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1.
Front Genet ; 15: 1203577, 2024.
Article in English | MEDLINE | ID: mdl-38818035

ABSTRACT

Cross-sectional data allow the investigation of how genetics influence health at a single time point, but to understand how the genome impacts phenotype development, one must use repeated measures data. Ignoring the dependency inherent in repeated measures can exacerbate false positives and requires the utilization of methods other than general or generalized linear models. Many methods can accommodate longitudinal data, including the commonly used linear mixed model and generalized estimating equation, as well as the less popular fixed-effects model, cluster-robust standard error adjustment, and aggregate regression. We simulated longitudinal data and applied these five methods alongside naïve linear regression, which ignored the dependency and served as a baseline, to compare their power, false positive rate, estimation accuracy, and precision. The results showed that the naïve linear regression and fixed-effects models incurred high false positive rates when analyzing a predictor that is fixed over time, making them unviable for studying time-invariant genetic effects. The linear mixed models maintained low false positive rates and unbiased estimation. The generalized estimating equation was similar to the former in terms of power and estimation, but it had increased false positives when the sample size was low, as did cluster-robust standard error adjustment. Aggregate regression produced biased estimates when predictor effects varied over time. To show how the method choice affects downstream results, we performed longitudinal analyses in an adolescent cohort of African and European ancestry. We examined how developing post-traumatic stress symptoms were predicted by polygenic risk, traumatic events, exposure to sexual abuse, and income using four approaches-linear mixed models, generalized estimating equations, cluster-robust standard error adjustment, and aggregate regression. While the directions of effect were generally consistent, coefficient magnitudes and statistical significance differed across methods. Our in-depth comparison of longitudinal methods showed that linear mixed models and generalized estimating equations were applicable in most scenarios requiring longitudinal modeling, but no approach produced identical results even if fit to the same data. Since result discrepancies can result from methodological choices, it is crucial that researchers determine their model a priori, refrain from testing multiple approaches to obtain favorable results, and utilize as similar as possible methods when seeking to replicate results.

2.
Child Abuse Negl ; 142(Pt 1): 105919, 2023 08.
Article in English | MEDLINE | ID: mdl-36243575

ABSTRACT

BACKGROUND: Children exposed to adversity are at increased risk for underachievement in reading; however, how early that risk appears and the mechanisms underlying that risk are unclear. OBJECTIVE: Identify whether individual variation in nonword repetition-a clinical indicator of language and reading ability-can be captured in early childhood (three- to five-years-old) and how various features of adversity exposure (e.g., dosage, severity) are associated with performance. PARTICIPANTS AND SETTING: Community-based sample of children between the ages of three- and five-years-old who were exposed to significant adversity (n = 92) and living in a major Midwestern metropolitan area. METHODS: Participants completed a nonword repetition task, and their parent completed a comprehensive adversity questionnaire to report on the child's cumulative lifetime adversity exposure. RESULTS: Over a third of the participants (34.78 %) did not meet age expectations on the nonword repetition task; however, nonword repetition performance did not significantly associate with the features of the adverse experience (i.e., dosage, severity, frequency, chronicity). CONCLUSIONS: Risk for underachievement in reading appears early in the preschool years for children exposed to adversity; however, the underlying mechanisms remain unclear since the features of the children's adverse experiences did not associate with their performance. Implications for prevention and early identification within the learning context are discussed.


Subject(s)
Language , Reading , Child , Child, Preschool , Humans , Learning , Language Development , Cognition
3.
Child Abuse Negl ; 142(Pt 1): 105928, 2023 08.
Article in English | MEDLINE | ID: mdl-36244823

ABSTRACT

BACKGROUND: While researchers have found a link between childhood maltreatment and language difficulties, the underlying mechanisms remain unclear and replication across the literature is inconsistent. OBJECTIVE: To conduct a systematic review examining the methodological inconsistencies related to studies' samples construction, maltreatment measurement, and language outcomes using a language acquisition theory-based approach. METHODS: Using the PRISMA framework, a literature search was conducted across five databases to identify studies that have investigated the effects of maltreatment on the language dimensions of vocabulary and grammar. Data were extracted for participant and maltreatment characteristics. RESULTS: Fifty articles were reviewed. The results revealed: 1) maltreated children performed consistently below peers on grammar but not vocabulary assessments, 2) disproportionate use of vocabulary assessments, 3) considerable variability on participant characteristics and limited multidimensional measurement of maltreatment exposure, and 4) only nine studies analyzed the relationship between a maltreatment dimension (e.g., type, severity) and language. CONCLUSIONS: Based on the results of this review, we propose three calls to action: 1) more language acquisition research in the child maltreatment field, 2) specificity when constructing samples with maltreated children, and 3) comprehensive and multidimensional maltreatment measurement. Implications for education were examined.


