The phrase "analysis using a random" is not complete and lacks clarity in written English.
It can be used in contexts where you are discussing a method of analysis that involves randomness, but it needs to be followed by a noun to specify what is random.
Example: "The analysis using a random sample provided insightful results about the population."
Alternatives: "analysis with a random sample" or "analysis employing random methods".
Results: Pooled analysis using a random effects model revealed a 27% decrease (P < 0.00001) in postoperative emesis attributable to dexamethasone (95% CI, 12% to 42%).
Sensitivity analysis using a random effects model gave virtually identical overall estimates of effect.
Repeating the sensitivity analysis using a random effects model gave very similar results (HR = 0.75,95%CI = 0.58-0.95).
Therefore, we conducted meta-regression analysis, using a random effect model with robust estimation of standard error.
Forty melon accessions (Table 1) were selected for genetic analysis using a random sample of 25 microsatellite markers extracted from the new microsatellite marker set (Table 2).
The combination of a mixed-genome micro-array and statistical analysis using a Random Forest algorithm has identified virulence markers in a consistent way.
Then, subject-specific contrast images of parameter estimates were used for second-level analysis using a random-effects model [ 20] that accommodated the randomness of differential responses by comparing the mean value in tapping tasks to the variability in tapping tasks from subject to subject to make inferences at a population level.
However, we proceeded to a qualitative analysis using a random-effects model to determine whether the evidence permitted a qualitative conclusion.
Analysis using a random-effects model revealed an OR of 0.44 for TTERPT versus LAPT (95% CI 0.09 to 2.20, p=0.32, figure 3).
Digests were then subjected to Southern blot analysis using a random-labelled DIG probe (Roche) and was performed according to the manufacturer's instructions.
When unanticipated heterogeneity cannot be explained, a decision needs to be made on whether to continue with the analysis using a random-effects model (27) or to refrain from pooling.
