The phrase "analyzed using restricted" is not complete and lacks clarity in written English.
It can be used when discussing a method of analysis that is limited or confined in some way, but it needs additional context to be fully understood.
Example: "The data was analyzed using restricted parameters to ensure accuracy."
Alternatives: "analyzed with limited" or "examined through restricted".
Continuous variables were analyzed using a restricted maximum likelihood analysis, based on repeated measures approach, including the independent 'treatment' variable, the repeated 'time of assessment' variable and their interaction as factors.
Changes in functional MRI BOLD contrast response and volumes of each region of interest from week 0 to weeks 1, 8, and 12 were analyzed using a restricted maximum likelihood-based mixed-effects model repeated measures (MMRM) approach.
Sources of variation in behavioural, morphological, and fecundity data were analyzed using a restricted maximum likelihood (REML) approach because it gave an accurate estimate of variance components when sample sizes were not perfectly balanced [ 109].
First, an animal model was fitted to the data and second, the influence of additive and environmental effects on the residual variance of these traits was investigated with different models, in which the log squared estimated residuals for each phenotypic record were analyzed using the restricted maximum likelihood method.
Individual lamb data on weight were analyzed using the Restricted Maximum Likelihood method of the MIXED procedure in SAS [ 24].
Cell survival was analyzed using residual (or restricted) maximum likelihood (REML) analysis (GenStat, 15th Edition, VSN International, UK).
High b value diffusion-weighted images sampled at high angular resolution were analyzed using a composite hindered and restricted model of diffusion (CHARMED).
Between-group changes in efficacy measure variables over time were analyzed using the relevant contrast from a restricted maximum likelihood repeated measures model, with terms for diagnostic group, investigator, visit, baseline score, diagnostic group-by-visit interaction, and baseline score-by-diagnostic group interaction.
Kidney function was analyzed both as a continuous measure using restricted cubic splines and as a categorical measure according to K/DOQI classification (eGFR <15, 15 29, 30 59, 60 89, and 90 200 mL/min/1.73 m) for both eGFRcr and eGFRcys.
P. exserta Stehmann, a species with a restricted geographic distribution, was analyzed using the same genetic markers and a similar sample size and presented only six haplotypes but similar nucleotide diversity [ 28].
