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Questions tagged [repeated-measures]

Repeated measures data occur when more than one measurement is collected on the same unit (e.g. subject). Use this tag for RM-ANOVA together with [anova] tag.

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Effect size of Cochran's Q

I have performed a Cochran's Q test for a within-subjects experimental design with 3 conditions and 36 participants with a dichotomous dependent variable. I found a (just) statistically significant ...
Ham's user avatar
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3 votes
3 answers
505 views

Mouse models - 'replicates' and analysis

I'm hoping to hear from someone who has worked on mouse models or similar biological analyses where there is a tendency to run 'replicates' of an experiment. I know multiple testing is a sizeable ...
nzcoops's user avatar
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1 answer
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Is there literature on staggered within subjects designs? What are the consequences of such a design?

I am creating a term to describe a design that may not be the proper term ("Staggered within subjects design"). What I mean by this is one can imagine a within subjects design with 3 levels. Each ...
russellpierce's user avatar
4 votes
1 answer
728 views

Some doubts about using GLMM

I'm analyzing the results of a hormone manipulation experiment. I measured a number of variables at three times in three groups. The groups are different sizes and not all individuals were measured ...
Duke of Lizards's user avatar
4 votes
2 answers
5k views

Count data with mixed effects

EDIT: Thanks for the help so far. I have updated the question based on further work. I am interested in finding any difference in response of counts of two competing species to dryness and elevation....
J. Win.'s user avatar
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1 vote
2 answers
473 views

Check of R command and output of unbalanced repeated measures ANOVA

I'd love a check if anyone is willing! I am trying to see if there is a statistical difference in female size between sites. Over the years females were repeatedly sampled within sites. I have ...
MEL's user avatar
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6 votes
1 answer
108 views

Is there a classification of physical measurements according to their statistical distribution?

I am looking for a document or research articles classifying physical or chemical measurements (or perhaps better means of measurement) according to the reference statistical distribution and ...
ogerard's user avatar
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3 votes
2 answers
1k views

Repeated measures with correlated measures (not time)

Most repeated measures ANOVAs have time as the repeated measure; I was wondering about using a repeated measure that is not time. Say we fed two groups of animals different diets. At the end of the ...
P auritus's user avatar
  • 339
4 votes
1 answer
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Boxplot with glme

I am examining the difference between a physical feature of different species of animals. Due to the nature of my experiments I'm using a nonlinear mixed model with the following setup: ...
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2 votes
1 answer
2k views

How to estimate correlation among repeated measures?

I want to carry out a power analysis on a one group repeated measures experiment using G*power. I have a group of subjects who tested a set of products. Each subject test one time the products. Hence,...
user3858's user avatar
2 votes
2 answers
640 views

ANCOVA with multiple instances of the between-subject covariate

If I find that my covariate (reaction time) alters over the length of my experiment (e.g. due to fatigue), can I somehow build that into my model? So what I am saying is that the effect of my ...
SLJ's user avatar
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4 votes
2 answers
381 views

How to deal with a specific case of unbalanced within-subjects design?

I have a completely within-subjects design with 3 independent variables: Trial type (3 levels) Task order (2 levels) Modality (3 levels) However, for one of my levels of Trial type, the Task order ...
SLJ's user avatar
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2 votes
2 answers
11k views

How to set up a two-way mixed ANOVA with a covariate in SPSS?

I wanted to carry out a two-way ANCOVA for my data. However, SPSS isn't liking that I have only one IV. I have One IV: Group (3 levels, i.e. 2 experimental groups and a control group), One DV: ...
user avatar
6 votes
2 answers
2k views

Analyzing a 2x3 repeated measures design using a logit mixed model

An experiment I conducted recently used a 2 (between participants) x 3 (within participants) design. That is, participants were randomly allocated to one of two conditions, and then completed three ...
mezzopiano's user avatar
15 votes
3 answers
12k views

What is the difference between using aov() and lme() in analyzing a longitudinal dataset?

Can anyone tell me the difference between using aov() and lme() for analyzing longitudinal data and how to interpret results ...
biostat_newbie's user avatar
3 votes
2 answers
668 views

Repeated measures using R [closed]

How do I carry out a repeated measures analysis using R?
Jones's user avatar
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3 votes
0 answers
562 views

What is a good statistical test for independent replicates?

I have a series of measurements in which something is sampled and placed into either category 1 or category 2. I have 3x2x3 factors for each set of measurements, and each set of measurements is done ...
Dave's user avatar
  • 439
12 votes
2 answers
7k views

Split-Plot ANOVA: model comparison tests in R

How can I test effects in a Split-Plot ANOVA using suitable model comparisons for use with the X and M arguments of ...
caracal's user avatar
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4 votes
1 answer
354 views

Does a within-subjects factor with unequally represented levels mess up a repeated-measures ANOVA?

