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Although the simplified queries generated much larger result set sizes, they were comparable to the original queries in terms of precision (Tier 2).
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The performance of this shape retrieval contest were measured using 1st (10 objects) and 2nd (20 objects) tier precision and recall, presented as the F-measure.
Table 4 This table shows precision and recall using NN, first-tier: 10 and second-tier: 20.
Similar to the previous experiment in Table 4, the two-tier system degrades the precision while improving the recall.
But if these examples show "an obsession with rhetorical precision" that places him in the "upper tier" of American justices, then our standards are depressingly low.
This two-tier system has many possible materializations; for example, in the first tier, we run our high-precision rule-based extraction method and pipeline all the negatively labeled instances to an SVM classifier in the second tier for an additional screening.
GLP and peer review incorporate important aspects of validity, such as precision and regulatory relevance, but neither fully addresses all three tiers in an explicit manner.
Multiple "tiers" of human health risk assessment needs, requiring different levels of precision, can be envisioned.
The remaining challenge is how we can retain the high precision of our rule-based system while improving its recall in the two-tier system.
We also plan to investigate highly conservative high-precision machine learning models in order to retain the high precision of our rule-based system while improving the recall when used in our two-tier system.
The extraction model in the other tier should be extremely conservative in determining positive instances in order to retain the high precision.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com