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resource project Media and Technology
Three-dimensional digital models are increasingly prevalent in preserving tangible and intangible aspects of Indigenous material heritage. Yet, there are no comprehensive, clearly laid-out best practices that can guide researchers, Indigenous communities, and museum personnel in designing ethically sound and socially engaged 3D heritage preservation projects. The use of 3D technologies for heritage preservation and providing public access to digital 3D collections is well-established in the European context. While there have been several robust efforts on digitizing European national heritage, in the U.S. context, the focus often involves work with Indigenous heritage, instantly placing 3D projects into a post-colonial research paradigm with a complex set of ethical ramifications. This research examines emerging thoughts from the European context and connects them with best practices in digital Indigenous data management to identify practices that contribute to cultures of academic integrity that are inclusive of all stakeholder voices. This work fosters ethical cultures of STEM through the development of a comprehensive Responsible Conduct of Research guiding document that can be adapted to address culture-specific Indigenous perspectives as well as project-specific challenges in future 3D heritage preservation endeavors.

Project goals are accomplished through workshops and virtual collaborations that bring together researchers, Indigenous community members, and heritage preservation professionals with previous experience in the responsible management, protection, and sharing of Indigenous digital data and the use of 3D technology for heritage preservation. The collaboratively produced guidelines outline ethical considerations that can be used in developing: 1) partnerships with origin/descendant communities, 2) institution- and collection-specific museum policies on using 3D technology, 3) Tribal policies for culturally appropriate use of 3D technologies, and 4) training material and curriculum that integrates with other research compliance regulations pertaining to heritage preservation. The project explores the questions that have emerged through previous experiences using 3D technologies to preserve Indigenous ancestral heritage. These questions include the factors contributing to developing ethically sound 3D heritage preservation projects; the practices useful in 3D projects to foster a culture of integrity that equally engages academic and Indigenous perspectives; consideration for what constitutes Responsible Conduct of Research in using 3D technologies to preserve Indigenous cultural heritage; and addressing practice-based questions that contribute to understanding ethical challenges in digitally preserving and presenting Indigenous heritage. The project situates 3D modeling and heritage representation as part of the larger discourse on decolonizing core methodologies in museum management and anthropological collection practices. Results from this work can be adapted to training future researchers and digital heritage management professionals and creating meaningful partnerships in heritage documentation. This research cultivates cultures of academic integrity by informing heritage management policy on the critical importance of heritage ethics for the creation and management of 3D digitization projects involving Indigenous collections. This award is funded by the Directorate of Geosciences and the Directorate of Education and Human Resources.
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TEAM MEMBERS: Medea Csoba-DeHass Lori Collins
resource project Professional Development, Conferences, and Networks
The informal science education (ISE) sector has an important role to play in addressing current societal issues, including changes in environmental conditions, systemic poverty, and societal responses to natural and manmade disasters. These complex social problems require engaging all sectors of society in deep discussions around science, engineering, technology, and mathematics (STEM) and inclusion, diversity, equity, and access (IDEA). To do this, ISE professionals need training in how to bring in diverse perspectives, support inclusive learning, and provide equal access to institutional policymaking, practices and systems. People from different backgrounds within informal science institutions (ISIs) and local communities bring new perspectives, identify new needs, and foster innovation. This broadening of perspectives is critical to address the complex social problems of the 21st century. A key part of the needed transformations in informal science institutions is the preparation of change agents within the ISE sector capable of reimagining what just and equitable informal science institutions might look like. iPAGE 2.0 is an NSF Advancing Informal STEM Learning (AISL) Innovations in Development project conducted by the Science Museum of Minnesota and the Garibay Group in concert with 27 ISIs from across the US. The overarching goal of the project is to support transformative change toward IDEA in the ISE sector. The project is based on an extension service model of knowledge diffusion which seeks to bridge the knowledge-to-action gap by creating intermediaries that can translate research into practical innovations that can be used by practitioners in ISIs. The project brings together teams of strategically placed individuals within ISIs and prepares them to work with their colleagues to enact research-based practices and practical organizational changes toward greater equity and diversity. This project is funded by the AISL program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.

