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An aliased model was a result of insufficient experiments run to independently estimate all the terms of the model.
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In the simulation study of the MAPK pathway we established that BVSA can accurately infer network structures from perturbation data and it is robust against biological noises, measurement errors, and insufficient perturbation experiments.
Due to low initial concentration of as-synthesized AuNPs (around 30 mg/L, see Table 1), insufficient for biological experiments, it was necessary to increase the NP concentration by centrifugation.
There are however currently insufficient long-term experiments to support the contention that large amounts of carbon could be sequestered in soils and biomass; therefore, soil and biomass carbon sequestration are not accounted for in the current Australian Government savanna burning methodology which only assesses CH4 and N2O dynamics.
This task remains still to be attained due to the inherent synergy of the biological building blocks and to an insufficient feedback between experiments and mathematical models.
Given the absence of detectable leaching of bound luminophore in exhaustive washing experiments, insufficient stability of the carrier-bound DLR system appears unlikely.
The anomalous result using 1 μg/mL could be due to the insufficient duration of experiment as the migration rate could possibly increase after 24 h.
In this experiment, insufficient mixing was partially attributed to the tendency of yeast cells to "stick together in groups which was not altogether abolished even by vigorous shaking".
Many experiments provide insufficient data to use curve-fitting methods to calibrate the models.
If there is an insufficient description of the experiments and the samples, a scientist may misconstrue the meaning of the measurements.
It is really that, to describe the real systems like soil systems, a formulation of the counter-concept loose or consolidation based on available data resulted from physical experiments is insufficient.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com