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.
{"title":"Context matters: Secondary science teachers' integration of process-based, unplugged computational thinking into science curriculum","authors":"Vance Kite, Soonhye Park","doi":"10.1002/tea.21883","DOIUrl":"10.1002/tea.21883","url":null,"abstract":"<p>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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21883","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47908647","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}
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.
{"title":"Rebuilding relations and countering erasure through community-driven and owned science: A key tool to Inuit self-determination and social transformations","authors":"Shirley Tagalik, Kukik Baker, Joe Karetak, Jrène Rahm","doi":"10.1002/tea.21881","DOIUrl":"10.1002/tea.21881","url":null,"abstract":"<p>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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21881","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47845201","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}
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.
{"title":"Instructional practices in secondary science: How teachers achieve local and standards-based success","authors":"Beth A. Covitt, Elizabeth Xeng de los Santos, Qinyun Lin, Christie Morrison Thomas, Charles W. Anderson","doi":"10.1002/tea.21869","DOIUrl":"10.1002/tea.21869","url":null,"abstract":"<p>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 <i>activity-based teaching</i>, 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 <i>scientific sensemaking</i> and <i>cognitive apprenticeship</i>. 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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21869","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43596485","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}
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.
{"title":"Ting, tang, tong: Emergent bilingual students investigating and constructing evidence-based explanations about sound production","authors":"Enrique Suárez, Valerie Otero","doi":"10.1002/tea.21868","DOIUrl":"10.1002/tea.21868","url":null,"abstract":"<p>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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44453030","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}
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.
{"title":"Presenting domain information or self-exploration to foster hypothesis generation in simulation-based inquiry learning","authors":"Xiulin Kuang, Tessa H. S. Eysink, Ton de Jong","doi":"10.1002/tea.21865","DOIUrl":"10.1002/tea.21865","url":null,"abstract":"<p>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 (<i>n</i> = 118) completed a simulation-based inquiry task on force and motion. They were randomly assigned to one of four conditions: the D + E condition (<i>n</i> = 29), in which domain information and exploratory practice were available; the D condition (<i>n</i> = 30), in which only domain information was available; the E condition (<i>n</i> = 32), in which only exploratory practice was available; or the C condition (<i>n</i> = 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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21865","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41587719","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}
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.
{"title":"Djaji Mahsheye, Moghrabeye, and Labaneh: Making science relevant","authors":"Idit Adler, Christopher Karam","doi":"10.1002/tea.21866","DOIUrl":"10.1002/tea.21866","url":null,"abstract":"<p>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 <i>funds of knowledge</i> (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 <i>Together with Science</i>, a series of Vlogs (video blogs) designed to guide families and students through home-based experiments and support the emergence of a <i>third space</i>, 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 <i>shared third space</i>, 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 <i>brokers</i> 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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21866","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45268786","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}
Tingting Li, Emily Reigh, Peng He, Emily Adah Miller
{"title":"Can we and should we use artificial intelligence for formative assessment in science?","authors":"Tingting Li, Emily Reigh, Peng He, Emily Adah Miller","doi":"10.1002/tea.21867","DOIUrl":"10.1002/tea.21867","url":null,"abstract":"","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45134584","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}
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.
{"title":"Using automated analysis to assess middle school students' competence with scientific argumentation","authors":"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","doi":"10.1002/tea.21864","DOIUrl":"10.1002/tea.21864","url":null,"abstract":"<p>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.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136264895","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}
Despite its proven added value, modeling-based learning (MbL) in science is not commonly incorporated into the early grades. Our purpose in this descriptive case study was to enrich our understanding of how kindergarten children enact MbL by examining these children's constructed models and their accompanying oral descriptions of their models. For this purpose, we adopted a drawing-based modeling approach in which children used annotated drawings to represent their models. The participants consisted of four groups of 5- to 6-year-olds (68 children total) who studied the solution of substances in water. We analyzed child-developed models (artifact analysis) and their oral presentations (discourse analysis), seeking to provide rich, detailed descriptions of the characteristics of these models. Our findings suggest that children in the study developed five different types of models using three different depiction strategies. Our findings also suggest that when developing and presenting their models of a physical phenomenon, our kindergarten children tended to rely on analogical reasoning to identify similar, known situations corresponding to the phenomenon under study. They then invoked mechanistic reasoning to develop representations of the phenomenon under study based on the analogy they used. The spectrum of mechanistic reasoning used by the children, and the analysis of the structure and components of their constructed models serve as evidence suggesting that despite their limited experiences with formal science education, as well as with MbL in science, participating children could successfully engage in authentic MbL activities. We contend that this is aligned with the idea of modeling resources, suggesting that it is more productive to help children to develop more reliable access to modeling resources they already have, even though they are usually not aware of their connection to MbL, such as prior scientific knowledge, experience, and MbL skills.
