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Strictly speaking, trends are often not linear.
Seeking structure-property relationships is an accepted paradigm in materials science, yet these relationships are often not linear, and the challenge is to seek patterns among multiple lengthscales and timescales.
The α-helices are not the only helical conformation and are often not linear [7], [8], the β-sheets also show irregularities [9], [10] and the coil is in fact, not strictly random.
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This is clearly a pitfall, because the link between population density and damage is often not linear (Mitchell et al. 2004).
For short fibre polymer composites such as chopped strand mat laminates (CSM), glass mat thermoplastics (GMT) and sheet moulding compounds (SMC), conventional methods to measure fracture energy are often not valid since linear elastic fracture mechanics (LEFM) criteria are not fulfilled.
Research in this area is, however, complex; the pathways to cancer diagnosis are often not straightforward and rarely linear (Fisher et al, 2010; Jordan et al, 2010).
Structural Equation Models [ 3, 4] provide a general statistical modeling technique to estimate and test functional relationships among traits, which are often not revealed by standard linear models.
This makes linear separability difficult as the basic linear decision boundaries are often not sufficient to classify patterns with high accuracy.
The idea meshed with the mathematical modeling the researchers were doing to predict how switches would behave in the world of living cells, where responses are often not the simple, predictable ones of a linear system.
As mentioned before, linear hearing aids are often not suitable for people with sensorineural hearing loss [ 16].
Recognition that program impact is often not straightforward or linear [ 25] meant that too heavy an emphasis on measuring specific pre-determined outcomes would not enable understanding of the range of possible effects of the program.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com