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This is typically achieved through a manual tagging of category labels on data objects, by a domain expert (or through the consensus of multiple experts).
However, the manual tagging of the training corpus is costly and a non-trivial task, but maintaining the ML-based systems is cheaper than employing rule-based systems.
Using literature-based lists reduced the effort required for the second step, i.e., the manual tagging of nouns not matched during the first step.
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The total numbers of positive cells in interrelated images were counted using the "manual tag" option of Image Pro Plus, and the numbers of GITR and FOXP3 positive cells were expressed as percentage of CD3 positive cells.
Theoretically, that could be expanded to cover a much larger swatch with further work, and then be applied to Facebook's social network itself, which would be very useful if Facebook wanted to automate the process of identifying all your contacts, and performing analytical magic like determining who you're photographed most frequently with, without the use of manual tagging.
Much debate surrounds the most appropriate method of analysing qualitative data, with approaches ranging from manual tagging through to the use of specialist qualitative analysis software packages.
All germ cells and MNGs in each field were counted separately using the Stereologer manual tagging function, and the prevalence of MNGs was calculated as a percentage of the total counted (≥ 350 germ cells plus MNGs per section).
This is of course possible for manual tagging or markup, but it is not clear how such a distinction could be implemented computationally in the context of NER.
Even though the system is currently implemented as a manual tagging system, suggestions are made regarding the creation of an algorithm to automate annotation, as is currently the case with PoS tagging.
Wieland said the technology could read a manual tag, but that presents a different set of problems because of how people use Facebook.
The numbers of intersections on the grid overlying the component of interest (Sertoli cell nuclei, Leydig cell nuclei, and cytoplasm or gonocyte nuclei) were then counted using a manual tag system.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com