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resource project Media and Technology
A team of experts from five institutions (University of Minnesota, Adler Planetarium, University of Wyoming, Colorado State University, and UC San Diego) links field-based and online analysis capabilities to support citizen science, focusing on three research areas (cell biology, ecology, and astronomy). The project builds on Zooniverse and CitSci.org, leverages the NSF Science Gateways Community Institute, and enhances the quality of citizen science and the experience of its participants.

This project creates an integrated Citizen Science Cyberinfrastructure (CSCI) framework that expands the capacity of research communities across several disciplines to use citizen science as a suitable and sustainable research methodology. CSCI produces three improvements to the infrastructure for citizen science already provided by Zooniverse and CitSci.org:


Combining Modes - connecting the process of data collection and analysis;
Smart Assignment - improving the assignment of tasks during analysis; and
New Data Models - exploring the Data-as-Subject model. By treating time series data as data, this model removes the need to create images for classification and facilitates more complex workflows. These improvements are motivated and investigated through three distinct scientific cases:
Biomedicine (3D Morphology of Cell Nucleus). Currently, Zooniverse 'Etch-a-Cell' volunteers provide annotations of cellular components in images from high-resolution microscopy, where a single cell provides a stack containing thousands of sliced images. The Smart Task Assignment capability incorporates this information, so volunteers are not shown each image in a stack where machines or other volunteers have already evaluated some subset of data.
Ecology (Identifying Individual Animals). When monitoring wide-ranging wildlife populations, identification of individual animals is needed for robust estimates of population sizes and trends. This use case combines field collection and data analysis with deep learning to improve results.
Astronomy (Characterizing Lightcurves). Astronomical time series data reveal a variety of behaviors, such as stellar flares or planetary transits. The existing Zooniverse data model requires classification of individual images before aggregation of results and transformation back to refer to the original data. By using the Data-as-Subject model and the Smart Task Assignment capability, volunteers will be able to scan through the entire time series in a machine-aided manner to determine specific light curve characteristics.


The team explores the use of recurrent neural networks (RNNs) to determine automated learning architectures best suited to the projects. Of particular interest is how the degree to which neighboring subjects are coupled affects performance. The integration of existing tools, which is based on application programming interfaces (APIs), also facilitates further tool integration. The effort creates a citizen science framework that directly advances knowledge for three science use cases in biomedicine, ecology, and astronomy, and combines field-collected data with data analysis. This has the ability to solve key problems in the individual applications, as well as benefiting the research of the dozens of projects on the Zooniverse platform. It provides benefits to researchers using citizen scientists, and to the nearly 1.6 million citizen scientists themselves.

This award by the Office of Advanced Cyberinfrastructure is jointly supported by the Division of Research on Learning in Formal and Informal Settings, within the NSF Directorate for Education and Human Resources.