This ISE professional development initiative will work with annual first-year cohorts consisting of leadership teams from 4-6 ISIs. Each new cohort will spend 11 days together in a 5-day institute and three 2-day colloquia either virtually or at the Science Museum of Minnesota. Individuals and teams will adapt, implement, and refine ideas, strategies, and tools from the iPAGE 2.0 framework for use within their specific ISI context and broader professional networks and engage in ongoing communication and consultation with the iPAGE 2.0 community. All individuals on the team will develop skills, such as communication and collaboration expertise, to function as change agents acting to transform their organizations with respect to inclusion, diversity, equity, and access (IDEA) in STEM. Participants from previous cohorts will continue their roles as change agents and enhance learning in the iPAGE 2.0 community by sharing what they have learned at iPAGE 2.0 colloquia. The iPAGE 2.0 framework focuses on developing participants' understanding of 1) how structural inequalities function to reproduce social advantage and disadvantage within ISIs and the ISE sector; 2) the barriers, supports, and transmission vectors that contribute to or inhibit a continued shift in the sector toward IDEA within a network of practitioners, organizations, evaluators and researchers; and 3) how to prepare and support diversity change agents within the network. The project will employ a creative evaluation approach that combines developmental, principles-focused, arts-based, and transformative evaluation and an interactive, mixed-methods research study grounded in culturally responsive methodologies to address central questions concerning individual, organizational, and sector change. The project's primary audience is ISE professionals, and the secondary audience is researchers and evaluators working within the ISE sector. The project will work directly with an estimated 122 individuals from 27 ISIs.

This Innovations in Development award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: E. Liesl Chatman Cecilia Garibay
resource project Public Programs
This AISL Pilots and Feasibility project will study the data science learning that takes place as members of the public explore and analyze open civic data related to their everyday lives. Government services, such as education, transportation, and non-emergency municipal requests, are becoming increasingly digital. Generally, program workshops and events may be able to support participants in using such data to answer their own questions, such as: "How do City agencies respond to noise in my neighborhood?" and "How do waste and recycling services in my neighborhood compare with others?" This project seeks to understanding how such programs are designed and facilitated to support diverse communities in accessing and meaningfully analyzing data will promote innovation and knowledge building in informal data science education. The team will begin by summarizing best practices in data science education from a variety of fields. Next they will explore the design and impacts of two programs in New York City, a leader in publicly available Open Data initiatives. This phase will explore activities and facilitation approaches, participants' objectives and data literacy skills practice, and begin to identify potential barriers to entry and levels of participation. Finally, the team will build capacity for other similar organizations to explore and understand their impacts on community members' engagement with civic data. This pilot study will establish preliminary evidence of the effectiveness of these programs, and in turn, inform future research into the identifying and amplifying best practices to support public engagement with data.

This research team will begin by synthesizing data science learning best practices based on varied literatures and surveys with academic and practitioner experts.

Synthesis results will be applied as a lens to gather preliminary evidence regarding the impacts of two programs on participants' data science practices and understanding of the nature of data in the context of civics. The programs include one offered by the Mayor's Office of Data Analytics (MODA), which is the NYC agency with overall responsibility for the City's Open Data programs, and BetaNYC, a leading nonprofit organization working to improve lives through civic design, technology, and engagement with government open data. The research design triangulates ethnographic observations and artifacts, pre and post adapted surveys, and interviews with participants and facilitators. Researchers will identify programmatic metrics and adapts existing measures to assess various outcomes related to public engagement with data, including: question formulation, data set selection and manipulation, the use of data to make inferences, and understanding variability, sampling and context. These metrics will be shared through an initial assessment framework for data science learning in the context of community engagement with civic open data. Researchers will also begin to identify barriers to broader participation through literature synthesis, interviews with participants and facilitators, and conversations with other organizations in our networks, such as NYC Community Boards. Findings will determine the suitability of the programs under study and inform future research to identify and amplify best practices in supporting public engagement with data.

This project is funded by the NSF Advancing Informal STEM Learning program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.

This Pilots and Feasibility Studies award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Oded Nov Camilia Matuck Graham Dove
resource project Media and Technology
This Research Advanced by Interdisciplinary Science and Engineering (RAISE) project is supported by the Division of Research on Learning in the Education and Human Resources Directorate and by the Division of Computing and Communication Foundations in the Computer and Information Science and Engineering Directorate. This interdisciplinary project integrates historical insights from geometric design principles used to craft classical stringed instruments during the Renaissance era with modern insights drawn from computer science principles. The project applies abstract mathematical concepts toward the making and designing of furniture, buildings, paintings, and instruments through a specific example: the making and designing of classical stringed instruments. The research can help instrument makers employ customized software to facilitate a comparison of historical designs that draws on both geometrical proofs and evidence from art history. The project's impacts include the potential to shift in fundamental ways not only how makers think about design and the process of making but also how computer scientists use foundational concepts from programming languages to inform the representation of physical objects. Furthermore, this project develops an alternate teaching method to help students understand mathematics in creative ways and offers specific guidance to current luthiers in areas such as designing the physical structure of a stringed instrument to improve acoustical effect.

