. We assessed what qualities and beliefs they appreciate in undergraduate researchers and what advice they would give to undergraduates to maximize their experiences in research. We analyzed their open-ended responses using inductive coding and identified specific rules (e.g., effectively communicate), roles (e.g., demonstrate a strong work ethic), and values (e.g., be driven by intrinsic passion) that doctoral students wrote about. We used logistic regression to determine whether demographics predicted differences among doctoral student responses. We found that gender, race/ethnicity, and college generation status predicted what rules, roles, and values doctoral students appreciated and advised undergraduates to adopt. This research illuminates what rules, roles, and values undergraduate researchers are expected to uphold and identifies relationships between mentor identities and the advice they pass on to students.
{"title":"The scientific rules, roles, and values that life sciences doctoral students want to see upheld by undergraduate researchers","authors":"Carly A. Busch, Erika M. Nadile, Tasneem F. Mohammed, Logan E. Gin, Sara E. Brownell, Katelyn M. Cooper","doi":"10.1002/tea.21965","DOIUrl":"10.1002/tea.21965","url":null,"abstract":"<p>Articulating the rules, roles, and values that are expected of undergraduate researchers is important as we strive to create a more accessible path into the scientific community. Rules refer to skills required of scientists, roles refer to behaviors consistent with the expectations of a scientist, and values refer to beliefs of the scientific community. Doctoral student mentors have great potential to serve as agents of influence for undergraduate researchers as undergraduates engage in the process of learning to be a scientist through legitimate peripheral participation. As such, we argue that doctoral students are partially responsible for identifying and promoting the rules, roles, and values that undergraduate researchers develop in scientific research. However, few studies have examined what rules, roles, and values are appreciated, or perceived as desirable, by doctoral students and thus expected of undergraduate research mentees. To address this gap, we surveyed 835 life sciences doctoral students who had mentored or would eventually mentor undergraduate researchers. We assessed what qualities and beliefs they appreciate in undergraduate researchers and what advice they would give to undergraduates to maximize their experiences in research. We analyzed their open-ended responses using inductive coding and identified specific rules (e.g., effectively communicate), roles (e.g., demonstrate a strong work ethic), and values (e.g., be driven by intrinsic passion) that doctoral students wrote about. We used logistic regression to determine whether demographics predicted differences among doctoral student responses. We found that gender, race/ethnicity, and college generation status predicted what rules, roles, and values doctoral students appreciated and advised undergraduates to adopt. This research illuminates what rules, roles, and values undergraduate researchers are expected to uphold and identifies relationships between mentor identities and the advice they pass on to students.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2405-2443"},"PeriodicalIF":3.6,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21965","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141358393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
National governments are concerned about the disconnection of young people from science, which hampers the development of a scientifically literate society promoting sustainable development, wellbeing, equity, and a green economy. Introduced in 2015 alongside Agenda 2030, the “open schooling” approach aims at enhancing students' science connections through real-life problem solving with families and scientists, necessitating solid evidence for scalability and sustainability. This study conceptualizes “science connection,” a term yet underexplored, as the integration of science's meaning and purpose into personal, social, and global actions informed by socioscientific thinking. It details a novel 32-item self-report questionnaire developed and validated from insights of 85 teachers into “science connection”-enhanced learning. A new consensual qualitative analysis method with visual and textual snapshots enabled developing quantitative measures from the qualitative findings with rigor. The multilanguage instrument provided just-in-time actionable data, enhancing the immediacy and applicability of the feedback to 2082 underserved students aged 11–18 across five countries participating in open schooling activities using the CARE-KNOW-DO model. This innovative feature supports open science and responsible open research, offering real-time insights and fostering immediate educational impact. Exploratory and confirmatory factor analyses revealed five components of science connection: Confidence and aspiration in science; Fun participatory science with teachers, family, and experts; Active learning approaches; Involvement in-and-outside school science activities; and Valuing science's role to life-and-society. Many students felt connected to science— Brazil: 80%, Spain: 79%, Romania: 73%, Greece: 70%, UK: 57%— with boys: 75%, girls: 73%, nonbinary students: 56%. These differences need in-depth research. Results suggest that science connections decline from the primary to secondary education, but the CARE-KNOW-DO model may reengage older students. A robust science connection enhances scientific literacy and builds science capital. This instrument aids policymakers, educators, and learners in identifying factors that facilitate or impede students' engagement with science for sustainable development efforts.
