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Expanding Tidy Data Principles to Facilitate Missing Data Exploration, Visualization and Assessment of ImputationsDespite the large body of research on missing value distributions and imputation, there is comparatively little literature with a focus on how to make it easy to handle, explore, and impute missing values in data. This paper addresses this gap. The new methodology builds upon tidy data principles, with the goal of integrating missing value handling as a key part of data analysis workflows.
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Characterizing predictors of response to behavioral interventions for children with autism spectrum disorder: A meta-analytic approachA comprehensive understanding of specific factors contributing to variability in responsiveness of children with autism to interventions is paramount for making evidence-based clinical and policy decisions. This meta-analysis examined child and family characteristics, as well as intervention design factors, associated with outcomes of behavioral interventions for children with autism.
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‘Feeling like you can't do anything because you don't know where to start’—Parents' Perspectives of Barriers and Facilitators to Accessing Early Detection for Children at Risk of CPEarly detection of cerebral palsy (CP) risk is possible from 12 weeks corrected gestational age (CGA) using standardised assessments; however, up to half of children at risk are not referred early, missing out on early intervention. We investigated the barriers and facilitators to accessing early intervention from the perspective of parents of children who did not receive services by 6 months CGA.
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Plasma testosterone concentration is correlated with circulating immune cell abundance in transgender young people on gender-affirming hormone treatmentSex hormones, such as oestrogen and testosterone, display significant immune modulatory properties. This is highly relevant for transgender (trans) people who undergo gender-affirming hormone (GAH) treatment. However, only a limited number of studies have evaluated the immunological impact of GAH treatments, and almost none have assessed the impact in trans young people.
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Robust and Interpretable General Movement Assessment Using Fidgety Movement DetectionFidgety movements occur in infants between the age of 9 to 20 weeks post-term, and their absence are a strong indicator that an infant has cerebral palsy. Prechtl's General Movement Assessment method evaluates whether an infant has fidgety movements, but requires a trained expert to conduct it. Timely evaluation facilitates early interventions, and thus computer-based methods have been developed to aid domain experts.
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Genomic testing pathways for precision health in cerebral palsyCerebral palsy is a diagnosis based on clinical signs and not aetiology or pathology, with only ~50% of children receiving a clinical diagnosis in the first year of life; limiting the opportunity for intervention where maximal neuronal plasticity may occur.
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Confident and Trustworthy Model for Fidgety Movement ClassificationGeneral movements (GMs) are part of the spontaneous movement repertoire and are present from early fetal life onwards up to age five months. GMs are connected to infants' neurological development and can be qualitatively assessed via the General Movement Assessment. In particular, between the age of three to five months, typically developing infants produce fidgety movements and their absence provides strong evidence for the presence of cerebral palsy.
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Child protection involvement of children of mothers with intellectual disabilityChildren born to parents with intellectual disability (ID) have been shown as disproportionally represented in child protection services however with limited population-based research.
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Resilience and mental health among care leavers: Role of social inclusion, self-determination, and independent living skillsYoung people transitioning from out-of-home care (OHC) frequently experience poor mental health and resilience due to adverse childhood experiences (ACEs). However, there is limited understanding of the factors that mediate and moderate these outcomes. This is the first study to integrate linked administrative and longitudinal data to examine the mediation and moderation effects of placement stability, independent living skills (ILS), social inclusion, and self-determination when examining the association between ACEs and care status on mental health and resilience.
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Talking, Hearing, Understanding, Knowing: A qualitative exploration of the experiences of justice-involved youth undergoing assessment for Fetal Alcohol Spectrum Disorder in a juvenile detention centreCarol Melissa Bower O'Donnell MBBS MSc PhD FAFPHM DLSHTM FPHA BPsych (Hons), MPsych, GradDip Ed, PhD Honorary Emeritus Fellow Honorary Research