scholarly journals Causal Relationships in Longitudinal Observational Data: An Integrative Modelling Approach

2021 ◽  
Author(s):  
Claudinei Eduardo Biazoli Junior ◽  
João R. Sato ◽  
Michael Pluess

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 in order 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 from observational data. In the illustrative application, plausible and reasonably well-established 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.

2020 ◽  
Author(s):  
Jennifer Mattschey

At the beginning of the 20th Century, researchers became increasingly interested in the effects of bilingualism on cognitive development. With the emergence of the first standardised intelligence tests, it quickly became clear that bilinguals of all ages performed worse on them than their monolingual peers. Bilingualism was subsequently considered to be detrimental to non-verbal cognitive development. In these early studies, poorly matched samples of bilinguals and monolinguals repeatedly produced results suggesting adverse effects of bilingualism on non-linguistic cognitive functions due to unrelated background factors and/or unsuitable tests. This interest in how bilingualism affects non-linguistic cognitive abilities has continued through time, reflecting trends in psychological research. Researcher addressed its effect on meta-cognition and meta-linguistics in the 1970s and 1980s, before the focus shifted towards executive functioning in the 1990s. However, recent research suggests we may be repeating the same mistakes: poorly matched groups, no accounting for background factors, and inappropriate tasks.


2018 ◽  
Vol 29 (5) ◽  
pp. 791-803 ◽  
Author(s):  
J. Wertz ◽  
A. Caspi ◽  
D. W. Belsky ◽  
A. L. Beckley ◽  
L. Arseneault ◽  
...  

Drawing on psychological and sociological theories of crime causation, we tested the hypothesis that genetic risk for low educational attainment (assessed via a genome-wide polygenic score) is associated with criminal offending. We further tested hypotheses of how polygenic risk relates to the development of antisocial behavior from childhood through adulthood. Across the Dunedin and Environmental Risk (E-Risk) birth cohorts of individuals growing up 20 years and 20,000 kilometers apart, education polygenic scores predicted risk of a criminal record with modest effects. Polygenic risk manifested during primary schooling in lower cognitive abilities, lower self-control, academic difficulties, and truancy, and it was associated with a life-course-persistent pattern of antisocial behavior that onsets in childhood and persists into adulthood. Crime is central in the nature-nurture debate, and findings reported here demonstrate how molecular-genetic discoveries can be incorporated into established theories of antisocial behavior. They also suggest that improving school experiences might prevent genetic influences on crime from unfolding.


2017 ◽  
Vol 13 (S336) ◽  
pp. 57-58 ◽  
Author(s):  
A. M. Sobolev ◽  
S. Yu. Parfenov

AbstractIn the current paper we describe results of an extensive and refined analysis which shows that the beaming leads to considerable changes in the model line ratios and brightness estimates. For example, beaming shifts the locus of the brightest masers to the lower values of the gas densities. Recent theoretical paper by Leurini et al. (2016) presented extensive consideration of the Class I methanol maser (MMI) pumping. Their study allowed to distinguish only 3 of 4 MMI pumping regimes found in Sobolev et al. (2005) and Sobolev et al. (2007) on the basis of analysis of observational data combined with theoretical considerations. The regime when the line from the J−2 − (J − 1)−1E series is the brightest was missing in Leurini et al. (2016) results. This may be explained by considering the fact that the authors did not take into account considerable beaming effects.


1983 ◽  
Vol 5 (2) ◽  
pp. 216-230 ◽  
Author(s):  
Maureen R. Weiss ◽  
Brenda Jo Bredemeier

A developmental theoretical approach is recommended as the most appropriate framework from which to study children's psychosocial experiences in sport. This perspective provides the best understanding of children's sport behaviors by focusing on ontogenetic changes in cognitive abilities which help to describe and explain behavioral variations among individuals. A content analysis of sport psychological research conducted on children and youth over the last decade reveals that few studies selected age groups for investigation that were based on underlying cognitive-developmental criteria. Thus, recommendations emanating from these studies may be misleading or inaccurate. Examples of developmental research from the psychological and sport psychological literature are provided to illustrate the potential for conducting further research on the psychosocial development of children in sport. Finally, guidelines for implementing a systematic line of research in sport psychology from a developmental perspective are outlined.


2020 ◽  
Author(s):  
Ellen Verhoef ◽  
Chin Yang Shapland ◽  
E. Fisher Simon ◽  
Philip S. Dale ◽  
Beate St Pourcain