{"title":"A self-reported instrument to measure and foster students' science connection to life with the CARE-KNOW-DO model and open schooling for sustainability","authors":"Alexandra Okada","doi":"10.1002/tea.21964","DOIUrl":"10.1002/tea.21964","url":null,"abstract":"<p>National governments are concerned about the disconnection of young people from science, which hampers the development of a scientifically literate society promoting sustainable development, wellbeing, equity, and a green economy. Introduced in 2015 alongside Agenda 2030, the “open schooling” approach aims at enhancing students' science connections through real-life problem solving with families and scientists, necessitating solid evidence for scalability and sustainability. This study conceptualizes “science connection,” a term yet underexplored, as the integration of science's meaning and purpose into personal, social, and global actions informed by socioscientific thinking. It details a novel 32-item self-report questionnaire developed and validated from insights of 85 teachers into “science connection”-enhanced learning. A new consensual qualitative analysis method with visual and textual snapshots enabled developing quantitative measures from the qualitative findings with rigor. The multilanguage instrument provided just-in-time actionable data, enhancing the immediacy and applicability of the feedback to 2082 underserved students aged 11–18 across five countries participating in open schooling activities using the CARE-KNOW-DO model. This innovative feature supports open science and responsible open research, offering real-time insights and fostering immediate educational impact. Exploratory and confirmatory factor analyses revealed five components of science connection: Confidence and aspiration in science; Fun participatory science with teachers, family, and experts; Active learning approaches; Involvement in-and-outside school science activities; and Valuing science's role to life-and-society. Many students felt connected to science— Brazil: 80%, Spain: 79%, Romania: 73%, Greece: 70%, UK: 57%— with boys: 75%, girls: 73%, nonbinary students: 56%. These differences need in-depth research. Results suggest that science connections decline from the primary to secondary education, but the CARE-KNOW-DO model may reengage older students. A robust science connection enhances scientific literacy and builds science capital. This instrument aids policymakers, educators, and learners in identifying factors that facilitate or impede students' engagement with science for sustainable development efforts.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2362-2404"},"PeriodicalIF":3.6,"publicationDate":"2024-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21964","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141367819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The purpose of this article is to introduce a methodology for analyzing the complex configurations emerging in students' speech and drawing activities, having consequences for how and what students learn and make meaning of in science. Accordingly, we launch a methodology to unfold the multidimensional communication as to deepen the analysis of the science epistemic discourse. We present an empirical account of students' explorations through different signs to demonstrate the construction of the methodology step-by-step. This methodology, a “seven-concept-assemblage,” is rooted in Dewey's pragmatism and Deleuze's experimentalism broadening teachers' and researchers' possibility to target students' science explorations and meaning-making crosscutting different domains. The methodology diminishes the risk of interpretation when grasping unspoken messages and meanings. Empirical data were collected in an elementary school exemplifying the methodology and consist of audio recordings, photographs, fieldnotes, and students' drawings. The result reveals that the methodology in use exposed what and how students explored and learned cognitively and aesthetically. Imagination fertilized the process throughout. Learning then is suggested as a transductive meaning-making process shaped through oral and pictorial relations—always from a purpose.
