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The fully automated "Robot Scientist" demonstrated in [5] is a particularly advanced example of a system for quantitative phenotypic analysis that integrates all steps of the scientific process, from hypothesis creation, through testing the hypothesis and results interpretation to the planning of further experimental steps based on the obtained results.
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The new model has been improved step by step based on experimental result as well as the further analysis of the working principle of shield excavation.
First of all, the predictive capability of COSMO-RS was evaluated through a comparison of estimated values with a wide range of solubility experimental data; next a further optimization step based on the comparative analysis of predicted and experimental values of the Henry's law constant of each solute in different ILs was developed to improve the accuracy of the calculations.
The classical experimental approach consists of a separation step based on two dimensional protein electrophoresis (2-DE) followed by an identification step that involves the cleavage with sequence specific endopeptidases and mass spectrometry (MS) for the high-throughput identification [ 5].
The Taguchi experimental method, an orthogonal array design (OAD), was used to optimize an efficient and clean preconcentration step based on dispersive liquid liquid microextraction (DLLME).
Build your plan, step by step, based on logical assumptions.
Each student created three experimental works based on one of the twelve plot points from Joseph Campbell's Hero's Journey.
This technology, ideal for identifying diagnostic biomarkers, consists of two sequential steps: (1) an experimental technique, based on MS or nuclear magnetic resonance spectroscopy, designed to profile low molecular weight compounds, and (2) multivariate data analysis (Dunn and Ellis 2005).
Process data for the pretreatment and SSF steps were based on experimental results recently obtained on lab scale or in a process development unit.
In vitro experimental design based on the model analysis results could be the first step in confirming the predictions about the dynamics of the components of interest.
Using this experimental design based on testing of several exposure concentrations and less replicates might provide a step forward in getting increased output from toxicoproteomics studies.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com