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1.
Body Image ; 49: 101704, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38579514

ABSTRACT

Causal inference is often the goal of psychological research. However, most researchers refrain from drawing causal conclusions based on non-experimental evidence. Despite the challenges associated with producing causal evidence from non-experimental data, it is crucial to address causal questions directly rather than avoiding them. Here we provide a clear, non-technical overview of the fundamental concepts (including the counterfactual framework and related assumptions) and tools that permit causal inference in non-experimental data, intended as a starting point for readers unfamiliar with the literature. Certain tools, such as the target trial framework and causal diagrams, have been developed to assist with the identification and reduction of potential biases in study design and analysis and the interpretation of findings. We apply these concepts and tools to a motivating example from the body image field. We assert that more precise and detailed elucidation of the barriers to causal inference within one's study is arguably a key first step in the enhancement of non-experimental research and future intervention development and evaluation.


Subject(s)
Body Image , Humans , Body Image/psychology , Research Design , Causality
2.
Psychol Med ; : 1-9, 2024 Apr 08.
Article in English | MEDLINE | ID: mdl-38587016

ABSTRACT

BACKGROUND: Eating disorder (ED) research has embraced a network perspective of psychopathology, which proposes that psychiatric disorders can be conceptualized as a complex system of interacting symptoms. However, existing intervention studies using the network perspective have failed to find that symptom reductions coincide with reductions in strength of associations among these symptoms. We propose that this may reflect failure of alignment between network theory and study design and analysis. We offer hypotheses for specific symptom associations expected to be disrupted by an app-based intervention, and test sensitivity of a range of statistical metrics for identifying this intervention-induced disruption. METHODS: Data were analyzed from individuals with recurrent binge eating who participated in a randomized controlled trial of a cognitive-behavioral smartphone application. Participants were categorized into one of three groups: waitlist (n = 155), intervention responder (n = 49), and intervention non-responder (n = 77). Several statistical tests (bivariate associations, network-derived strength statistics, network invariance tests) were compared in ability to identify change in network structure. RESULTS: Hypothesized disruption to specific symptom associations was observed through change in bivariate correlations from baseline to post-intervention among the responder group but were not evident from symptom and whole-of-network based network analysis statistics. Effects were masked when the intervention group was assessed together, ignoring heterogeneity in treatment responsiveness. CONCLUSION: Findings are consistent with our contention that study design and analytic approach influence the ability to test network theory predictions with fidelity. We conclude by offering key recommendations for future network theory-driven interventional studies.

3.
Sci Rep ; 13(1): 3332, 2023 02 27.
Article in English | MEDLINE | ID: mdl-36849463

ABSTRACT

Personality reliably predicts life outcomes ranging from social and material resources to mental health and interpersonal capacities. However, little is known about the potential intergenerational impact of parent personality prior to offspring conception on family resources and child development across the first thousand days of life. We analysed data from the Victorian Intergenerational Health Cohort Study (665 parents, 1030 infants; est. 1992), a two-generation study with prospective assessment of preconception background factors in parental adolescence, preconception personality traits in young adulthood (agreeableness, conscientiousness, emotional stability, extraversion, and openness), and multiple parental resources and infant characteristics in pregnancy and after the birth of their child. After adjusting for pre-exposure confounders, both maternal and paternal preconception personality traits were associated with numerous parental resources and attributes in pregnancy and postpartum, as well as with infant biobehavioural characteristics. Effect sizes ranged from small to moderate when considering parent personality traits as continuous exposures, and from small to large when considering personality traits as binary exposures. Young adult personality, well before offspring conception, is associated with the perinatal household social and financial context, parental mental health, parenting style and self-efficacy, and temperamental characteristics of offspring. These are pivotal aspects of early life development that ultimately predict a child's long-term health and development.


Subject(s)
Personality , Postpartum Period , Adolescent , Child , Infant , Female , Pregnancy , Young Adult , Humans , Adult , Prospective Studies , Cohort Studies , Parents , Parenting
4.
J Clin Med ; 10(11)2021 May 21.
Article in English | MEDLINE | ID: mdl-34063826