{"title":"A methodology to analyze students' intertwined speech and drawings—Aesthetic experiences in science education","authors":"Cecilia Caiman, Britt Jakobson","doi":"10.1002/tea.21966","DOIUrl":"10.1002/tea.21966","url":null,"abstract":"<p>The purpose of this article is to introduce a methodology for analyzing the complex configurations emerging in students' speech and drawing activities, having consequences for how and what students learn and make meaning of in science. Accordingly, we launch a methodology to unfold the multidimensional communication as to deepen the analysis of the science epistemic discourse. We present an empirical account of students' explorations through different signs to demonstrate the construction of the methodology step-by-step. This methodology, a “seven-concept-assemblage,” is rooted in Dewey's pragmatism and Deleuze's experimentalism broadening teachers' and researchers' possibility to target students' science explorations and meaning-making crosscutting different domains. The methodology diminishes the risk of interpretation when grasping unspoken messages and meanings. Empirical data were collected in an elementary school exemplifying the methodology and consist of audio recordings, photographs, fieldnotes, and students' drawings. The result reveals that the methodology in use exposed <i>what</i> and <i>how</i> students explored and learned cognitively and aesthetically. Imagination fertilized the process throughout. Learning then is suggested as a transductive meaning-making process shaped through oral and pictorial relations—always from a purpose.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2444-2467"},"PeriodicalIF":3.6,"publicationDate":"2024-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21966","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141377682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
<p>Not a day goes by that an advertisement for a new generative AI tool that promises to revolutionize scientific research and education does not make its way to the news. Generative AI as a silver bullet. AI tools are used to extract data (usually without consent), replace research participants, read papers, summarize papers, write papers, design lesson plans, manage students, and assess students, just to name a few. Generative AI technologies are creating a techno-utopia and a new world order.</p><p>The scientific community has increasingly been utilizing AI tools to improve research, namely, maximizing productivity by attempting to overcome human shortcomings (Messeri & Crockett, <span>2023</span>). For example, AI tools can enhance scientific research by enabling fast collection and analysis of large data sets. This, however, is not without a cost, as it poses a potential threat to scientific research related to the AI algorithmic monoculture (i.e., choices and preferences are homogeneous, as, all of us enjoy the same kind of music, clothes, or films) in the face of algorithmic curation (Kleinberg & Raghavan, <span>2021</span>). Can we, hence, ever imagine reverting to monocultural scientific research despite evidence of the value of diversity and plurality of voices and knowledge? The same question applies to education. Even though AI technologies have the potential to innovate teaching they also bring risks and challenges associated with digital monoculturalism as well as ethical, inclusive, and equitable use of AI (UNESCO, <span>2023</span>).</p><p>Educational institutions are buying into generative AI promises and hallucinations (Alkaissi & McFarlane, <span>2023</span>) and frantically trying to catch up with a mass production of AI tools. National funding agencies in different parts of the world are allocating financial support for research projects utilizing AI tools in science and education (e.g., <i>New Horizon Europe Funding for Data, Computing, and AI Technologies</i>). Several (science) education journals have dedicated special issues to an examination of the potential of AI for teaching and learning. Researchers in science education are shifting their interests toward AI to engage with “hot” research in this new world order created by the AI industry.</p><p>The problem with this new world order is that it repeats patterns of colonial history through exploitation and extraction of resources to enrich the wealthy and powerful at the great expense of the poor (Hao, <span>2022</span>). There exists a wealth of evidence pointing to how AI has exploited marginalized communities for the development of large language models, for example, ChatGPT (Perrigo, <span>2023</span>). Several studies have shed light on issues related to ethics, biases, and racial and gender stereotypes. For example, descriptions of people images through tagging (i.e., Google Cloud Vision API), personalized news feeds (i.e., Google Search, Amazon Cloud S