AbstractIndividual differences in early-life vocabulary measures are heritable and associated with subsequent reading and cognitive abilities, although the underlying mechanisms are little understood. Here, we (i) investigate the developmental genetic architecture of expressive and receptive vocabulary in toddlerhood and (ii) assess origin and developmental stage of emerging genetic associations with mid-childhood verbal and non-verbal skills.Studying up to 6,524 unrelated children from the population-based Avon Longitudinal Study of Parents and Children (ALSPAC) cohort, we dissected the phenotypic variance of longitudinally assessed early-life vocabulary measures (15-38 months) and later-life reading and cognitive skills (7-8 years) into genetic and residual components, by fitting multivariate structural equation models to genome-wide genetic-relationship matrices.Our findings show that the genetic architecture of early-life vocabulary is dynamic, involving multiple distinct genetic factors. Two of them are developmentally stable and contribute to genetic variation in mid-childhood skills: Genetic links with later-life verbal abilities (reading, verbal intelligence) emerged with expressive vocabulary at 24 months. The underlying genetic factor explained 10.1% variation (path coefficient: 0.32(SE=0.06)) in early language, but also 6.4% (path coefficient: 0.25(SE=0.12)) and 17.9% (path coefficient: 0.42(SE=0.13)) variation in mid-childhood reading and verbal intelligence, respectively. An independent stable genetic factor was identified for receptive vocabulary at 38 months, explaining 2.1% (path coefficient: 0.15(SE=0.07)) phenotypic variation. This genetic factor was also linked to both verbal and non-verbal cognitive abilities in mid-childhood, accounting for 24.7% of the variation in non-verbal intelligence (path coefficient: 0.50(SE=0.08)), 33.0% in reading (path coefficient: 0.57(SE=0.07)) and 36.1% in verbal intelligence (path coefficient: 0.60(0.10)), corresponding to the majority of genetic variance (≥66.4%).Thus, the genetic foundations of mid-childhood reading and cognition are diverse. They involve at least two independent genetic factors that emerge at different developmental stages during early language development and may implicate differences in cognitive processes that are already detectable during toddlerhood.Author summaryDifferences in the number of words young children produce (expressive vocabulary) and understand (receptive vocabulary) can be partially explained by genetic factors, and are related to reading and cognitive abilities later in life. Here, we studied genetic influences underlying word production and understanding during early development (15-38 months) and their genetic relationship with mid-childhood reading and cognitive skills (7-8 years), based on longitudinal phenotype measures and genome-wide genetic data from up to 6,524 unrelated children. We showed that vocabulary skills assessed at different stages during early development are influenced by distinct genetic factors, two of which also contribute to genetic variation in mid-childhood skills, suggesting developmental stability: Genetic sources emerging for word production skills at 24 months were linked to subsequent verbal abilities, including mid-childhood reading and verbal intelligence performance. A further independent genetic factor was identified that related to word comprehension at 38 months and also contributed to variation in later verbal as well as non-verbal abilities during mid-childhood. Thus, the genetic foundations of mid-childhood reading and cognition involve at least two independent genetic factors that emerge during early-life langauge development and may implicate differences in overarching cognitive mechanisms.


2021 ◽  
Vol 15 ◽  
Author(s):  
Linda Tsan ◽  
Léa Décarie-Spain ◽  
Emily E. Noble ◽  
Scott E. Kanoski

The dietary pattern in industrialized countries has changed substantially over the past century due to technological advances in agriculture, food processing, storage, marketing, and distribution practices. The availability of highly palatable, calorically dense foods that are shelf-stable has facilitated a food environment where overconsumption of foods that have a high percentage of calories derived from fat (particularly saturated fat) and sugar is extremely common in modern Westernized societies. In addition to being a predictor of obesity and metabolic dysfunction, consumption of a Western diet (WD) is related to poorer cognitive performance across the lifespan. In particular, WD consumption during critical early life stages of development has negative consequences on various cognitive abilities later in adulthood. This review highlights rodent model research identifying dietary, metabolic, and neurobiological mechanisms linking consumption of a WD during early life periods of development (gestation, lactation, juvenile and adolescence) with behavioral impairments in multiple cognitive domains, including anxiety-like behavior, learning and memory function, reward-motivated behavior, and social behavior. The literature supports a model in which early life WD consumption leads to long-lasting neurocognitive impairments that are largely dissociable from WD effects on obesity and metabolic dysfunction.


Obesity ◽  
2018 ◽  
Vol 26 (6) ◽  
pp. 1088-1095 ◽  
Author(s):  
Nan Li ◽  
Kimberly Yolton ◽  
Bruce P. Lanphear ◽  
Aimin Chen ◽  
Heidi J. Kalkwarf ◽  
...  

2016 ◽  
Vol 75 ◽  
pp. 102-114 ◽  
Author(s):  
Santiago Cueto ◽  
Juan León ◽  
Alejandra Miranda ◽  
Kirk Dearden ◽  
Benjamin T. Crookston ◽  
...  

2018 ◽  
Vol 373 (1756) ◽  
pp. 20170290 ◽  
Author(s):  
Neeltje J. Boogert ◽  
Robert F. Lachlan ◽  
Karen A. Spencer ◽  
Christopher N. Templeton ◽  
Damien R. Farine

The use of information provided by others is a common short-cut adopted to inform decision-making. However, instead of indiscriminately copying others, animals are often selective in what, when and whom they copy. How do they decide which ‘social learning strategy’ to use? Previous research indicates that stress hormone exposure in early life may be important: while juvenile zebra finches copied their parents' behaviour when solving novel foraging tasks, those exposed to elevated levels of corticosterone (CORT) during development copied only unrelated adults. Here, we tested whether this switch in social learning strategy generalizes to vocal learning. In zebra finches, juvenile males often copy their father's song; would CORT-treated juveniles in free-flying aviaries switch to copying songs of other males? We found that CORT-treated juveniles copied their father's song less accurately as compared to control juveniles. We hypothesized that this could be due to having weaker social foraging associations with their fathers, and found that sons that spent less time foraging with their fathers produced less similar songs. Our findings are in line with a novel hypothesis linking early-life stress and social learning: early-life CORT exposure may affect social learning indirectly as a result of the way it shapes social affiliations. This article is part of the theme issue ‘Causes and consequences of individual differences in cognitive abilities’.


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