Matches in SemOpenAlex for { <https://semopenalex.org/work/W4382632145> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4382632145 abstract "Abstract The use of longitudinal finite mixture models such as group-based trajectory modeling has seen a sharp increase during the last few decades in the medical literature. However, these methods have been criticized, especially because of the data-driven modeling process, which involves statistical decision-making. In this paper, we propose an approach that uses the bootstrap to sample observations with replacement from the original data to validate the number of groups identified and to quantify the uncertainty in the number of groups. The method allows investigation of the statistical validity and uncertainty of the groups identified in the original data by checking to see whether the same solution is also found across the bootstrap samples. In a simulation study, we examined whether the bootstrap-estimated variability in the number of groups reflected the replicationwise variability. We evaluated the ability of 3 commonly used adequacy criteria (average posterior probability, odds of correct classification, and relative entropy) to identify uncertainty in the number of groups. Finally, we illustrate the proposed approach using data from the Quebec Integrated Chronic Disease Surveillance System to identify longitudinal medication patterns between 2015 and 2018 in older adults with diabetes." @default.
- W4382632145 created "2023-07-01" @default.
- W4382632145 creator A5007268288 @default.
- W4382632145 creator A5013077926 @default.
- W4382632145 creator A5024251435 @default.
- W4382632145 creator A5056459568 @default.
- W4382632145 date "2023-06-29" @default.
- W4382632145 modified "2023-10-16" @default.
- W4382632145 title "A Bootstrap Approach for Evaluating Uncertainty in the Number of Groups Identified by Latent Class Growth Models" @default.
- W4382632145 cites W1598612182 @default.
- W4382632145 cites W1797102921 @default.
- W4382632145 cites W2013962233 @default.
- W4382632145 cites W2040133034 @default.
- W4382632145 cites W2050698271 @default.
- W4382632145 cites W2067518833 @default.
- W4382632145 cites W2090330784 @default.
- W4382632145 cites W2097368998 @default.
- W4382632145 cites W2112543966 @default.
- W4382632145 cites W2121297553 @default.
- W4382632145 cites W2143276617 @default.
- W4382632145 cites W2159135906 @default.
- W4382632145 cites W2555629321 @default.
- W4382632145 cites W2604316232 @default.
- W4382632145 cites W2794722104 @default.
- W4382632145 cites W2803938727 @default.
- W4382632145 cites W2942500191 @default.
- W4382632145 cites W3098865414 @default.
- W4382632145 cites W3100022204 @default.
- W4382632145 cites W4285391282 @default.
- W4382632145 doi "https://doi.org/10.1093/aje/kwad148" @default.
- W4382632145 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37386696" @default.
- W4382632145 hasPublicationYear "2023" @default.
- W4382632145 type Work @default.
- W4382632145 citedByCount "1" @default.
- W4382632145 countsByYear W43826321452023 @default.
- W4382632145 crossrefType "journal-article" @default.
- W4382632145 hasAuthorship W4382632145A5007268288 @default.
- W4382632145 hasAuthorship W4382632145A5013077926 @default.
- W4382632145 hasAuthorship W4382632145A5024251435 @default.
- W4382632145 hasAuthorship W4382632145A5056459568 @default.
- W4382632145 hasConcept C105795698 @default.
- W4382632145 hasConcept C106301342 @default.
- W4382632145 hasConcept C121332964 @default.
- W4382632145 hasConcept C124101348 @default.
- W4382632145 hasConcept C143095724 @default.
- W4382632145 hasConcept C149782125 @default.
- W4382632145 hasConcept C151956035 @default.
- W4382632145 hasConcept C33923547 @default.
- W4382632145 hasConcept C41008148 @default.
- W4382632145 hasConcept C62520636 @default.
- W4382632145 hasConcept C9357733 @default.
- W4382632145 hasConceptScore W4382632145C105795698 @default.
- W4382632145 hasConceptScore W4382632145C106301342 @default.
- W4382632145 hasConceptScore W4382632145C121332964 @default.
- W4382632145 hasConceptScore W4382632145C124101348 @default.
- W4382632145 hasConceptScore W4382632145C143095724 @default.
- W4382632145 hasConceptScore W4382632145C149782125 @default.
- W4382632145 hasConceptScore W4382632145C151956035 @default.
- W4382632145 hasConceptScore W4382632145C33923547 @default.
- W4382632145 hasConceptScore W4382632145C41008148 @default.
- W4382632145 hasConceptScore W4382632145C62520636 @default.
- W4382632145 hasConceptScore W4382632145C9357733 @default.
- W4382632145 hasLocation W43826321451 @default.
- W4382632145 hasLocation W43826321452 @default.
- W4382632145 hasOpenAccess W4382632145 @default.
- W4382632145 hasPrimaryLocation W43826321451 @default.
- W4382632145 hasRelatedWork W1604293003 @default.
- W4382632145 hasRelatedWork W1604849300 @default.
- W4382632145 hasRelatedWork W2410652950 @default.
- W4382632145 hasRelatedWork W2766061861 @default.
- W4382632145 hasRelatedWork W2950538088 @default.
- W4382632145 hasRelatedWork W3024870410 @default.
- W4382632145 hasRelatedWork W3139174110 @default.
- W4382632145 hasRelatedWork W4283773154 @default.
- W4382632145 hasRelatedWork W4289597203 @default.
- W4382632145 hasRelatedWork W4380150146 @default.
- W4382632145 isParatext "false" @default.
- W4382632145 isRetracted "false" @default.
- W4382632145 workType "article" @default.