在对 2010 年至 2021 年期间人工智能在学校科学中的应用进行的系统性文献综述中,我们发现,人工智能应用主要用于现有教育实践的自动化,例如,减少工作量和反馈自动化(Heeg & Avraamidou, 2023)。我们审查的另一个发现是,审查的大多数研究都是理论性的,缺乏批判性。在确定现有知识基础的差距时,我们发现这些差距涉及科学学习的认识论和社会文化领域。例如,智能辅导系统关注的是学生的认知需求,但往往忽略了支持社会关系和自主性需求这一关键挑战,而社会关系和自主性需求对学习、参与行为和幸福感至关重要(Collie,2020 年)。在流行病后的世界里发生这种情况至少是一个悖论。因为,如果说多次封锁和关闭校园让我们明白了一件事,那就是无论我们拥有多少机器,我们都离不开与他人的实际交往。我们不仅是社会人,也是关系人。我们不仅通过社会交往,而且通过社会生态中与他人的关系来生活(Wenger,1998 年),在社会生态中,体现和情感都是核心(Avraamidou,2020 年)。通过社会关系产生的多种形式的知识,以及这些知识如何与学习者和教师的主体性、身份、价值观和文化交织在一起,同时又是学习的固有特性,这些在人工智能驱动的工具中都不存在,无论是虚拟导师、聊天机器人、自动评估工具还是学习分析。取而代之的是,绝大多数人工智能系统都遵循方便食品式的学习方法,提倡快速学习而不是慢速学习,并优先使用特定的学习路径来实现规定的目标。教育被混淆为培训,学生被混淆为通过输入-输出过程运行的机器。这反映在一些工具上,这些工具跟踪学生的学习进度,并对他们的表现、参与度和行为进行分析,以创建 "理想的 "学习路径或实现 "理想的 "规定结果的个性化路径(Paolucci et al.为什么会这样?因为英美人工智能产业正在引领一场不请自来的科学教育改革,这场改革缺乏远见、理论化、去语境化,在很大程度上忽视了关于人们如何学习的研究,与反抗的社会和政治任务脱节,以利益而非学习者为中心。女性主义人工智能将提供框架和工具,优先考虑算法素养以及对人工智能如何延续偏见、种族主义和现有压迫体系的理解。科学教育不需要一个由企业、新自由主义和优生学范式驱动的人工智能乌托邦(Gebru & Torres, 2024),也不需要通过经济教学法和一台臆想机器来设计人工智能(Giroux, 2014)。该领域需要的是一种以人为本的女权主义人工智能愿景,其框架包括关系性、体现性和抵抗性,以及关爱、情感和文化可持续性教学法,以策划教育空间,实现科学学习的人性化和超越算法的社会转型。是的,我们能--只要我们跳出企业和资本主义的科学教育观,想象更可持续、更社会公正的未来。
{"title":"Can we disrupt the momentum of the AI colonization of science education?","authors":"Lucy Avraamidou","doi":"10.1002/tea.21961","DOIUrl":"10.1002/tea.21961","url":null,"abstract":"<p>Not a day goes by that an advertisement for a new generative AI tool that promises to revolutionize scientific research and education does not make its way to the news. Generative AI as a silver bullet. AI tools are used to extract data (usually without consent), replace research participants, read papers, summarize papers, write papers, design lesson plans, manage students, and assess students, just to name a few. Generative AI technologies are creating a techno-utopia and a new world order.</p><p>The scientific community has increasingly been utilizing AI tools to improve research, namely, maximizing productivity by attempting to overcome human shortcomings (Messeri & Crockett, <span>2023</span>). For example, AI tools can enhance scientific research by enabling fast collection and analysis of large data sets. This, however, is not without a cost, as it poses a potential threat to scientific research related to the AI algorithmic monoculture (i.e., choices and preferences are homogeneous, as, all of us enjoy the same kind of music, clothes, or films) in the face of algorithmic curation (Kleinberg & Raghavan, <span>2021</span>). Can we, hence, ever imagine reverting to monocultural scientific research despite evidence of the value of diversity and plurality of voices and knowledge? The same question applies to education. Even though AI technologies have the potential to innovate teaching they also bring risks and challenges associated with digital monoculturalism as well as ethical, inclusive, and equitable use of AI (UNESCO, <span>2023</span>).</p><p>Educational institutions are buying into generative AI promises and hallucinations (Alkaissi & McFarlane, <span>2023</span>) and frantically trying to catch up with a mass production of AI tools. National funding agencies in different parts of the world are allocating financial support for research projects utilizing AI tools in science and education (e.g., <i>New Horizon Europe Funding for Data, Computing, and AI Technologies</i>). Several (science) education journals have dedicated special issues to an examination of the potential of AI for teaching and learning. Researchers in science education are shifting their interests toward AI to engage with “hot” research in this new world order created by the AI industry.</p><p>The problem with this new world order is that it repeats patterns of colonial history through exploitation and extraction of resources to enrich the wealthy and powerful at the great expense of the poor (Hao, <span>2022</span>). There exists a wealth of evidence pointing to how AI has exploited marginalized communities for the development of large language models, for example, ChatGPT (Perrigo, <span>2023</span>). Several studies have shed light on issues related to ethics, biases, and racial and gender stereotypes. For example, descriptions of people images through tagging (i.e., Google Cloud Vision API), personalized news feeds (i.e., Google Search, Amazon Cloud S","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2570-2574"},"PeriodicalIF":3.6,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21961","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141169811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Robert W. Danielson, Benjamin C. Heddy, Onur Ramazan, Gan Jin, Kanvarbir S. Gill, Danielle N. Berry
