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Variance estimators for the regression predictor are suggested.
Table 2 Association of log-transformed FGF-23 levels with AKI (multivariable linear regression) Predictor Coefficient 95% CI p value AKI 1.81 0.37-3.25 0.02 Age* 0.29 -0.15-0.73 0.18 APACHE II score 0.05 -0.02-0.11 0.14 *Per 10-year increase Figure 2 Correlation of serum phosphorus (PO4) and FGF-23 levels in patients with and without acute kidney injury.
Residuals obtained from the regression were then used to train multiple linear regression predictor.
Microbial translocation biomarkers (regression predictor) are log-transformed and inflammation biomarkers (regression outcome) remain on the unit scale.
The regression predictor q i in Equation 1 may therefore be formulated in terms of p i.
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Based on multivariate logistic regression, predictors for survival in ECPR were as follows: age ≤56 years, no asystole as the initial arrest rhythm, CPR duration of ≤55 min, and any return of spontaneous circulation (ROSC) event before ECPR.
In stepwise regression, a set of regression predictors is sought that best explains the data.
Hierarchical regression is also called sequential regression; predictors are entered into the equation in the order specified by the researcher.
The first documented use of the technique in statistical literature is in Breiman, 31, 33 where it was applied to combining regression trees and ridge regression predictors.
The DP-Bind web server provides PSSM-based SVM and kernel logistic regression predictors for DNA-binding site prediction [ 7, 8].
Recently some models have tried to incorporate at least two of these approaches, and we have used land use regression predictors plus smoothing.
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