Evidence map›Paper›PMID 40901910›Full record

ArticlePloS one2025

Power and sample size for reversible linear mixed models with clustering and longitudinality: GLIMMPSE Version 3.

Deborah H Glueck, Qian Li, Alasdair J Macleod, Elizabeth M Litkowski, Xi Yang, Jiang Bian, Albert D Ritzhaupt, Max Sommer, Natercia Valle, Jessica R Shaw and 1 more

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Trial
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Deborah H GlueckDepartment of Pediatrics, University of Colorado Denver, Aurora, Colorado, United States of America.ORCID https://orcid.org/0000-0003-0047-8939
Qian LiDepartment of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, United States of America.
Alasdair J MacleodApplications Directorate, University of Edinburgh, Edinburgh, Scotland, United Kingdom.
Elizabeth M LitkowskiMichigan Neurosciences Institute, University of Michigan, Ann Arbor, Michigan, United States of America.
Xi YangDepartment of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, United States of America.
Jiang BianRegenstrief Institute, Indiana University, Indianapolis, Indiana, United States of America.
Albert D RitzhauptSchool of Teaching and Learning, College of Education, University of Florida, Gainesville, Florida, United States of America.
Max SommerSchool of Teaching and Learning, College of Education, University of Florida, Gainesville, Florida, United States of America.
Natercia ValleMarston Science Library, University of Florida, Gainesville, Florida, United States of America.
Jessica R ShawDepartment of Biostatistics, Colorado School of Public Health, Anschutz Medical Campus, Aurora, Colorado, United States of America.ORCID https://orcid.org/0000-0001-7519-2180
Keith E MullerDepartment of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, United States of America.

Funding

NIH Prior Approval Process ProfessionalUL1TR002535 · NCATS · UNIVERSITY OF COLORADO DENVER · PI SOKOL, RONALD J. · 2018 to 2022
$51.1M
Methods and Software for Lifecourse Epidemiology Data and Sample Size AnalysisR01GM121081 · NIGMS · UNIVERSITY OF COLORADO DENVER · PI DABELEA, DANA, GLUECK, DEBORAH HELEN · 2016 to 2019
$2.6M
Multilevel and Longitudinal Study Sample Size Tools for Behavioral ScientistsR01DE020832 · NIDCR · UNIVERSITY OF FLORIDA · PI MULLER, KEITH E · 2011 to 2014
$2.3M
A Master Course on Power for Multilevel and Longitudinal Health Behavior StudiesR25GM111901 · NIGMS · UNIVERSITY OF FLORIDA · PI GLUECK, DEBORAH HELEN, MULLER, KEITH E · 2014 to 2018
$1.0M
Power and Sample Size Methods for Mammography TrialsK07CA088811 · NCI · UNIVERSITY OF COLORADO DENVER · PI GLUECK, DEBORAH HELEN · 2002 to 2009
$734k
Power and Sample Size for Multilevel and Longitudinal Designs in Health ResearchG13LM011879 · NLM · UNIVERSITY OF FLORIDA · PI GLUECK, DEBORAH HELEN, MULLER, KEITH E · 2014 to 2016
$147k
NCATS NIH HHS UL1 TR002535NCI NIH HHS K07 CA088811NIDCR NIH HHS R01 DE020832NIGMS NIH HHS R01 GM121081NIGMS NIH HHS R25 GM111901NLM NIH HHS G13 LM011879
6 · The paper itself

Abstract

GLIMMPSE Version 3 is a free, web-based, open-source software tool, which calculates power and sample size for general linear mixed models with Gaussian errors. The software permits power calculations for clinical trials, randomized experiments, and observational studies with clustering, repeated measures, and both, and almost any testable hypothesis. The software has been supported by five United States National Institutes of Health (NIH) grants, is used for more than 14,000 power or sample size calculations per year, has been cited in almost 500 peer-reviewed manuscripts, and used to design more than 200 million dollars in NIH-funded studies. This release provides several new features. The back end has been refactored in Python. The interface has been simplified, requiring user decisions about only one topic per screen. A new menu improves specification of both between-participant and within-participant hypotheses. A recursive algorithm permits computing covariances for up to ten levels of clustering. An updated Monte Carlo simulation using five new examples with clustering, longitudinality, or both, shows accuracy of the power approximations to within 0.01. Five new examples demonstrate power or sample size calculations for 1) a cluster-randomized trial, 2) a longitudinal study with repeated measures, 3) a multilevel study with a multivariate outcome, 4) a multilevel and longitudinal study, and 5) a complex study with a subgroup factor, repeated measures, and intervention-by-location interaction.

Indexed as

SoftwareAlgorithmsCluster AnalysisHumansLinear ModelsLongitudinal StudiesMonte Carlo MethodSample Size

Identifiers

PMID40901910
PMCPMC12407473

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.