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The Need for Ethical, Responsible, and Trustworthy Artificial Intelligence for Environmental Sciences

McGovern, Amy, Ebert-Uphoff, Imme, Gagne, David John II, Bostrom, Ann

arXiv.org Artificial Intelligence

Given the growing use of Artificial Intelligence (AI) and machine learning (ML) methods across all aspects of environmental sciences, it is imperative that we initiate a discussion about the ethical and responsible use of AI. In fact, much can be learned from other domains where AI was introduced, often with the best of intentions, yet often led to unintended societal consequences, such as hard coding racial bias in the criminal justice system or increasing economic inequality through the financial system. A common misconception is that the environmental sciences are immune to such unintended consequences when AI is being used, as most data come from observations, and AI algorithms are based on mathematical formulas, which are often seen as objective. In this article, we argue the opposite can be the case. Using specific examples, we demonstrate many ways in which the use of AI can introduce similar consequences in the environmental sciences. This article will stimulate discussion and research efforts in this direction. As a community, we should avoid repeating any foreseeable mistakes made in other domains through the introduction of AI. In fact, with proper precautions, AI can be a great tool to help {\it reduce} climate and environmental injustice. We primarily focus on weather and climate examples but the conclusions apply broadly across the environmental sciences.


Artificial Intelligence and Data Science Are Top of Mind as These Two Grantmakers Join Forces -- Inside Philanthropy

#artificialintelligence

For some, artificial intelligence and data science are fantastic technologies that will benefit people and society. The point is, these latest innovations are evolving fast in the hotbeds of business, science and government, and it can be difficult for regular citizens and civil society to keep up, particularly nonprofits and others involved in addressing the spectrum of society's needs. What is philanthropy's role in the growth, use and regulation of these powerful and protean technologies? These are some of the questions Vilas Dhar considers in his role as president of the Patrick J. McGovern Foundation, a relatively young grantmaker whose late founder built a fortune in publishing and industry research, tracking the expanding computer industry in the late 20th and early 21st centuries. McGovern's International Data Group published a number of popular computer industry magazines such as Computerworld, PC World and InfoWorld.


NSF grant to increase access to AI research, help save sea turtles, and more

#artificialintelligence

Last week, the University of Oklahoma announced a $20 million grant from the National Science Foundation (NSF). Overall, the NSF provided more than $100 million in investments to establish and support five artificial intelligence (AI) Institutes and education centers. The announcement detailed various ways the grant will help promote diversity throughout STEM, enable more students to research AI, and even protect sea turtles in southern Texas during potentially deadly meteorological events. "It doesn't get cold very often in Corpus Christi, but at times, strong cold fronts can decrease the temperature of the water in bays and lagunas very quickly," said Philippe Tissot, associate research professor at Texas A&M University-Corpus Christi, one of the institute's partnering organizations, in a press release. "Up to thousands of sea turtles can rise to the surface during these events, where ships can run over them."


OU receives $20M grant to create trustworthy AI for environmental science

#artificialintelligence

Get local stories sent straight to your inbox as news breaks. The University of Oklahoma has received a $20 million grant to research artificial intelligence, which is being called a historic milestone in environmental science. "Let me give an AI definition, because you've probably only seen it in the movies portrayed as the scary robot that comes in and kills everybody. That's not what AI is," OU professor Amy McGovern said. "So, we'll be creating AI methods that will help improve prediction and understanding of tornadoes and hail and wind."


Achieving Accurate, Reliable AI Trajectory Magazine

#artificialintelligence

What will happen to a person's artificial intelligence (AI) when they retire? When a prospective employee interviews for a job, will his or her AI be questioned alongside them? Will companies hire AI straight from a factory, or will the system undergo a sort of apprenticeship before being put to work? More importantly--and more realistic in the near-term--what will be the line at which machines are not reliable enough or morally appropriate to use and humans take over? These, along with many more immediate questions, are among the topics USGIF's Machine Learning & Artificial Intelligence Working Group seeks to generate discussion around.


Race to save hidden treasures under threat from climate change

New Scientist

Thousands of ancient treasures that have been unearthed by climate change could soon be lost to humankind forever, as they are eroded by weathering and eaten by pests. The crisis is so extreme that some archaeologists are urging colleagues to abandon their current field sites and focus instead on these newly exposed relics before they vanish. Rising seas, raging storms, melting ice and forest fires are revealing artefacts that have much to tell us about our history on Earth – from sunken shipwrecks in Svalbard to the ancient waste dumps filled with bones, shoes and carvings emerging all over the Arctic and further south, including in Scotland. "This material is like the library of Alexandria. It is incredibly valuable and it's on fire now," George Hambrecht, an anthropologist at the University of Maryland, College Park, told New Scientist at the Anthropology, Weather and Climate Change conference held in London last month.