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: Gregory Newman Subhashini Sivagnanam Laura Trouille Sarah Benson-Amram Jeff Clune Lucy Fortson Craig Packer Christopher Lintott Daniel Boley
resource project Public Programs
NASA's Universe of Learning provides resources and experiences that enable diverse audiences to explore fundamental questions in astronomy, experience how science is done, and discover the universe for themselves. Using its direct connection to science and science experts, NASA's Universe of Learning creates and delivers timely and authentic resources and experiences for youth, families, and lifelong learners. The goal is to strengthen science learning and literacy, and to enable learners to discover the universe for themselves in innovative, interactive ways that meet today's 21st century needs. The program includes astronomical data tools, multimedia resources, exhibits and community programs, and professional learning experiences for informal educators. It is developed through a unique partnership between the Space Telescope Science Institute, Caltech/IPAC, the Jet Propulsion Laboratory, the Smithsonian Astrophysical Observatory, and Sonoma State University.
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TEAM MEMBERS: Denise Smith Gordon Squires Kathy Lestition Anya Biferno Lynn Cominsky
resource project Media and Technology
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 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 team of Associated Universities Inc. (AUI), Michigan State University (MSU), California Academy of Science (the Academy), Astronomical Society of the Pacific (ASP), and Association of Universities for Research in Astronomy (AURA), will bring together experts in astronomy, STEM education, and planetarium show production. This work will tell the story of the people and places that make "big astronomy" possible, particularly the search for exoplanets and understanding of how planets form. The show and related materials will be presented in dozens of venues around the USA and internationally. Through a planetarium show and learning experiences that extend beyond the theater, the team will take visitors to extreme sites of the NSF ground-based observatories on the mountains of Chile and meet the diverse people who enable amazing discoveries in astronomy. In addition, the project develops the Dome+ model, which ensures engagement does not end with the planetarium. Dome+ will include additional content, weekly virtual sessions with STEM professionals, and a suite of closely linked outreach activities. Dome+ will serve as a model to extend engagement and increase the impact of future planetarium shows. Project goals include 1) increasing awareness of the research in astronomy being made at the NSF-funded observatories in Chile, 2) increasing awareness and interest in diverse STEM career opportunities at large observatories and related institutions in the USA, 3) increasing knowledge of science enabled by big observatories, 4) increasing Latinx perceptions as someone who can have a career at a major observatory, and 5) developing the Dome+ model and identify best practices for implementation. Iterative and summative evaluation of the project by collaborators at MSU will address four main questions: How does the Dome+ model affect visitors' perceptions of diversity of careers in STEM? How does the Dome+ model affect visitors' interest and understanding of Chile as an ideal observing location for astronomy? How does the Dome+ model support visitors' interest and understanding of the science of exoplanets? How do planetariums implement Dome+, and how does implementation affect the outcomes for visitors? The impact assessment component of this project takes places in four phases. The goals of the first phase are to leverage the expertise of the research team to inform the creation of the planetarium show and to set up a robust research agenda to be achieved in Years 2-4 of the project. The goals of the second phase are to collect preliminary data from visitors on their responses to planetarium show content and to use this information to advise on edits to the show and to develop the content and format of the web-portal and educational materials. The goal of the third phase is to then collect data on how effectively the technology-rich environments of the three components of the Dome+ model (planetarium show, web-portal, educational materials) work in concert to reach the intended goals of changing visitors' perceptions of diversity in STEM, engaging visitors with astronomy content on exoplanets, and exposing visitors to the wonders of astronomy research in Chile. The goal of the fourth phase is to perform data analysis, synthesize findings and make recommendations for future implementations of the Dome+ model for practitioners. 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: Timothy Spuck Vivian White Ryan Wyatt Shannon Schmoll National Radio Astronomy Observatory
resource project Exhibitions