Misinformation has been extensively studied as both maliciously intended propaganda and accidentally experienced incorrect assumptions. We contend that “conceptual contamination” is the process by which the learning of incorrect information interferes, pollutes, or otherwise disrupts the learning of correct information. This is similar to a medical model of disease transmission wherein misinformation travels from person to person via multiple methods. And just as we can inoculate the public against diseases like smallpox or measles, we suggest this same approach (providing refutations to misconceptions that individuals may not have read yet) can inoculate the public from misconceptions. We sought to examine whether we could inoculate against misconceptions, and if so, would a refutation text outperform a more traditional expository text. We also sought to examine the role of emotions and attitudes. We randomly assigned 152 undergraduate students to one of four experimental conditions comparing both text type (refutation vs. expository) and text order (misconception first or second) on their ability to overcome misconceptions. Our findings indicate that reading refutation texts led to significantly fewer misconceptions and reduced negative emotions. We also illustrate that the prevailing approach to countering misinformation—providing expository support after exposure to misinformation—performed the worst overall. Our findings suggest that refutation texts continue to provide significant reductions in misconceptions, and that overall misconceptions can be reduced regardless of text type, if the correct information can precede misinformation.
{"title":"Conceptual contamination: Investigating the impact of misinformation on conceptual change and inoculation strategies","authors":"Robert W. Danielson, Benjamin C. Heddy, Onur Ramazan, Gan Jin, Kanvarbir S. Gill, Danielle N. Berry","doi":"10.1002/tea.21963","DOIUrl":"10.1002/tea.21963","url":null,"abstract":"<p>Misinformation has been extensively studied as both maliciously intended propaganda and accidentally experienced incorrect assumptions. We contend that “conceptual contamination” is the process by which the learning of incorrect information interferes, pollutes, or otherwise disrupts the learning of correct information. This is similar to a medical model of disease transmission wherein misinformation travels from person to person via multiple methods. And just as we can inoculate the public against diseases like smallpox or measles, we suggest this same approach (providing refutations to misconceptions that individuals may not have read yet) can inoculate the public from misconceptions. We sought to examine whether we could inoculate against misconceptions, and if so, would a refutation text outperform a more traditional expository text. We also sought to examine the role of emotions and attitudes. We randomly assigned 152 undergraduate students to one of four experimental conditions comparing both text type (refutation vs. expository) and text order (misconception first or second) on their ability to overcome misconceptions. Our findings indicate that reading refutation texts led to significantly fewer misconceptions and reduced negative emotions. We also illustrate that the prevailing approach to countering misinformation—providing expository support after exposure to misinformation—performed the worst overall. Our findings suggest that refutation texts continue to provide significant reductions in misconceptions, and that overall misconceptions can be reduced regardless of text type, if the correct information can precede misinformation.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"62 3","pages":"629-654"},"PeriodicalIF":3.6,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21963","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141169802","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
For students who face marginalization in a discipline, counterspaces are safe spaces of refuge that allow them to express their multiple identities and foster their sense of belonging. While prior qualitative work on counterspaces has highlighted how and why these spaces support marginalized students, there is little quantitative work that provides systemic evidence on broad counterspace initiatives formed to support students' disciplinary sense of belonging. In physics, a discipline that is deeply androcentric, two potential counterspaces have emerged for undergraduate women: the Conferences for Undergraduate Women in Physics (CUWiP) and Women in Physics Groups (WiPG). Drawing on survey data collected from undergraduate women in physics programs across the country who were registering for the 2018 CUWiP (N = 1388), we used structural equation modeling to test the effect of earlier participation in CUWiP and WiPG on students' current sense of belonging and interest in physics. We also tested the