A guide to improve your causal inferences from observational data.
Research methods
causality
nursing research
quantitative
repeated measures
Journal
European journal of cardiovascular nursing
ISSN: 1873-1953
Titre abrégé: Eur J Cardiovasc Nurs
Pays: England
ID NLM: 101128793
Informations de publication
Date de publication:
12 2020
12 2020
Historique:
pubmed:
13
10
2020
medline:
11
5
2021
entrez:
12
10
2020
Statut:
ppublish
Résumé
True causality is impossible to capture with observational studies. Nevertheless, within the boundaries of observational studies, researchers can follow three steps to answer causal questions in the most optimal way possible. Researchers must: (a) repeatedly assess the same constructs over time in a specific sample; (b) consider the temporal sequence of effects between constructs; and (c) use an analytical strategy that distinguishes within from between-person effects. In this context, it is demonstrated how the random intercepts cross-lagged panel model can be a useful statistical technique. A real-life example of the relationship between loneliness and quality of life in adolescents with congenital heart disease is provided to show how the model can be practically implemented.
Identifiants
pubmed: 33040589
doi: 10.1177/1474515120957241
pmc: PMC7817987
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
757-762Références
Eur J Pers. 2018 Nov-Dec;32(6):653-671
pubmed: 31105382
JAMA. 1989 Aug 18;262(7):907-13
pubmed: 2754790
Annu Rev Psychol. 2001;52:501-25
pubmed: 11148315
Eur J Cardiovasc Nurs. 2017 Oct;16(7):605-613
pubmed: 28895482
Psychol Methods. 2015 Mar;20(1):102-16
pubmed: 25822208
Eur J Cardiovasc Nurs. 2020 Feb;19(2):155-164
pubmed: 31516036
Multivariate Behav Res. 2017 Jan-Feb;52(1):12-30
pubmed: 27834491
Annu Rev Clin Psychol. 2010;6:109-38
pubmed: 20192788
J Behav Med. 2014 Feb;37(1):145-55
pubmed: 23180284
Annu Rev Psychol. 2011;62:583-619
pubmed: 19575624
Soc Sci Med. 2018 Aug;210:2-21
pubmed: 29331519
Child Dev. 2017 Jul;88(4):1186-1206
pubmed: 27878996
Eur J Cardiovasc Nurs. 2014 Aug;13(4):345-56
pubmed: 23828020
Health Psychol. 2011 May;30(3):259-67
pubmed: 21553969
Am J Public Health. 2018 May;108(5):616-619
pubmed: 29565659
Eur Heart J. 2013 Nov;34(41):3217-35
pubmed: 23900695
J Pers Soc Psychol. 2020 Jul 30;:
pubmed: 32730068