Is there any downside to using a repeated-measure ANOVA when you have a within-subjects 2-level factor where 1 level is represented by more trials than the other. I know in ANOVA we are comparing ...
Matt's user avatar
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1 vote
1 answer
759 views

Regression with repeated data

I have a question regarding regression analysis on a dataset were the input values generate different results over time: e.g. 1 2 2 2 3 5 4 1 2 5 3 8 How would ...
eWizardII's user avatar
  • 129
3 votes
2 answers
3k views

Consequence of violating independence assumption of ANOVA

I would like some help with the following problem. I have 40 subjects. On each subject I take a measurement at 25 body sites. The measurement is a continuous variable that varies between 0 and 1 and ...
Billy's user avatar
  • 31
13 votes
5 answers
10k views

Testing the normality assumption for repeated measures anova? (in R)

So assuming that there is a point in testing the normality assumption for anova (see 1 and 2) How can it be tested in R? I would expect to do something like: ...
Tal Galili's user avatar
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3 votes
2 answers
4k views

How to solve a case of unbalanced repeated measures?

I have animals, that could be virgin or mated (reproductive state is the fixed factor), which I've stimulated sequentially with 4 different doses of an odour (doses are the repeated measures, the same ...
user avatar
10 votes
1 answer
2k views

How should I analyze repeated-measures individual differences experiments?

I do quasi-experimental individual differences psychology research. I examine how people who differ in a cognitive ability (that I measure) perform on another task that always at least involves within-...
Matt's user avatar
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9 votes
1 answer
2k views

Sample size for proportions in repeated measures

I'm trying to help a scientist design a study for the occurrence of salmonella microbes. He would like to compare an experimental antimicrobial formulation against a chlorine (bleach) at poultry ...
Paul's user avatar
  • 153
8 votes
2 answers
531 views

Taking advantage of many pre-treatment measurements

I am planing a pre-post treatment-control design study with a large number of pre-treatment measurements. I have subjects divided into a control group and a treatment group. For both groups, I will ...
Seth's user avatar
  • 355
7 votes
3 answers
6k views

How do I setup up repeated measures data for analysis with nlme()?

I'm trying to transition to R from using SPSS. In the past, I've setup my data in the wide format for my repeated measures ...
Matt's user avatar
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36 votes
1 answer
40k views

Multiple comparisons on a mixed effects model

I am trying to analyse some data using a mixed effect model. The data I collected represent the weight of some young animals of different genotype over time. I am using the approach proposed here: ...
nico's user avatar
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17 votes
1 answer
17k views

Unbalanced mixed effect ANOVA for repeated measures

I have data from patients treated with 2 different kinds of treatments during surgery. I need to analyze its effect on heart rate. The heart rate measurement is taken every 15 minutes. Given that ...
biostat_newbie's user avatar
4 votes
2 answers
3k views

Compare treatments on mean difference between two times

This sounds like an easy setup, and I'm absolutely sure it's not too complicated to do, but somehow I can't figure out how to approach this. The setting is as follows : There are 6 treatments with 16 ...
Joris Meys's user avatar
  • 8,402
10 votes
2 answers
462 views

Longitudinal comparison of two distributions

I have the test results of a blood test administered to 2500 people four times at six-month intervals. The results primarily consist of two measures of immune response - one in the presence of ...
Matt Parker's user avatar
  • 5,817
34 votes
5 answers
10k views

Modelling longitudinal data where the effect of time varies in functional form between individuals

Context: Imagine you had a longitudinal study which measured a dependent variable (DV) once a week for 20 weeks on 200 participants. Although I'm interested in general, typical DVs that I'm thinking ...
Jeromy Anglim's user avatar
8 votes
1 answer
7k views

Determination of effect size for a repeated measures ANOVA power analysis

This is a follow-up to the repeated measures sample size question. I am planning a repeated measures experiment. We record energy usage for 12 months, then give (a randomly assigned) half of the ...
Seth's user avatar
  • 355
6 votes
3 answers
2k views

Might be an unbalanced within subjects repeated measures?

I ran a within subjects repeated measures experiment, where the independent variable had 3 levels. The dependent variable is a measure of correctness and is recorded as either correct / incorrect. ...
user993's user avatar
  • 63
14 votes
1 answer
36k views

How to determine the sample size needed for repeated measurement ANOVA?

I need some help about repeated measurement ANOVA. We are investigating the effect of some intervention on reducing blood stream infection (BSI) rate in some wards. We plan to capture the BSI rate ...
lokheart's user avatar
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14 votes
2 answers
4k views

What would a confidence interval around a predicted value from a mixed effects model mean?

I was looking at this page and noticed the methods for confidence intervals for lme and lmer in R. For those who don't know R, those are functions for generating mixed effects or multi-level models. ...
John's user avatar
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10 votes
1 answer
1k views

Estimating variability over time

I have a dataset that contains ~7,500 blood tests from ~2,500 individuals. I'm trying to find out if variability in the blood tests increases or decreases with the time between two tests. For ...
Matt Parker's user avatar
  • 5,817
5 votes
1 answer
443 views

Parametric techniques for n-related samples

The title is quite self-explanatory - I'd like to know if there's any other parametric technique apart from repeated-measures ANOVA, that can be utilized in order to compare several (more than 2) ...
aL3xa's user avatar
  • 2,153
16 votes
3 answers
18k views

A non-parametric repeated-measures multi-way Anova in R?

The following question is one of those holy grails for me for some time now, I hope someone might be able to offer a good advice. I wish to perform a non-parametric repeated measures multiway anova ...
Tal Galili's user avatar
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20 votes
5 answers
24k views

Post-hocs for within subjects tests?

What is the preferred method for for conducting post-hocs for within subjects tests? I've seen published work where Tukey's HSD is employed but a review of Keppel and Maxwell & Delaney suggests ...
russellpierce's user avatar

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