mediating effect of believing that there are serious gender issues in physics since these spaces have been found to increase students' consciousness of gender bias. The results revealed a significant positive direct effect of CUWiP and WiPG on sense of belonging. A more complex story emerged for indirect effects where believing in serious gender issues can negatively affect sense of belonging if interest in physics is not positively reinforced. Overall, the findings clearly provide quantitative evidence that broad diversity conference and affinity group initiatives, such as CUWiP and WiPG, can act as counterspaces that bolster belonging for women in disciplines like physics where they are marginalized. However, activities in these spaces should also continue to foster students' unique disciplinary interests.
{"title":"Examining the relationship between disciplinary counterspaces for undergraduate women and sense of belonging: A physics exemplar","authors":"Zahra Hazari, Idaykis Rodriguez","doi":"10.1002/tea.21962","DOIUrl":"10.1002/tea.21962","url":null,"abstract":"<p>For students who face marginalization in a discipline, counterspaces are safe spaces of refuge that allow them to express their multiple identities and foster their sense of belonging. While prior qualitative work on counterspaces has highlighted how and why these spaces support marginalized students, there is little quantitative work that provides systemic evidence on broad counterspace initiatives formed to support students' disciplinary sense of belonging. In physics, a discipline that is deeply androcentric, two potential counterspaces have emerged for undergraduate women: the Conferences for Undergraduate Women in Physics (CUWiP) and Women in Physics Groups (WiPG). Drawing on survey data collected from undergraduate women in physics programs across the country who were registering for the 2018 CUWiP (<i>N</i> = 1388), we used structural equation modeling to test the effect of earlier participation in CUWiP and WiPG on students' current sense of belonging and interest in physics. We also tested the mediating effect of believing that there are serious gender issues in physics since these spaces have been found to increase students' consciousness of gender bias. The results revealed a significant positive direct effect of CUWiP and WiPG on sense of belonging. A more complex story emerged for indirect effects where believing in serious gender issues can negatively affect sense of belonging if interest in physics is not positively reinforced. Overall, the findings clearly provide quantitative evidence that broad diversity conference and affinity group initiatives, such as CUWiP and WiPG, can act as counterspaces that bolster belonging for women in disciplines like physics where they are marginalized. However, activities in these spaces should also continue to foster students' unique disciplinary interests.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2336-2361"},"PeriodicalIF":3.6,"publicationDate":"2024-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141104358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jeffrey Nordine, Marcus Kubsch, David Fortus, Joseph Krajcik, Knut Neumann
One reason for the widespread use of the energy concept across the sciences is that energy analysis can be used to interpret the behavior of systems even if one does not know the particular mechanisms that underlie the observed behavior. By providing an approach to interpreting unfamiliar phenomena, energy provides a lens on phenomena that can set the stage for deeper learning about how and why phenomena occur. However, not all energy ideas are equally productive in setting the stage for new learning. In particular, researchers have debated the value of teaching students to interpret phenomena in terms of energy forms and transformations. In this study, we investigated how two different approaches to middle school energy instruction—one emphasizing energy transformations between forms and one emphasizing energy transfers between systems—prepared students to use their existing energy knowledge to engage in new learning about a novel energy-related phenomenon. To do this, we designed a new assessment instrument to elicit student initial ideas about the phenomenon and to compare how effectively students from each approach learned from authentic learning resources. Our results indicate that students who learned to interpret phenomenon in terms of energy transfers between systems learned more effectively from available learning resources than did students who learned to interpret phenomena in terms of energy forms and transformations. This study informs the design of introductory energy instruction and approaches for assessing how students existing knowledge guides new learning about phenomena.