The project develops a domain-specific functional programming language based on straight-edge and compass constructions and applies it in three complementary directions. The first direction develops software tools (compilers) to inform the construction of classical stringed instruments based on geometric design principles applied during the Renaissance era. The second direction develops an analytical and computational understanding of the art history of these instruments and explores extensions to other maker domains. The third direction uses this domain-specific language to design an educational software tool. The tool uses a calculative and constructive method to teach Euclidean geometry at the pre-college level and complements the traditional algebraic, proof-based teaching method. The representation of instrument forms by high-level programming abstractions also facilitates their manufacture, with particular focus on the arching of the front and back carved plates --- of considerable acoustic significance --- through the use of computer numerically controlled (CNC) methods. The project's novelties include the domain-specific language itself, which is a programmable form of synthetic geometry, largely without numbers; its application within the contemporary process of violin making and in other maker domains; its use as a foundation for a computational art history, providing analytical insights into the evolution of classical stringed instrument design and its related material culture; and as a constructional, computational approach to teaching geometry.

This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS: Harry Mairson
resource project Exhibitions
There is a dearth of prominent STEM role models for underrepresented populations. For example, according to a 2017 survey, only 3.1% of physicists in the United States are Black, only 2.1% are Hispanic, and only 0.5% are Native American. The project will help bridge these gaps by developing exhibits that include simulations of historical scientific experiments enacted by little-known scientists of color, virtual reality encounters that immerse participants in the scientists' discovery process, and other content that allows visitors to interact with the exhibits and explore the exhibits' themes. The project will develop transportable, interactive exhibits focusing on light: how we perceive light, sources of light from light bulbs to stars, uses of real and artificial light in human endeavors, and past and current STEM innovators whose work helps us understand, create, and harness light now. The exhibits will be developed in three stages, each exploring a characteristic of light (Color, Energy, or Time). Each theme will be explored via multiple deliveries: short documentary and animated films, virtual reality experiences, interactive "photobooths," and technology-based inquiry activities. The exhibit components will be copied at seven additional sites, which will host the exhibits for their audiences, and the project's digital assets will enable other STEM learning organizations to duplicate the exhibits. The exhibits will be designed to address common gaps in understanding, among adults as well as younger learners, about light. What light really is and does, in scientific terms, is one type of hidden story these exhibits will convey to general audiences. Two other types of science stories the exhibits will tell: how contemporary research related to light, particularly in astrophysics, is unveiling the hidden stories of our universe; and hidden stories of STEM innovators, past and present, women and men, from diverse backgrounds. These stories will provide needed role models for the adolescent learners, helping them learn complex STEM content while showing them how scientific research is conducted and the diverse community of people who can contribute to STEM innovations and discoveries.

The project deliverables will be designed to present complex physics content through coherent, immersive, and embodied learning experiences that have been demonstrated to promote engagement and deeper learning. The project will research whether participants, through interacting with these exhibits, can begin to integrate discrete ideas and make connections with complex scientific content that would be difficult without technology support. For example, students and other novices often lack the expertise necessary to make distinctions between what is needed and what is extra within scientific problems. The proposed study follows a Design-Based Research (DBR) approach characterized by iterative cycles of data collection, analysis, and reflection to inform the design of educational innovations and advance educational theory. Project research includes conceiving, building, and testing iterative phases, which will enable the project to capture the complexity of learning and engagement in informal learning settings. Research participants will complete a range of research activities, including focus group interviews, observation, and pre-post assessment of science content knowledge and dispositions.

By showcasing such role models and informing about related STEM content, this project will widen perspectives of audiences in informal learning settings, particularly adolescents from groups underrepresented in STEM fields. Research findings and methodologies will be shared widely in the informal STEM learning community, building the field's knowledge of effective ways to broaden participation in informal science learning, and thus increase broaden participation in and preparation for the STEM-based workforce.

This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS: Todd Boyette Jill Hamm Janice Anderson Crystal Harden
resource project Exhibitions
The Antarctic Dinosaurs project aims to leverage the popularity and charisma of dinosaurs to inspire a new generation of polar scientists and a more STEM (Science, Technology, Engineering, Mathematics)-literate citizenry. The project, centered on a giant screen film that will reach millions of theatrical viewers across the U.S., will convey polar science knowledge through appealing, entertaining media experiences and informal learning programs. Taking advantage of the scope of research currently taking place in Antarctica, this project will incorporate new perspectives into a story featuring dinosaurs and journey beyond the bones to reveal a more nuanced, multi-disciplinary interpretation of paleontology and the profound changes the Antarctic continent has endured. The goals of the project are to encourage young people to learn about Antarctica and its connection to the rest of the globe; to challenge stereotypes of what it means to participate in science; to build interest in STEM pursuits; and to enhance STEM identity.

