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Our study suggests that a 12-week semi-quantitative assessment of 18F-fluoride uptake is a closer predictor of the biochemical PSA response than at 6 weeks.
Putative ability of individual antiretrovirals to affect HIV replication within monocyte-lineage cells has been quantitated as a monocyte efficacy (ME) score, and one study employing summed ME scores from drug regimens found this to be a closer predictor of neuropsychological performance than CPE [ 80].
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MICE was done with the closest predictor option ("predictive mean matching") as described in Rubin [ 6] and Van Buuren et al. [ 32].
We also plotted the probability estimate and upper and lower confidence curves as a function of sigma for the four patients in Figure 2. In general the user may want to set a lower limit on sigma - say the fraction given by the distance to the (N/5 -th closest predictor vector divided by the distaN/5 -ththe furthest.
The closed-loop predictor does not invoke any additional delay for inner calculation.
As expected the predictions with confidence towards 0 have accuracy close to a random predictor (close to 50%) and prediction with a high confidence towards 1 approach the performance of a perfect model (close to 100%).
More clearly, the current study proposes that GJH is a predictor (close to reaching significance) for incident joint pain at six and four years follow-up, indicating an increased risk for GJH with no pain at baseline.
However, at this level of noise, the performance of MDS-method is close to a random predictor, indicated by the AUC value (near <img src="http://journals.plos.org/plosone/article/asset?id=info?doi/10.1371/journal.pone.0019349.e111.PNG" class= inline-graphic"/> ).
We assume that K is chosen large enough so that the optimal K-th order predictor is close to the infinite memory predictor.
The predictor performs closed-loop prediction, i.e., the quantizer is contained within the prediction loop [19].
On the other hand, all other estimates that used father's education as a predictor are close to 0.39.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com