{"title":"Examining models constructed by kindergarten children","authors":"Loucas T. Louca, Zacharias C. Zacharia","doi":"10.1002/tea.21862","DOIUrl":"10.1002/tea.21862","url":null,"abstract":"<p>Despite its proven added value, modeling-based learning (MbL) in science is not commonly incorporated into the early grades. Our purpose in this descriptive case study was to enrich our understanding of how kindergarten children enact MbL by examining these children's constructed models and their accompanying oral descriptions of their models. For this purpose, we adopted a drawing-based modeling approach in which children used annotated drawings to represent their models. The participants consisted of four groups of 5- to 6-year-olds (68 children total) who studied the solution of substances in water. We analyzed child-developed models (artifact analysis) and their oral presentations (discourse analysis), seeking to provide rich, detailed descriptions of the characteristics of these models. Our findings suggest that children in the study developed five different types of models using three different depiction strategies. Our findings also suggest that when developing and presenting their models of a physical phenomenon, our kindergarten children tended to rely on analogical reasoning to identify similar, known situations corresponding to the phenomenon under study. They then invoked mechanistic reasoning to develop representations of the phenomenon under study based on the analogy they used. The spectrum of mechanistic reasoning used by the children, and the analysis of the structure and components of their constructed models serve as evidence suggesting that despite their limited experiences with formal science education, as well as with MbL in science, participating children could successfully engage in authentic MbL activities. We contend that this is aligned with the idea of modeling resources, suggesting that it is more productive to help children to develop more reliable access to modeling resources they already have, even though they are usually not aware of their connection to MbL, such as prior scientific knowledge, experience, and MbL skills.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/tea.21862","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44667077","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}
Persistence is a major issue facing students, particularly those who are both female and from underrepresented ethnic minorities (URM). A closer look at the variables affecting their commitment and capacity for continuing the pursuit of their goal allows us to better design support systems that bolster persistence. This study tests a structural equation model (SEM) for students using a career-forward laboratory chemistry curriculum based upon the Mediation Model of Research Experience (MMRE) that explains the relationships among self-efficacy, identity as an engineer, and commitment to an engineering career. Data were collected from 426 undergraduate engineering majors at the end of the semester using a previously constructed survey for three semesters of general chemistry laboratory for engineering majors. The research question was addressed using bivariate correlations and a series of SEMs where multigroup analyses were conducted separately for non-URM and URM participants. Bivariate correlations show significant positive associations between all four variables for the entire group of students. However, when disaggregated, the only significant association for URM participants (n = 109) was between identity as an engineer and commitment to an engineering career. Notably, teamwork self-efficacy was a negative predictor of commitment to an engineering career for URM participants. Beta-coefficients from the SEM show that identity and engineering self-efficacy are the variables most predictive of commitment, with identity being nearly twice as predictive for URM students. This study adds support for professional identity as a key predictive variable for career commitment for URM participants and indicates that a laboratory curriculum that emphasizes applied professional practice can support persistence. Considering the degree to which teamwork is emphasized generally, additional studies are needed to better understand the implications for URM students. Particularly in applications that emphasize long-term outcomes.
{"title":"A structural model of student experiences in a career-forward chemistry laboratory curriculum","authors":"Corey Payne, Kent J. Crippen","doi":"10.1002/tea.21860","DOIUrl":"10.1002/tea.21860","url":null,"abstract":"<p>Persistence is a major issue facing students, particularly those who are both female and from underrepresented ethnic minorities (URM). A closer look at the variables affecting their commitment and capacity for continuing the pursuit of their goal allows us to better design support systems that bolster persistence. This study tests a structural equation model (SEM) for students using a career-forward laboratory chemistry curriculum based upon the Mediation Model of Research Experience (MMRE) that explains the relationships among self-efficacy, identity as an engineer, and commitment to an engineering career. Data were collected from 426 undergraduate engineering majors at the end of the semester using a previously constructed survey for three semesters of general chemistry laboratory for engineering majors. The research question was addressed using bivariate correlations and a series of SEMs where multigroup analyses were conducted separately for non-URM and URM participants. Bivariate correlations show significant positive associations between all four variables for the entire group of students. However, when disaggregated, the only significant association for URM participants (<i>n</i> = 109) was between identity as an engineer and commitment to an engineering career. Notably, teamwork self-efficacy was a negative predictor of commitment to an engineering career for URM participants. Beta-coefficients from the SEM show that identity and engineering self-efficacy are the variables most predictive of commitment, with identity being nearly twice as predictive for URM students. This study adds support for professional identity as a key predictive variable for career commitment for URM participants and indicates that a laboratory curriculum that emphasizes applied professional practice can support persistence. Considering the degree to which teamwork is emphasized generally, additional studies are needed to better understand the implications for URM students. Particularly in applications that emphasize long-term outcomes.</p>","PeriodicalId":48369,"journal":{"name":"Journal of Research in Science Teaching","volume":null,"pages":null},"PeriodicalIF":4.6,"publicationDate":"2023-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43645774","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}