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
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