This paper addresses how people understand Explainable Artificial Intelligence (XAI) in three ways: contrastive, functional, and transparent. We discuss the unique aspects and challenges of each and emphasize improving current XAI understanding frameworks. The Ritual Dialog Framework (RDF) is introduced as a solution for better dialog between AI creators and users, blending anthropological insights with current acceptance challenges. RDF focuses on building trust and a user-centered approach in XAI. By undertaking such an initiative, we aim to foster a thorough Understanding (...) of XAI, capable of resolving the current issues of acceptance and recognition. (shrink)

Picture a simple scenario: a worm, in its modest way, traces a trail of paint as it moves across a sheet of paper. Now shift your imagination to a more complex scene, where a chimpanzee paints on another sheet of paper. A simple question arises: Do you perceive an identical creative process in these two animals? Can both of these animals be designated as authors of their creation? If only one, which one? This paper delves into the complexities of authorship, (...) consciousness, and agency, unpacking the nuanced distinctions between such scenarios and exploring the underlying principles that define creative authorship across different forms of life. It becomes evident that attributing authorship to an animal hinges on its intention to create, an aspect intertwined with its agency and awareness of the creative act. These concepts are far from straightforward, as they traverse the complex landscapes of animal ethics and law. But our exploration does not stop there. Now imagine a robot, endowed with artificial intelligence, producing music. This prompts us to question how we should evaluate and perceive such creations. Is the creative process of a machine fundamentally different from that of an animal or a human? As we venture further into this realm of human-made intelligence, we confront an array of ethical, philosophical, and legal quandaries. This paper provides a platform for a reflective discussion: ethologists, neuroscientists, philosophers, and bioinformaticians converge in a multidisciplinary dialogue. Their insights provide valuable perspectives for establishing a foundation upon which to discuss the intricate concepts of authorship and appropriation concerning artistic works generated by non-human entities. (shrink)

The COVID-19 pandemic has been the scene of several epistemic battles at the science-society interface, creating deadlocks that have been hard to overcome. To cut through the paralysing elements of these discussions, we present an analysis of three epistemic battles, concerning empirical evidence, expertise, and model projections. Our analysis singles out a crucial factor that drives unhelpful disputes like these: the contested prioritisation of specific types of scientific knowledge, which are considered adequate for policy only if they meet predetermined standards. (...) To move beyond these deadlocks, we introduce the conceptual tools of epistemic pluralism and contextualism, which give concrete indications in the three controversies we discuss and show us the way forward in debates on science-based policy. (shrink)

The Peoples of the Arctic and Arctic health and sustainability are highly interconnected and essentially one and the same. An appropriate path to a sustainable Arctic involves a shift away from individual learning and achieving toward community leadership and the betterment of society. This article draws upon mindset theory from Western psychology and Indigenous relational accountability to propose and outline a model for achieving sustainability in the Arctic. The geographic focus is the North American Arctic. The principles of the argument (...) and the foundations of the model may apply across the Circumpolar North. The paper is a call to action for social scientists and policy makers in the Arctic to implement an Indigenous-led and self-determined social science. Empowering and supporting Indigenous leaders and scholars to direct and conduct autonomous social science research would inherently produce well-being and sustainability for Indigenous communities and regions. The arguments are supported by an inductive analysis of peer-reviewed literature, and the model is organized and illustrated using a schematic of concentric circles. The foundational elements of the model include: Indigenous sovereignty, Indigenous ontology, Indigenous models of sustainability, and Indigenous scholarship. Environmental scientists, resource managers, and policy makers are directed to better understand, accept, and support Indigenous science as a comprehensive and valid knowledge system; change how they use key terminology in research; rethink research roles; and amend processes and timelines for research development and funding. To achieve the desired outcomes for community well-being and Arctic sustainability, Arctic social scientists should seriously consider centering Indigenous science, especially in Indigenous communities. (shrink)

Aesthetics is a crucial ecosystem service provided by biodiversity, which is believed to help improve humans’ quality of life and is linked to environmental consciousness and pro-environmental behaviors. However, how aesthetic experience induced by plants/animals influences the belief in the occurrence and significance of biodiversity loss among urban residents remains understudied. Thus, the current study aimed to examine how the diversity of pets and in-house plants affect urban residents’ belief in biodiversity loss in different scenarios of aesthetic experiences (positive and (...) negative aesthetic experiences at home due to plants/animals). Using the Bayesian Mindsponge Framework (BMF) analytics on a dataset of 535 Vietnamese urban residents, we found that the people’s aesthetic feeling about their house induced by plants/animals is positively associated with their belief in the occurrence and significance of biodiversity loss. The diversity of plants and pets is also positively associated with the level of biodiversity loss belief, but the effect is conditional on the aesthetic experience of the urban residents. Specifically, the positive association between species diversity and the belief only appears when urban residents feel that their houses’ aesthetics are negatively affected by plants/animals. Moreover, the association between pet diversity and biodiversity loss belief is less significant and reliable than that of plant diversity. These findings suggest that raising the houses’ aesthetics through in-house planting or pet ownership can potentially enhance biodiversity loss belief and subsequently build an eco-surplus culture among urban residents. (shrink)

What kind of cognitive state occupies the central stage in our interest in the phenomenon of climate change? What exactly is required to achieve this cognitive state? This paper addresses these questions from a purely conceptual footing by delving into the recent philosophical literature on the nature of understanding. As it will be argued, given the cognitive benefits associated with this state and the (mostly) practical concerns underpinning it in this context, understanding is what we are after, at a cognitive (...) level, when we are interested in climate change. Knowing this is important because it can be used to further determine (in a purely conceptual way) what is required to achieve this cognitive state as well as who can achieve it. Much of the discussion in this paper is devoted to showing that understanding climate change is a highly demanding cognitive state that can be achieved to different degrees and that requires different things depending on what we take ‘climate’ and ‘climate change’ to mean. The most important implication of this discussion concerns the level of understanding of this phenomenon that is achievable by laypeople: even though gaining a basic degree of understanding of climate change isn’t above laypeople’s capacities, when it comes to making the connection between climate change and the kind of phenomena that can negatively impact our society (e.g., extreme weather events), laypeople cannot do better than to trust the scientists. (shrink)