Much research in psychology relies on data from observational studies that traditionally do not allow for causal interpretation. However, a range of approaches in statistics and computational sciences have been developed to infer causality from correlational data. Based on conceptual and theoretical considerations on the integration of interventional and time-restrainment notions of causality, we set out to design and empirically test a new approach to identify potential causal factors in longitudinal correlational data. A principled and representative set of simulations and an illustrative application to identify early-life determinants of cognitive development in a large cohort study are presented. The simulation results illustrate the potential but also the limitations for discovering causal factors in observational data. In the illustrative application, plausible candidates for early-life determinants of cognitive abilities in 5-year-old children were identified. Based on these results, we discuss the possibilities of using exploratory causal discovery in psychological research but also highlight its limits and potential misuses and misinterpretations. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
Download full-text PDF |
Source |
|---|---|
| http://dx.doi.org/10.1037/met0000648 | DOI Listing |
Publication Analysis
Top Keywords
Similar Publications
Short-term efficacy and safety of PreserFlo MicroShunt in Japanese patients with medically treated primary open-angle glaucoma.
Jpn J Ophthalmol
January 2025
Department of Ophthalmology, Graduate of Medicine, Faculty of Medicine, The University of Tokyo, Tokyo, Japan.
Purpose: To assess the efficacy and safety of PreserFlo MicroShunt (PMS) combined with mitomycin C in patients with medically treated primary open-angle glaucoma (POAG).
Study Design: A retrospective observational study.
Methods: The study examined 83 eyes from 83 patients with medically treated glaucoma surgery naive POAG.
Association of salivary proteins with dental caries in children with mixed dentition: a systematic review.
Eur Arch Paediatr Dent
January 2025
Qatar University Health, College of Dental Medicine, Qatar University, Doha, Qatar.
Purpose: To review the current evidence on the association between salivary protein profile and dental caries in children during mixed dentition stage.
Methods: This systematic review followed the PRISMA 2020 guidelines. Searches were run in PubMed, Scopus and Embase along with gray literature.
[Acceptability and screening outcomes for hepatitis B, C and human inmunodeficiency virus using rapid diagnostic tests in patients undergoing outpatient endoscopy].
Rev Gastroenterol Peru
January 2025
Departamento de Gastroenterología, Pontificia Universidad Católica de Chile, Santiago, Chile; Departamento de Gastroenterología, Hospital Sótero del Río, Santiago, Chile.
Introduction: Human immunodeficiency virus (HIV), hepatitis B virus (HBV), and hepatitis C virus (HCV) infections are a global public health concern. In 2019, there were 295.9 million people with chronic hepatitis B and 57.
View Article and Find Full Text PDFAn observational study of socioeconomic disparities in psychiatry consultation uptake in Australia, using routinely collected national data from 2015 to 2022.
Int J Soc Psychiatry
January 2025
Monash Centre for Health Research and Implementation, Monash University, Clayton, VIC, Australia.
Background: The COVID-19 pandemic was associated with increased psychological distress and psychiatric service usage in Australia. Previous research into the first few months of the pandemic found severe inequality in telehealth psychiatry but no change in inequality for psychiatry service usage overall. However, it is unknown how inequality evolved over the remainder of the pandemic, as extended lockdowns continued in major Australian cities.
View Article and Find Full Text PDFThe response to pericapsular soft tissue and pelvic realignment therapy may be partially predicted by the relevant factors influencing the program's response of the candidates with hip osteoarthritis for joint replacement.
Curr Med Res Opin
January 2025
Investigator Initiated Study Promotion Center, Tokyo, Japan.
Objective: To explore the risk factors for discontinuation of pericapsular soft tissue and pelvic realignment (PSTP-R) therapy derived from Shiatsu in the candidates with osteoarthritis for total hip replacement (THR) (i.e., candidates for total hip replacement) treated from 2017 to 2020, and to identify the effect modifiers of PSTP-R therapy for patients who continued therapy for 6 months.
View Article and Find Full Text PDFWant AI Summaries of new PubMed Abstracts delivered to your In-box?
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!