ABSTRACT

There is little evidence relating to the effects of adding guidance to internet-based gambling interventions. The primary aim was to compare the effectiveness of an online self-directed cognitive-behavioural gambling program (GamblingLess) with and without therapist-delivered guidance. It was hypothesised that, compared to the unguided intervention, the guided intervention would result in superior improvements in gambling symptom severity, urges, frequency, expenditure, psychological distress, quality of life and help-seeking. A two-arm, parallel-group, randomised trial with pragmatic features and three post-baseline evaluations (8 weeks, 12 weeks, 24 months) was conducted with 206 gamblers (106 unguided; 101 guided). Participants in both conditions reported significant improvements in gambling symptom severity, urges, frequency, expenditure, and psychological distress across the evaluation period, even after using intention-to-treat analyses and controlling for other low- and high-intensity help-seeking, as well as clinically significant changes in gambling symptom severity (69% recovered/improved). The guided intervention resulted in additional improvements to urges and frequency, within-group change in quality of life, and somewhat higher rates of clinically significant change (77% cf. 61%). These findings, which support the delivery of this intervention, suggest that guidance may offer some advantages but further research is required to establish when and for whom human support adds value.

5.
Paediatr Perinat Epidemiol ; 34(1): 86-98, 2020 01.
Article in English | MEDLINE | ID: mdl-31960474

ABSTRACT

BACKGROUND: There is increasing evidence that parental determinants of offspring early life development begin well before pregnancy. OBJECTIVES: We established the Victorian Intergenerational Health Cohort Study (VIHCS) to examine the contributions of parental mental health, substance use, and socio-economic characteristics before pregnancy to child emotional, physical, social, and cognitive development. POPULATION: Men and women were recruited from the Victorian Adolescent Health Cohort (VAHCS), an existing cohort study beginning in 1992 that assessed a representative sample of 1943 secondary school students in Victoria, Australia, repeatedly from adolescence (wave 1, mean age 14 years) to adulthood (wave 10, mean age 35 years). METHODS: Victorian Adolescent Health Cohort participants with children born between 2006 and 2013 were recruited to VIHCS and invited to participate during trimester three, at 2 months postpartum, and 1 year postpartum. Parental mental health, substance use and socio-economic characteristics were assessed repeatedly throughout; infant characteristics were assessed postnatally and in infancy. Data will be supplemented by linkage to routine datasets. A further follow-up is underway as children reach 8 years of age. PRELIMINARY RESULTS: Of the 1307 infants born to VAHCS participants between 2006 and 2013, 1030 were recruited to VIHCS. At VIHCS study entry, 18% of recruited parents had preconception common mental disorder in adolescence and young adulthood, 18% smoked daily in adolescence and young adulthood, and 6% had not completed high school. Half of VIHCS infants were female (48%), 4% were from multiple births, and 7% were preterm (<37 weeks' gestation). CONCLUSIONS: Victorian Intergenerational Health Cohort Study is a prospective cohort of 1030 children with up to nine waves of preconception parental data and three waves of perinatal parental and infant data. These will allow examination of continuities of parental health and health risks from the decades before pregnancy to offspring childhood, and the contributions of exposures before pregnancy to offspring outcomes in childhood.


Subject(s)
Child Development , Educational Status , Mental Disorders/epidemiology , Parents , Smoking/epidemiology , Adolescent , Adult , Cohort Studies , Female , Humans , Infant , Infant, Newborn , Male , Prospective Studies , Socioeconomic Factors , Substance-Related Disorders/epidemiology , Victoria/epidemiology , Young Adult
6.
Am J Addict ; 29(1): 77-81, 2020 01.
Article in English | MEDLINE | ID: mdl-31799775

ABSTRACT

BACKGROUND AND OBJECTIVES: International students comprise an ethnic minority subpopulation who may be at increased risk for the development of gambling problems. This study aimed to explore the psychosocial factors associated with gambling problems in international and domestic university students in Australia. METHODS: One hundred seventy-three (n = 173) university students (127 domestic, 45 international) completed measures of gambling participation, problem gambling, psychosocial factors (depression, anxiety, perceived social support, loneliness, gambling-related cognitive distortions) and English language difficulties. RESULTS: Gambling participation, but not problem gambling status, was lower in international than domestic students. Only anxiety and cognitive distortions were associated with problem gambling in domestic students; and only cognitive distortions were associated with problem gambling in international students. International student status failed to moderate the relationships between any psychosocial factor and problem gambling status. CONCLUSIONS AND SCIENTIFIC SIGNIFICANCE: Future research is required to elucidate problem gambling risk and protective factors in this ethnic minority subgroup, with a view to guide culturally sensitive initiatives. (Am J Addict 2019;00:00-00).


Subject(s)
Gambling/epidemiology , Universities , Ethnicity/statistics & numerical data , Female , Humans , Male , Minority Groups/statistics & numerical data , Risk Factors , Students/psychology , Victoria/epidemiology , Young Adult
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