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ty were relatively small compared to actor and partner effects of these traits. Dynamic models formulated as ordinary differential equations (ODEs) can provide information about the mechanistic and causal interactions in biological systems to guide targeted interventions and to design further experiments. Inaccurate knowledge about the structure, functional form and parameters of interactions is a major obstacle to mechanistic modelling. A further challenge is the open nature of biological systems which receive unknown inputs from their