In this paper, we investigate bias detection and mitigation techniques to address issues of
algorithmic fairness in multimodal models of museum visitor visual attention.
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TEAM MEMBERS:
Halim AcostaNathan HendersonJonathan RoweWookhee MinJames MinogueJames Lester
This NOVA multiplatform media initiative consisted of a 2-hour nationally broadcast PBS documentary, Polar Extremes; a 10-part original digital series, Antarctic Extremes; an interactive game, Polar Lab; accompanying polar-themed digital shorts, radio stories, text reporting, and social media content; a collection of educational resources on PBS LearningMedia; and community screening events and virtual field trips for science classrooms. Across multiple media platforms the project’s video content had nearly 13 million views.
The research explored the potential for informal STEM learning
This project team will develop and test a prototype of Planet 3, a multi-media online platform to apply real world problems (e.g., pollution, overpopulation) to middle school earth and life science learning. The prototype will include videos, simulations, and games to allow opportunities for students to explore problem sets, collect and analyze data, and draw conclusions. At the end of Phase I in a pilot study with two classrooms, the researchers will examine whether the prototype functions as planned, where teachers can implement the prototype within classroom practice, and if students are engaged while examining real-world problems.
The overarching purpose of the Climate Literacy Zoo Education Network is to develop and evaluate a new approach to climate change education that connects zoo visitors to polar animals currently endangered by climate change, leveraging the associative and affective pathways known to dominate decision-making. Utilizing a polar theme, the partnership brings together a strong multidisciplinary team that includes the Chicago Zoological Society of Brookfield, IL, leading a geographically distributed consortium of nine partners: Columbus Zoo & Aquarium, OH; Como Zoo & Conservatory, St. Paul, MN; Indianapolis Zoo, IN; Louisville Zoological Garden, KY; Oregon Zoo, Portland, OR; Pittsburgh Zoo & PPG Aquarium, PA; Roger Williams Park Zoo, Providence, RI; Toledo Zoological Gardens, OH, and the organization Polar Bears International. The partnership leadership includes the Learning Sciences Research Institute at the University of Illinois at Chicago, and the Earth System Science Center at Pennsylvania State University. The partnership is joined by experts in conservation psychology and an external advisory board. The primary stakeholders are the diverse 13 million annual visitors to the nine partner zoos. Additional stakeholders include zoo docents, interpreters and educators, as well as the partnership technical team in the fields of learning innovations, technological tools, research review and education practice. The core goals of the planning phase are to a) develop and extend the strong multidisciplinary partnership, b) conduct research needed to understand the preconceptions, attitudes, beliefs, and learning modes of zoo visitors regarding climate change; and c) identify and prototype innovative learning environments and tools. Internal and external evaluations will be conducted by Facet Innovations of Seattle, WA. Activities to achieve these goals include assessments and stakeholder workshops to inventory potential resources at zoos; surveys of zoo visitors to examine demographic, socioeconomic, and technology access parameters of zoo visitors and their existing opinions; and initial development and testing of participatory, experiential activities and technological tools to facilitate learning about the complex system principles underlying the climate system. The long-term vision centers on the development of a network of U.S. zoos, in partnership with climate change domain scientists, learning scientists, conservation psychologists, and other stakeholders, serving as a sustainable infrastructure to investigate strategies designed to foster changes in public attitudes, understandings, and behavior surrounding climate change.
The Climate Change Toolkit includes a suite of resources that address the science behind climate change while encouraging participants to take action to reduce the effects of climate change. Each resource has been designed to be low cost and easy for educators to reproduce. Contents of the Toolkit include: (1) Ten Hands-on Cart Activities - These hands-on, cart-type science activities for families in an informal education setting or for children in an afterschool setting, engage participants with the science of climate change. The activities are divided into two categories, those that address the science behind climate change, and those that address how individual choices affect the rate of climate change. (2) Four Portable Self-Guided Exhibits Kits - These self-guided science kits use four hands-on activities per kit to explore how climate change is affecting the forest, ocean, urban, and atmosphere environments. Each kit can be packaged in a small bag or box and bundled together with an activity map box for check-out by families in an informal education setting. (3) Public Presentation - CO2 and You is a twenty-minute presentation that provides the option of using interactive clickers to introduce the science behind how fossil fuel consumption leads to climate change. The interactive presentation also explores how simple energy choices can have a positive effect on the climate. (4) Museum Field Trip Program - The Power the Future field trip uses an interactive diagram to explain how carbon based fossil fuels such as coal emit carbon dioxide and contribute to climate change. The program then discusses the need to transition away from carbon based energy sources such as fossil fuels to those that do not emit carbon dioxide, such as wind power. The second section of the program guides visitors through a hands-on inquiry activity where they explore their own windmills.
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TEAM MEMBERS:
Charlie TrautmannKatie LevedahlAlberto López
In this full-scale research and development project, Oregon State University (OSU), Oregon Sea Grant (OSG) and the Hatfield Marine Science Center Visitors Center (HMSCVC) is designing, developing, implementing, researching and evaluating a cyberlaboratory in a museum setting. The cyberlaboratory will provide three earth and marine science learning experiences with research and evaluation interwoven with visitor experiences. The research platform will focus on: 1) a climate change exhibit that will enable research on identity, values and opinion; 2) a wave tank exhibit that will enable research on group dynamics and problem solving in interactive engineering challenges; and 3) remote sensing exhibits that will enable research on visitor interactions through the use of real data and simulations. This project will provide the informal science educaton community with a suite of tools to evaluate learning experiences with emerging technologies using an iterative process. The team will also make available to the informal science community their answers to the following research questions: For the climate change exhibit, "To what extent does customizing content delivery based on real-time visitor input promote learning?" For the wave tank exhibit, "To what extent do opportunities to reflect on and share experiences promote STEM reasoning processes at a build-and-test exhibit?" For the data-sensing exhibit, "Can visitors' abilities to explain or use visualizations be improved by shaping their visual searches of images?" Mixed-methods using interviews, surveys, behavioral instruments, and participant observations will be used to evaluate the overall program. Approximately 60-100 informal science education professionals will discuss and test the viability of the exhibit's evaluation tools. More than 150,000 visitors, along with community members and local middle and high school students, will have the opportunity to participate in the learning experiences at the HMSCVC. This work contributes to the fields of cyberlearning and informal science education. This project provides the informal science education field with important knowledge about learning, customized content delivery and evaluation tools that are used in informal science settings.