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From all of these parameters, key features were selected using the three types of dataset characterization described in the Construction and prediction models section.
We evaluated the performance of models derived from "shortening type" of dataset characterization to first determine the effect of morphological data acquisition period on predicting osteogenic differentiation potential (Fig. 2).
The "window-shift type" of dataset characterization was evaluated to examine the critical time interval during which morphological information should be collected for the most accurate osteogenic differentiation model construction (Fig. 3).
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These datasets are characterization items to be persistently linked to the analysed samples (represented by their metadataset) and via the derivative hierarchy also to the individual specimens documenting the individual organismic source of these data.
For real-life datasets, the characterizations were performed also at ranks Phylum and Class.
A test using Rhodamine WT and heat as tracers, conducted over a 78 day period in a strongly heterogeneous alluvial aquifer, was used to evaluate the utility of the combined observation dataset for aquifer characterization.
This dataset comprises molecular characterizations from 373 GBM patients.
This dataset comprises molecular characterizations from over 500 ovarian cancer patients.
The sequences from all PE members which are contiguous in the genome were extracted from these datasets for further characterization.
Our SUMO proteomic datasets and functional characterization now provide a platform to address the role of selected protein groups and their SUMO modification in the IAV replication cycle.
The final direct interaction network displayed a synergy between these two minimally-overlapping datasets, allowing broad characterization of pathological changes in reactive astrocytes, and defining network modules potentially implicated in the shift to neurotoxicity.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com