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To Label or Not to Label

JAMA: The Journal of the American Medical Association, 1967
ABSTRACT To the Editor:— A pharmaceutical firm advertises its identification code for its drug products, with the suggestion that this code could be lifesaving. Other devices could be equally lifesaving. A recent note in The Journal states that pharmacists need not label prescriptions unless requested by the physician to do so.
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To Re(label), or Not To Re(label)

Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, 2014
One of the most popular uses of crowdsourcing is to provide training data for supervised machine learning algorithms. Since human annotators often make errors, requesters commonly ask multiple workers to label each example.  But is this strategy always the most cost effective use of crowdsourced workers?
Christopher H. Lin   +2 more
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To label or not to label: that is the question

British Journal of Therapy and Rehabilitation, 1999
This article discusses whether it is beneficial, or indeed necessary, to use diagnostic labels. It focuses in particular on children with developmental coordination disorder (DCD) from the perspective of both the professional therapist and the parent.
Lois M Addy, Gill Dixon
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On Online Labeling with Large Label Set

SIAM Journal on Discrete Mathematics, 2019
Summary: In the online labeling problem with parameters \(n\) and \(m\) we are presented with a sequence of \(n\) items from a totally ordered universe \(U\) and must assign each arriving item a label from the label set \(\left\{1,\ldots,m\right\}\) so that the order of labels respects the order on \(U\).
Martin Babka   +4 more
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