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Despite recent advancements in single-cell measurement technologies, the identification of relevant cell subsets through manual efforts remains standard practice.
In this work, we have delegated the collection of data to users through crowdsourcing, but, in the current version, there is also a need for manual effort in order to visualize the data into a useful cartography.
In practice, however, constructing Boolean network models from biological data typically requires a significant amount of manual efforts through repetitive modeling and checking processes; models are commonly revised iteratively until they conform with targeted essential behavior of biological systems [ 57- 60].
Despite the fact that some manual effort is required to sort through candidate output identifiers returned by CTS, it is reassuring to know that the output is relatively comprehensive.
It receives a lower score if it returns non-preferred identifiers, or none at all, for a subset of input identifiers, since some manual effort is then required to sort through results and fill gaps.
FA proved instrumental in improving the efficiency of SVR by optimizing the hyper-parameters with lesser manual effort.
It represents years and years of hand-tuning and manual effort.
However, the manual effort required for assigning LOI to each patent is laborious and time-consuming.
Managing cloud services requires extensive, mostly manual effort by the customers.
In the next section we seek ways to minimize this manual effort.
Such a solution helps cloud users mitigate manual effort which is tedious and error-prone.
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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