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The confidence in the correct execution of a workflow has its foundation in the confidence in all its component tools and their integration.
Finally, the computational performance of the overall annotation pipeline can be improved by further optimization of the parallel implementations of the individual component tools.
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As Susumu Kohyama, the boss of Covalent, points out, the components, tools and materials in which Japanese firms excel are highly customised.
The utilization of CNC machine tools has been stimulated by the introduction of robots devices designed to move components, tools, and materials by specific motions and through defined paths.
While such hafting technology is commonly associated with modern humans in the Upper Palaeolithic, the birch pitch residues found on the Micoquian tools of Inden-Altdorf suggest that hafting technologies and the frequent use of multi-component tools already existed in the Middle Palaeolithic, c. 120 ka BP in central Europe.
More recently, to support the use of the components, tools are being developed.
Regarding web components, tools such as Selenium for instance, enable QA engineers to quickly automate these simple testing tasks at the GUI level.
The proposed principles lead to a distinctively different design, which relies on commoditized, standardized and widely-available components, tools and knowledge.
This expands on the 'resource dependence' model of collaboration to include a wide range of useful components – tools, material, data, expertise, access to specialised equipment et cetera that might be brought 'inside' the research group from an external partner.
Its users can experiment at ease over the web with the integrated tools and functionalities, and build own prototypical problem solvers on the basis of components (tools and transformations) contained in the ETI repository.
If one already has a history with a vendor and are familiar with using its components, tools, and design flows, then one should stay within that vendor's offerings unless there is an overriding reason for change.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com