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Single knockouts are only able to accurately recover the contributions of elements with little or no genetic interactions (like the essential genes), and indeed, when these elements are responsible for most of the task, single knockouts are quite accurate.
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However, assigning directly this stiffness to the springs in the model is incorrect, since it includes the contribution of elements such as the sleeper, the fastener, and the rail which are already represented in the FEM model.
Let the marginal contribution of element i to a group S, with i ∉ S, be (2)Δ i (S ) = v (S ∪ { i }) - v (S ).
The contribution of element i ∈ N as defined by the Shapley Value [ 35] (which is one of a broader family of semi-values differing in the way experiments are weighted; it is used for its axiomatic qualities, though our results remain qualitatively similar for other members of the semi-values family) is (3) γ i = 1 n !
High contributions of geological elements and marine aerosols were detected.
In this approach, fracture behaviors are calculated by inactivating the physical contributions of removed elements.
Swelling also proves an effective way to separate the mechanical contributions of nuclear elements.
Velocity is recovered by summing over the contributions of individual elements.
MSA, explained in more detail under Methods below, tackles the problem of quantifying the relative contributions of system elements (e.g., genes or enzymes) to a given task.
The exact contributions of these elements are not well delineated, and it may well be impossible to eliminate these types of potential confounding.
The MSA [ 13] addresses the fundamental challenge of defining and calculating the contributions of network elements to a defined measurable task, given a data set of multiple-perturbations experiments and their corresponding performance scores.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com