The Orlando Science Center (OSC) in partnership with BASE Camp Children's Cancer Foundation and the University of Central Florida (UCF) will engage chronically ill children (cancer, sickle-cell, HIV/AIDS, etc.) and other Orlando area youth ages 10-18 who face the greatest educational disparities in NASA-themed Aeronautics, Space Exploration, and Space Science exhibits through a STEM engagement and educator professional development project entitled STEM Satellites: A Mobile Mathematics and Science Initiative for Orlando Metropolitan Area Children's Hospitals. OSC will partner with educational researchers, evaluators, and planetary scientists from the University of Central Florida to create three mobile exhibits for each of the three children's hospitals in the Orlando metropolitan area. Two additional sets of the three mobile carts will be used at OSC and UCF. The three mobile exhibits will be based on the planned NASA missions that the UCF planetary scientists are leading including a Mars-themed exhibit focusing on space exploration, an asteroid-themed exhibit, and an exhibit on microgravity. Each cart will include multiple STEM activities that incorporate NASA data and artifacts from prior NASA missions, UCF planetary science collections, and Kennedy Space Center. OSC will provide professional development and training to BASE Camp volunteers who will supervise the use of the mobile exhibits in the hospitals. These exhibits will provide authentic experiences that mirror current and planned NASA missions at a level that the children can understand. These hands-on and engaging exhibits will not only help motivate children to pursue STEM careers but will also help educate the general public about the exciting and important work that NASA carries out. Providing this level of engaging and authentic STEM activities through the mobile exhibits to this historically underrepresented population is unprecedented.
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TEAM MEMBERS: JoAnn Newman Josh Colwell Brandan Lanman Megan Nickels
resource project Exhibitions
Life on the Edge will be a 1,500-sq-ft traveling exhibition to engage museum guests with space, space exploration, and the search for life beyond our home planet through the lens of Earth's extremophiles. The exhibition will explore life forms in extreme, harsh environments on Earth, and how studying these creatures informs the search for extraterrestrial life and habitable environments within and beyond our solar system. This exhibition will provide open-ended challenges and hands-on activities that utilize NASA research and educational materials to inspire elementary-aged youth ages 5-11 and their families. Based in Ithaca, NY, Sciencenter will focus the tour on small, rural museums, including SpectrUM Discovery Area (Missoula, MT), Flathead Reservation (MT), Science Zone (Casper, WY), and Imagination Place Children's Museum (Gadsden, AL). Schools and other community partners of the host museums will be leveraged in presenting family science nights, field trips, and facilitated science programs. These activities will provide additional opportunities for learners to increase their knowledge of core STEM content and science-process skills related to astronomy and astrobiology. In this institutional engagement project, Sciencenter will partner with (1) Cornell University's Department of Astronomy throughout the 5-year grant period to develop the scientific content and to ensure that content remains current and relevant with up-to-date NASA research, and (2) the University of Montana's SpectrUM Discovery Area, who will serve as the STEM outreach hub for the region, including outreach with youth of the Flathead Reservation. The expected short-term outcomes for youth ages 5-11, after visiting Life on the Edge are (1) 75% of participants will have increased understanding of basic principles of astrobiology and astronomy, along with the breadth of NASA scientific research and missions, and (2) 50% of participants will have increased awareness of career possibilities in STEM, specifically astrobiology, astronomy, and related space sciences.
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TEAM MEMBERS: Michelle Kortenaar Alexander Hayes Lisa Kaltenegger Holly Truitt Adrienne Testa Charlie Trautmann
resource project Exhibitions
This project will bring STEM education to rural communities through local public libraries. Museum quality exhibits labelled as "Discover Earth", "Discover Technology", and "Discover Space" will spend 3 months at a series of locations around the Nation. Twenty four medium sized libraries will be chosen for the large exhibits and forty small libraries will be chosen for scaled down versions. The project's intent is to provide exhibits in every state and to reach as many under-represented individuals as possible. The significance of this project is that rural areas of this country are underserved regarding STEM education and since this segment of society is represented by 50-60 million residents, it is important to reach out to them. There is a significant segment of the Nation's population (50-60 million) that is underserved by out-of-school learning venues such as museums and science centers. An earlier phase 1 project demonstrated at 18 sites that rural libraries and librarians could provide STEM education to community members ranging in age from adults to children using these hands-on exhibits. Each exhibit (earth, space or technology) includes information about the topic and technologically enabled models to provide interesting and fun discovery mechanisms. They use common layman friendly language that highlights the most recent discoveries in each area. Each exhibit will be placed in the selected library for 3 months during which the library will organize events to feature and advertise the STEM learning opportunities. Another feature of this project will be to determine the models of learning in library settings and as a function of the demographics. The partners in this project that bring the necessary expertise are the American Library Association, the Afterschool Alliance, the Association of Rural and Small Libraries, the University of Colorado Museum, Datum Advisors, LLC, Evaluation and Research Associates, the Lunar and Planetary Institute, the American Geophysical Union, and the Space Science Institute.
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TEAM MEMBERS: Paul Dusenbery Robert Jakubowski Anne Holland Laine Castle Keliann LaConte