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Equation 5 · How Materials Discovery and Degradation Actually Work

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{(si,Pi)}\{(\mathbf{s}_i, P_i)\}

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This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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ii

Symbol i

i is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

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PiP_i

Symbol P_i

PiP_i is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

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subscript

subscript

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

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What the article says around this equation

where P is the target property, s\mathbf{s} is a structural descriptor vector (lattice parameters, coordination, bonding topology), and θ\theta are parameters fit to a training set \{(si\mathbf{s}_i, PiP_i)\} . The equation is trivial; the content is entirely in what s\mathbf{s} includes and what range of si\mathbf{s}_i the training set spans. A model fit only on cubic perovskites extrapolates poorly to a layered structure even if the underlying physics is continuous, because f was never asked to fit that region.

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