•  31
    Comparative Process Tracing and Climate Change Fingerprints
    Philosophy of Science 77 (5): 1083-1095. 2010.
    Climate change fingerprint studies investigate the causes of recent climate change. I argue that these studies have much in common with Steel’s (2008) streamlined comparative process tracing, illustrating a mechanisms-based approach to extrapolation in which the mechanisms of interest are simulated rather than physically instantiated. I then explain why robustness and variety-of-evidence considerations turn out to be important for understanding the evidential value of climate change fingerprint …Read more
  •  112
    Predicting weather and climate: Uncertainty, ensembles and probability
    Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics 41 (3): 263-272. 2010.
    Simulation-based weather and climate prediction now involves the use of methods that reflect a deep concern with uncertainty. These methods, known as ensemble prediction methods, produce multiple simulations for predictive periods of interest, using different initial conditions, parameter values and/or model structures. This paper provides a non-technical overview of current ensemble methods and considers how the results of studies employing these methods should be interpreted, paying special at…Read more
  •  153
    Introduction: Simulation, Visualization, and Scientific Understanding
    Perspectives on Science 22 (3): 311-317. 2014.
    Only a decade ago, the topic of scientific understanding remained one that philosophers of science largely avoided. Earlier discussions by Hempel and others had branded scientific understanding a mere subjective state or feeling, one to be studied by psychologists perhaps, but not an important or fruitful focus for philosophers of science. Even as scientific explanation became a central topic in philosophy of science, little attention was given to understanding. Over the last decade, however, th…Read more
  •  145
    Values and uncertainties in climate prediction, revisited
    Studies in History and Philosophy of Science Part A 46 24-30. 2014.
    Philosophers continue to debate both the actual and the ideal roles of values in science. Recently, Eric Winsberg has offered a novel, model-based challenge to those who argue that the internal workings of science can and should be kept free from the influence of social values. He contends that model-based assignments of probability to hypotheses about future climate change are unavoidably influenced by social values. I raise two objections to Winsberg’s argument, neither of which can wholly und…Read more
  •  125
    Franklin, Holmes, and the epistemology of computer simulation
    International Studies in the Philosophy of Science 22 (2). 2008.
    Allan Franklin has identified a number of strategies that scientists use to build confidence in experimental results. This paper shows that Franklin's strategies have direct analogues in the context of computer simulation and then suggests that one of his strategies—the so-called 'Sherlock Holmes' strategy—deserves a privileged place within the epistemologies of experiment and simulation. In particular, it is argued that while the successful application of even several of Franklin's other strate…Read more