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- Creators: School of Life Sciences
Description
The objective of the current study was to examine sleep and academic functioning during middle childhood. More specifically, the twin design was used to determine the heritability of academic competence and sleep. Phenotypic analyses using multi-level mixed model regressions were performed to predict academic functioning from sleep. Lastly, socioeconomic status was tested as a moderator in the associations between sleep and academic functioning. Participants included twins (N = 191 families; Mage = 8.47 years) recruited from Arizona birth records at 12 months of age. Sleep duration, latency, onset, efficiency, variability, and sleep problems were assessed using actigraph watches and the Child Sleep Habits Questionnaire. Academic functioning was assessed using subtests of the Woodcock Johnson Cognitive Test of Achievement-IV (picture vocabulary, passage comprehension, and applied problems) and the MacArthur Health and Behavior Questionnaire. As determined by twin intraclass correlations, the heritability of academic competence ranged from 51-76%. Sleep heritability ranged from 14-80%. In addition, phenotypic analyses only showed a significant association between sleep latency and WJ picture vocabulary scores. More specifically, sleep latency was negatively associated with the picture vocabulary subtest. Additional models were run to examine if any interactive effects were present between early SES and the various sleep parameters. Several significant associations were observed with applied problems scores and parent-reported academic competence. Specifically, for children of low SES, a significant positive association was observed for sleep duration and WJ applied problems scores, as well as for sleep efficiency and WJ applied problems scores. No significant associations were observed for sleep efficiency and HBQ scores with children of any SES. Also, no significant relationships were observed with children of high SES for any of the academic measures.
ContributorsVakulskas, Emily (Author) / Doane, Leah (Thesis director) / Lemery-Chalfant, Kathryn (Committee member) / Breitenstein, Reagan (Committee member) / School of Life Sciences (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
The Arizona Twin Project is a research project involving the study of twins, both identical and fraternal, and the resilience they develop to physical and mental illnesses later on in life by studying several factors such as home environment, sleeping patterns, lifestyle (academics as well as extra-curricular activities), and eating habits. This project specifically focused on the nutrition and food intake by analyzing data from 3 days of food diaries from 10 families. In order to fully assess nutrition and food intake, a coding system was created to properly analyze the data that was provided in the food diaries by the parents. The coding system was generated from a combination of two of the most accurate coding methods used in nutrition, known as the 24 hour food recall and diary/food record methods. The measures that were coded were: most food group consumed, caloric intake, total fat consumption, total protein consumption, total carbohydrate consumption, total sugar consumption, total fiber consumption, frequency of eating, and homemade versus fast food. Once the nutritional data from all 10 families was coded, the output information was analyzed using SPSS to provide summary and descriptive statistics as well as correlations among the codes, and demographics of the sample.
ContributorsNunez, Taylette (Author) / Barrett, The Honors College (Contributor)
Created2016-05
Description
Hand-coding systems of measuring facial expressions were developed to study and analyze human emotions, but they are time-intensive and thus seldom used. As technology has advanced, new computer software programs, such as Affectiva, were developed to code facial expressions automatically using artificial intelligence and machine learning. Since this technology is still new, Affectiva and its validity remain understudied, and no psychological research has been conducted to compare Affectiva computer coding and hand coding of children’s emotions. The purpose of this study was to compare hand and computer coding of children’s expressions of emotion during a videotaped parent-child interaction. The study answered the following questions: 1) Do hand and computer coding agree?; and 2) Are hand and computer coding in higher agreement for some emotions than others? The sample included 25 pairs of twins from the Arizona Twin Project. Facial expressions were coded from videotape by a trained and reliable human coder and using the software Affectiva. The results showed that hand and computer coded emotion were in agreement for positive, but not negative emotions. Changing the context of the interaction to elicit more negative emotion, and using the same indicators of each emotion in computer and hand coding are suggested to improve the comparison of computer and hand coding.
ContributorsKwok, Connie (Author) / Lemery-Chalfant, Kathryn (Thesis director) / Davis, Mary (Committee member) / Miadich, Samantha (Committee member) / Department of Psychology (Contributor) / School of Life Sciences (Contributor) / Barrett, The Honors College (Contributor)
Created2020-05
Description
Attention-deficit/hyperactivity disorder (ADHD) is a common developmental disorder characterized by symptoms of impulsivity, inattention, and hyperactivity that interfere with development. Given the lasting academic and social deficits associated with ADHD symptoms, it is critical to study the risk factors of this disorder and possible factors that could protect against its development. Therefore, the current study investigated the potential role of social support from parents, siblings, teachers, and peers as promotive and protective factors against the development of ADHD symptoms for children at familial risk of developing ADHD symptoms. Participants included 903 twins (30.5% monozygotic twins, 35.9% same-sex dizygotic twins, 31.7% opposite-sex dizygotic twins) from the longitudinal Arizona Twin Project. Children (51.6% female) were assessed for social support and ADHD symptoms at age 8 (M = 8.42, SD = 0.68) and for ADHD symptoms at age 9 (M = 9.71, SD = 0.93). Children’s familial risk for developing ADHD symptoms was assessed as a function of their cotwin’s symptom status at age 8 and the pair’s zygosity. Mixed model regression analyses indicated that familial risk was a robust predictor of ADHD symptoms. Further, peer acceptance was found to operate as a promotive factor against the development of ADHD symptoms, with some evidence for positive parenting as a promotive factor, as well. None of the forms of social support were found to be protective factors for children at familial risk of developing ADHD symptoms. Bivariate twin analyses revealed that peer acceptance and ADHD were related for both genetic and environmental reasons, suggesting that children’s heritable behaviors influence their peer acceptance. Future directions may include examining additional factors as possible moderators of familial risk of developing ADHD symptoms.
ContributorsHawkins, Jessica Kathryn (Author) / Lemery-Chalfant, Kathryn (Thesis director) / Miadich, Samantha (Committee member) / School of Life Sciences (Contributor) / Department of Psychology (Contributor) / Barrett, The Honors College (Contributor)
Created2020-12