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However, an automated software pipeline with minimal manual interaction for efficient, reproducible and objective large-scale metabolomic data analysis is also desirable.
It potentially requires minimal manual interaction with the software, when compared with the high-manual interaction required by commonly used softwares for LC–hrMS datasets such as MetaboAnalyst, MAVEN, apLCMS, MzMine and IDEOM (Yu et al. 2009; Pluskal et al. 2010; Clasquin et al. 2012; Creek et al. 2012; Xia et al. 2012).
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This process requires minimal manual intervention.
Rapid scaling of the semiconductor technology demands efficient optimization techniques with minimal manual efforts.
An optimal set-point is automatically produced without need for manual interaction.
However, ensemble generation is mostly a time-consuming process which often requires manual interaction.
Sensors embedded in the units are used to collect environmental data to help regulate and control the solar-powered units so that minimal manual maintenance is required.
Current solutions either require manual interaction or expect the nature of the objects to be known.
Additionally, manual editing introduces a subjective component and is often not conducted in studies of reconstruction reliability [2, 5, 6, 46], though some reliability studies have included minimal manual editing [4, 7].
POC diagnostics is gaining momentum in different areas of patient care, as its short turnaround time and minimal manual requirements enable quick clinical management decisions [19].
Ory says, "If we can get to a point with minimal manual work, that's the best, and that's what we aim for".
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