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This explains also the behavior of the precision, since almost all hits detected as positive are indeed true positives.
The model is trained and evaluated using all of the unlabeled data as the negative class and any instances that are classified as positive are removed.
"People that seem to learn to be able to see these things as positive are learning to override that first negative response, probably in much the same way we learn to control or regulate our emotions as we become adults," Neta told me in an email.
Based on USDA TB program requirements, test animals classified as positive are euthanized and tissues tested by histology and culture.
If this set of features and patterns is well designed, the probabilities p(+∣ x, M+) that a positive training data object x is labeled as positive are guaranteed to be the global maximum.
The medical record numbers (MRNs) of each service are joined on lines 12 21 by defining the left join criteria to be the MRN from caTissue CORE and the right join criteria to the be MRN from CAE. Line 22 selects the foreign service to be CAE, from which patients with estrogen receptor expression marked as positive are filtered on line 26.
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The majority of cases defined as positive were found in just this group.
A binder-free, flexible asymmetric supercapacitor with nanoporous CNO-ZnO as negative and ZnO as positive is demonstrated to achieve high electrochemical performance.
The training group with best sensitivity and smallest number of regions classified as positive was chosen as the training set for the final procedure.
All samples denoted as positive were positive for both influenza A and H5.
Seven samples that the EBOV NP ELISA identified as positive were also positive by WB (Table).
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