This initiative, aimed particularly at middle school age youth (ages 11-14), will develop a giant screen film in 2D and 3D formats; a 3-episode television series; an "educational toolkit" of flexible, multi-media resources and experiences for informal use; a "Field Camp" Antarctic science intervention for middle school students (including girls and minorities); fictional content and presentations by author G. Neri dealing with Antarctic science produced for young people of color (including non-readers and at-risk youth who typically lack access to science and nature); and presentations by scientists featured in the film. The film will be produced as a companion experience for the synonymous Antarctic Dinosaurs museum exhibition (developed by the Field Museum, Chicago, in partnership with the Natural History Museum of Los Angeles County, Discovery Place, Charlotte, NC, and the Natural History Museum of Utah). Project partner The Franklin Institute will undertake a knowledge-building study to examine the learning outcomes resulting from exposure to the film with and without additional experiences provided by the Antarctic Dinosaurs exhibition and film-related educational outreach. The study will assess the strategies employed by practitioners to make connections between film and other exhibits, programs, and resources to improve understanding of the ways film content may complement and inspire learning within the framework of the science center ecosystem. The project's summative evaluation will address the process of collaboration and the learning impacts of the film and outreach, and provide best practices and new models for content producers and STEM educators. Project partners include film producers Giant Screen Films and Dave Clark Inc.; television producer Natural History New Zealand (NHNZ); Discovery Place (Charlotte, NC); The Franklin Institute; The Field Museum; The Natural History Museum of Utah (The University of Utah); author G. Neri; and a team of scientists and diversity advisers. This project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants. The project has co-funding support from the Antarctic section of the Office of Polar Programs.

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Deborah Raksany Karen Elinich Andrew Wood
resource project Media and Technology
In this project, education researchers, environmental scientists, and educators will develop a computer tool to let STEM educators and curriculum developers build local environmental science models. The system will use data about land use to automatically construct map-based simulations of any area in the United States. Users will be able to choose from a range of environmental and economic issues to include in these models. The system will create simulations that ask students to change to patterns of land use -- for example, increasing land zoned for housing, or open land, or industrial development -- to try to meet environmental and social goals. As a result, students will be able to learn about the interaction of environmental and economic issues relevant to their own city, town, neighborhood, or region. These map-based simulations will be incorporated into an existing science, technology, engineering, and mathematics (STEM) education tool, Land Science, in which learners work in a fictional planning office to study how zoning affects economic and environmental issues in a community. Research has shown that Land Science is mode effective when learners are exploring issues in an area near their home, and the current study will investigate how and why local simulations improve environmental science learning. This project is funded by the Advancing Informal STEM Learning (AISL) program which supports work to enhance learning in informal environments by funding innovative research, approaches, and resources for use in a variety of settings.

