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Value management and model pluralism in climate science.

Julie Jebeile1, Michel Crucifix2

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PubMed
Summary

Climate models can create unequal representations of future climates due to non-epistemic values. Value management offers a solution by adopting social objectivity to improve climate projection accuracy and uncertainty quantification.

Keywords:
Climate modelsModel pluralismMulti-model ensembleScientific objectivityStrong objectivityUncertainty quantificationValue-free idealValues in science

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Area of Science:

  • Philosophy of Climate Science
  • Climate Modeling
  • Scientific Objectivity

Background:

  • Non-epistemic values significantly influence climate modeling.
  • Epistemic inequality risks biased climate model representations favoring certain regions.

Purpose of the Study:

  • To promote value management as a strategy to overcome epistemic inequality in climate modeling.
  • To explore alternative social accounts of objectivity for managing value influence.

Main Methods:

  • Challenging the value-free ideal and inductive risk arguments in climate science.
  • Applying Longino's and Harding's concepts of objectivity to scientific practice.
  • Evaluating and designing multi-model ensembles for improved uncertainty quantification.

Main Results:

  • Value management, supported by social objectivity, can mitigate epistemic inequality.
  • Objectivity frameworks offer practical guidance for climate model development.
  • Improved multi-model ensembles enhance the quantification and expression of climate projection uncertainty.

Conclusions:

  • Value management provides a viable framework for addressing epistemic inequality in climate science.
  • Adopting social objectivity enhances the reliability and fairness of climate models.
  • This approach improves the capacity of climate models to represent diverse future climate scenarios accurately.