{"title":"Middle school students' use of the energy concept to engage in new learning: What ideas matter?","authors":"Jeffrey Nordine, Marcus Kubsch, David Fortus, Joseph Krajcik, Knut Neumann","doi":"10.1002/tea.21950","DOIUrl":"10.1002/tea.21950","url":null,"abstract":"<p>One reason for the widespread use of the energy concept across the sciences is that energy analysis can be used to interpret the behavior of systems even if one does not know the particular mechanisms that underlie the observed behavior. By providing an approach to interpreting unfamiliar phenomena, energy provides a lens on phenomena that can set the stage for deeper learning about how and why phenomena occur. However, not all energy ideas are equally productive in setting the stage for new learning. In particular, researchers have debated the value of teaching students to interpret phenomena in terms of energy forms and transformations. In this study, we investigated how two different approaches to middle school energy instruction—one emphasizing energy transformations between forms and one emphasizing energy transfers between systems—prepared students to use their existing energy knowledge to engage in new learning about a novel energy-related phenomenon. To do this, we designed a new assessment instrument to elicit student initial ideas about the phenomenon and to compare how effectively students from each approach learned from authentic learning resources. Our results indicate that students who learned to interpret phenomenon in terms of energy transfers between systems learned more effectively from available learning resources than did students who learned to interpret phenomena in terms of energy forms and transformations. This study informs the design of introductory energy instruction and approaches for assessing how students existing knowledge guides new learning about phenomena.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 9","pages":"2191-2222"},"PeriodicalIF":3.6,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21950","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140964642","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chen Chen, Tamer Said, Philip M. Sadler, Anthony Perry, Gerhard Sonnert
This study examines the often-heard assumption in science teaching that some pedagogies in science classrooms can serve a dual function—improve the student-perceived teacher quality and improve students' affinity to STEM professions. We asked 7507 freshmen from 40 colleges in the United States, selected in a stratified random procedure, to retrospectively report their experiences of a list of 32 pedagogies during high school biology, chemistry, and physics classes. Our survey also asked students to rate each teachers' quality and to report their Science, Technology, Engineering, or Mathematics career interests at the beginning and end of high school. We found that teachers' chosen pedagogies, on the whole, had a stronger impact on how students rated them than on students' career interests. Interestingly, we also found considerable differences between the disciplines.
{"title":"The impact of high school science pedagogies on students' STEM career interest and on their ratings of teacher quality","authors":"Chen Chen, Tamer Said, Philip M. Sadler, Anthony Perry, Gerhard Sonnert","doi":"10.1002/tea.21948","DOIUrl":"10.1002/tea.21948","url":null,"abstract":"<p>This study examines the often-heard assumption in science teaching that some pedagogies in science classrooms can serve a dual function—improve the student-perceived teacher quality and improve students' affinity to STEM professions. We asked 7507 freshmen from 40 colleges in the United States, selected in a stratified random procedure, to retrospectively report their experiences of a list of 32 pedagogies during high school biology, chemistry, and physics classes. Our survey also asked students to rate each teachers' quality and to report their Science, Technology, Engineering, or Mathematics career interests at the beginning and end of high school. We found that teachers' chosen pedagogies, on the whole, had a stronger impact on how students rated them than on students' career interests. Interestingly, we also found considerable differences between the disciplines.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":"61 10","pages":"2535-2569"},"PeriodicalIF":3.6,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21948","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140886529","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}