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The analysis highlights the sources of non-identifiability and therefore helps to find experiments that render more parameters identifiable.
As we were unable to find experiments that reported drug exposure (e.g., drug serum levels), we calculated pooled effect sizes in OpenMeta[Analyst] and plotted against dose.
Surprisingly I could not find experiments to test the effect of these depletions on IRE1 activation (assessed by its autophosphorylation status).
Additionally, ArrayExpress gives access to the Gene Expression Atlas, allowing users to find experiments in which particular genes are differentially expressed, under certain conditions and in certain organisms.
We show results of an experimental evaluation of the effectiveness of our data exploration methods, demonstrating that annotation-based similarity, as well as clustering and query-by-example based on this similarity, help users find experiments of interest.
We used the NCBI's GEO to find experiments measuring WBC expression and a large number of experiments on non-WBC tissues that we lump into the Other Organ (OO) category.
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I find experimenting with different equipment and techniques interesting.
In the first group we find experiment studying activation of PPARα signaling, in the second group experiment in which there is not PPARα.
For example, Teytelman said he often finds experiments in journals with steps missing or incorrectly described.
Moreover, we found experiment annotations particularly valuable in detecting artifacts as well as flaws in experimental design.
Another concern attached to the game is that patterns similar to those found in experiments are difficult to find outside experiments.
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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