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  1.  26
    Climate tipping points and expert judgment.Vincent Lam & Mason Majszak - 2022 - WIREs Climate Change 13 (6).
    Expert judgment can be seen throughout climate science and even more prominently when discussing climate tipping points. To provide an accurate characterization of expert judgment we begin by evaluating the existing literature on expertise as it relates to climate science as a whole, before then focusing the literature review on the role of expert judgment in the unique context of climate tipping points. From this we turn our attention to the structured expert elicitation protocols specifically developed for producing expert judgments (...)
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  2.  30
    Expert judgment in climate science: How it is used and how it can be justified.Mason Majszak & Julie Jebeile - 2023 - Studies in History and Philosophy of Science 100 (C):32-38.
    Like any science marked by high uncertainty, climate science is characterized by a widespread use of expert judgment. In this paper, we first show that, in climate science, expert judgment is used to overcome uncertainty, thus playing a crucial role in the domain and even at times supplanting models. One is left to wonder to what extent it is legitimate to assign expert judgment such a status as an epistemic superiority in the climate context, especially as the production of expert (...)
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    Machine learning and the quest for objectivity in climate model parameterization.Julie Jebeile, Vincent Lam, Mason Majszak & Tim Räz - 2023 - Climatic Change 176 (101).
    Parameterization and parameter tuning are central aspects of climate modeling, and there is widespread consensus that these procedures involve certain subjective elements. Even if the use of these subjective elements is not necessarily epistemically problematic, there is an intuitive appeal for replacing them with more objective (automated) methods, such as machine learning. Relying on several case studies, we argue that, while machine learning techniques may help to improve climate model parameterization in several ways, they still require expert judgment that involves (...)
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