In this project, the research team will build, test, and deploy a toolkit that will allow informal STEM educators and developers of informal STEM programming to easily adapt an existing environmental science learning environment, which consists of a place-based virtual internship in urban planning and ecology, to their local contexts, learning objectives, and learner populations. Land Science is a virtual internship in which young people explore the environmental and socio-economic impacts of land-use decisions. To do so, they play the role of interns at an urban planning firm developing a new land-use proposal for the city of Lowell, Massachusetts: they read reports, virtually visit sites, determine stakeholder priorities, and use a geographic information system (GIS) model to evaluate the socio-economic and environmental impacts of land-use choices. No one plan can satisfy all stakeholders, so learners must compromise to create an effective plan and justify their decisions. Land Science has been shown to improve civic engagement, interest in eco-social issues, and understanding of scientific models, but it is most effective when the location of the virtual internship is in or near the learners' home town. To improve the accessibility and impact of this effective learning intervention, the interdisciplinary research team, which includes learning scientists, land-use experts, and informal STEM educators, will develop a Local Environmental Modeling toolkit, which will allow educators to change the location of the simulation and the stakeholder groups, zoning codes, and environmental and socio-economic indicators included in the land-use model. The system will ensure that the model produced is functional, realistic, and appropriately complex. The localized versions of Land Science produced by informal STEM educators will be used in a range of contexts and locations, allowing the research team to study the effects of an online, place-based learning intervention on environmental science learning, STEM interest and motivation, and civic engagement.
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TEAM MEMBERS: David Shaffer Kristen Scopinich Holly Gibbs Jeffrey Linderoth
resource project Public Programs
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This Change Makers project will establish Food Justice Ambassador corps across three cities in Massachusetts where youth will install, manage and learn the science and technology underlying hydroponics. The project takes a near-peer mentoring approach that empowers high school youth to take the lead in improving ethnic minority and low-income residents' access to healthy produce and to help educate middle school youth regarding the value of fresh produce in one's diet by learning the science of hydroponics. Youth will create story maps to visualize food accessibility in their communities. High school youth will work with their communities to establish hydroponic farms in middle school after-school settings. The food that is grown will be provided to the community through farmers' markets. Youth will share their work with a larger community of urban farmers at the Massachusetts Urban Farming Conference. This project seeks to understand the contribution on youth development by the model's three components: (1) STEM learning embedded in a social justice framework, (2) near-peer mentoring, and (3) youth purpose and career development. This will enable researchers to better understand how the project enables youth to learn STEM skills; apply them to a real life problem; learn the relevance of STEM skills for addressing personal, career aspiration, and social justice issues; develop a sense of purpose and aspirations related to STEM fields; and mentor other youth through the same process. The project will use a mixed-method, multi-site longitudinal study utilizing quantitative surveys, structural equation modeling, and qualitative interviews to study the intersections of the components of the project. As such, the study will address three key questions: 1) How do youth and mentors perceive and experience their roles as participants in the pedagogy? 2) What is the impact of the intervention on youth' sense of purpose, identity, career adaptability, work volition, critical consciousness, school engagement, STEM interests, and STEM intentionality? 3) What is the contribution of relational/mentoring and psychosocial/career adaptability aspects of the youths' contexts on their capacity to benefit from this program and to develop and sustain purpose and engagement in school and STEM? Most urban youth (and adults) have little knowledge of where their food comes from and have limited opportunities to learn how to grow produce as well as develop related skills that can lead to a career in a STEM field. This is particularly disconcerting as 55% of African Americans live inside central cities (90% in metropolitan areas) and over half of all Latino/as live in central cities (United States Census Bureau, 2011). This project entails the recruitment of low-income youth from populations underrepresented in science into a program where social justice concerns (food justice, food security) are illuminated, analyzed, and acted upon through the development of STEM knowledge and skills. Specifically, this project recognizes the potential for urban youth to become deeply knowledgeable citizens who can mobilize their STEM knowledge and skills to resolve social injustices such as food deserts. If successful, this project will provide a model that should be transferable to similar contexts to help broaden participation in STEM.
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TEAM MEMBERS: George Barnett Belle Liang David Blustein
resource project Higher Education Programs
Often called "self-plagiarism," text recycling occurs frequently in scientific writing. Over the past decade, increasing numbers of scientific journals have begun using plagiarism detection software to screen submitted manuscripts. As a result, large numbers of cases of text recycling are being identified, yet there is no consensus on what constitutes ethically acceptable practice. Text recycling is thus an increasingly important and controversial ethical issue in scientific communication. However, little actual research has been conducted on text recycling and it is rarely addressed in the ethical training of researchers or in scientific writing textbooks or websites. To promote the ethical and appropriate use of text recycling, this project will be conducted in two phases: In Phase 1, the researchers will investigate the ethical, practical, and legal aspects of text recycling as relevant for professional researchers, students, and publishers. In Phase 2, the investigators will produce educational materials and develop model language for text recycling guidelines and author-publisher contracts that can be adapted by educational institutions, research organizations, and publishers.

This project is a multi-institutional, multidisciplinary investigation of text recycling, the reuse of material from one?s previous work in a new manuscript. In Phase 1, the researchers will investigate questions such as these: What do expert researchers, students, and others involved in scientific communication believe to be appropriate practice, and why? Where is there a clear consensus among experts and where is there substantive disagreement? How often do professional scientists actually recycle material, and in what ways? Under what circumstances does text recycling violate publisher contracts or copyright laws? One facet of this research will involve interviewing and surveying experienced STEM faculty, students, journal editors, and others regarding the ethics of text recycling. A second facet will analyze a corpus of published scientific papers to investigate how researchers recycle text in practice and how this has changed over time. The third facet involves analyzing publisher contracts to better understand the rights of publishers and authors regarding text recycling and to assess their legal validity. In Phase 2, the investigators will use findings from Phase 1 to develop, test, and disseminate two kinds of materials: The first are web and print based instructional materials for STEM students (and others new to STEM research) explaining the ethical, legal, and practical issues involved with text recycling, as well as accompanying documents for faculty, administrators, and librarians. The second are model policies and guidelines for text recycling that address appropriate practice in both academic and professional settings. The investigators will obtain feedback on drafts of these materials from potential users and revise them accordingly, after which they will be disseminated.
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TEAM MEMBERS: Cary Moskovitz