Science · 1994 · 3K citations · 26 references
Natural SciencesEarth SciencesPhysicsClimate ScienceMethod ValidationUncertainty QuantificationConfirmation TheoryForecast VerificationHydrometeorological ModelingModel ValidationScientific TheoriesVerificationEarth Science ModelingExperimental ValidationGeophysical Data ValidationModel ConfirmationPositive Predictive ValueVerification Against Observations
Because natural systems are never closed and model results are always nonunique, verification and validation of numerical models are impossible, and complete confirmation is logically precluded, leaving models to be evaluated only relatively with their predictive value always open to question. The primary value of models is heuristic.
Verification and validation of numerical models of natural systems is impossible. This is because natural systems are never closed and because model results are always nonunique. Models can be confirmed by the demonstration of agreement between observation and prediction, but confirmation is inherently partial. Complete confirmation is logically precluded by the fallacy of affirming the consequent and by incomplete access to natural phenomena. Models can only be evaluated in relative terms, and their predictive value is always open to question. The primary value of models is heuristic.
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Aspects of Scientific Explanation.
Michael D. Resnik, Carl G. Hempel · Philosophy and Phenomenological Research · 1966 · 3.4K citations
Studies in the Logic of Explanation
Carl G. Hempel, Paul Oppenheim · Philosophy of Science · 1948 · 3.1K citations
<i>The Logic of Scientific Discovery</i>
Karl R. Popper, George H. Weiss · Physics Today · 1959 · 2.6K citations
Humanities, Biology, Logic +12
Scientific reasoning: the Bayesian approach
Choice Reviews Online · 1990 · 1.3K citations