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Instead of summarizing the arguments of the previous sections here, we close by noting three further points which put our discussion into perspective.
Instead of summarizing, we observed the GP reacting directly to these presentations.
Instead of summarizing the reviews, the Reviewing editor has appended all the comments from the two reviewers.
We decided to communicate all comments from reviewers to the authors, instead of summarizing points to be revised, as they contain encouraging comments and praises.
Instead of summarizing small-scale activity with simplistic models of interacting excitatory and inhibitory cells, the BlueBrain project aims to model whole macrocolumns while accounting for the great variability in cell types and their chemical properties, with temporal dynamics simulated at high resolution (∼1 ms).
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When the quality of the data is good enough it is both more natural and more ambitious to try to recover the 'denoised' transcription signal instead of directly summarizing the data via a classification algorithm.
Instead of fully summarizing your work, briefly set the context for the sample and discuss where in the book it appears.
Instead of using summarized differentiated gene lists, SLDG lists are used to calculate enrichment levels of each term for each sample and a class-contrast based pathway-ranking method is then used to rank the most consistent and enriched pathways (or gene sets, GO terms).
Instead, normalization is performed at the probe level, ie. the intensities of methylated and unmethylated probes are normalized instead of their summarized level.
In summary: the current quantitative methods seem to be more of an explanatory way of summarizing the available evidence, instead of quantitatively summarizing complete outcome prediction models.
7. Focus on the idea of summarizing.
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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