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Example of automated model generation and ranking for the five-species gene regulatory network (model A). GP regression model means (Left, solid lines) fitted to noiseless data simulated from the initial candidate model (circles). Simulated trajectories (Right) from two example alternative ODE models automatically constructed using our method (see SI Results for details)—the best models accurately capture the desired dynamics, whereas lower-ranked models deviate.