Subject(s)
Child Abuse , Vocabulary , Child , Humans , Linguistics , Language Development , Educational Status
4.
Res Child Adolesc Psychopathol ; 51(12): 1739-1751, 2023 12.
Article in English | MEDLINE | ID: mdl-36129567

ABSTRACT

The present study elucidates heterogeneity in post-traumatic stress symptoms (PTSS) across adolescence in a sample of youth who have experienced myriad types and combinations of potentially traumatic events (PTEs), including substantiated physical abuse, sexual abuse, neglect and/or at least one other self-reported PTE. A machine learning technique was used to assess a multivariate set of variables (e.g., PTEs, individual risk and protective factors, social risk and protective factors, and racial and ethnic minority status) as predictors of PTSS trajectory group membership. The sample included 498 maltreated (n = 275) and comparison (n = 223) 14-19-year-old female adolescents (M = 15.27, SD = 1.06 at Time 1) assessed annually until age 19. 45.7% of participants were White, 45.3% Black, 0.4% Native American, 0.8% Hispanic, and 7.7% other. Growth mixture modeling identified three distinct trajectories of PTSS: (1) recovery (56%); (2) moderate, chronic (25%); and (3) high, chronic (19%). An elastic net model was used to test predictors of membership in the recovery versus the high, chronic PTSS trajectory groups. Results demonstrated that the recovery trajectory was characterized by the absence of sexual abuse, physical abuse, and other traumas, higher self-esteem, less affective dysregulation, less risky peers, lower levels of parent depression, and being of racial/ethnic minority status. Findings help to characterize individual variation in trajectories of PTSS following PTEs by underscoring the unique trauma responses of racial and ethnic minority youth and offering possible targets of interventions to promote recovery from PTSS.


Subject(s)
Minority Groups , Stress Disorders, Post-Traumatic , Adolescent , Female , Humans , Young Adult , Ethnicity , Protective Factors , Stress Disorders, Post-Traumatic/epidemiology , Racial Groups , Risk Factors
5.
J Speech Lang Hear Res ; 65(9): 3471-3490, 2022 09 12.
Article in English | MEDLINE | ID: mdl-35973108

ABSTRACT

PURPOSE: Children exposed to adversity (e.g., chronic poverty, traumatic events, and maltreatment) are at increased risk for performing below age expectations on norm-referenced language assessments, but it is unknown whether the risk is higher for specific language impairment (SLI). This exploratory study investigated whether adversity exposure is associated with reduced grammar knowledge and SLI. METHOD: The syntax subtest of the Diagnostic Evaluation of Language Variation-Norm-Referenced (DELV-NR) assessment was administered to 30 school-age children with known histories of adversity exposure. Their primary caregiver also completed a comprehensive adversity exposure measure, which captured adverse event type, frequency, chronicity, and severity. Analyses included t tests, correlations, Mann-Whitney U tests, and chi-square. RESULTS: Overall, the sample performed below age expectations on the DELV-NR Syntax subtest, and a higher percentage of participants (20%) met diagnostic criteria for SLI than expected. The SLI and typical language (TL) groups did not significantly differ in adversity dosage, frequency, chronicity, or severity; however, participants in the SLI group were 1.46 times more likely to have experienced physical trauma than the participants in the TL group. CONCLUSIONS: Children with known histories of adversity exposure presented with grammatical deficits and SLI more often than expected based on the DELV-NR normative sample; however, features of the adverse event did not associate with SLI status except for exposure to physical trauma (e.g., physical abuse and victimization). Future research is needed to investigate the prevalence and potential causal pathways of SLI in this population. SUPPLEMENTAL MATERIAL: https://doi.org/10.23641/asha.20483706.


Subject(s)
Language Development Disorders , Specific Language Disorder , Child , Humans , Language Development Disorders/diagnosis , Language Tests , Linguistics
6.
Am J Speech Lang Pathol ; 31(3): 1221-1243, 2022 05 10.
Article in English | MEDLINE | ID: mdl-35235411

ABSTRACT

PURPOSE: Children with specific language impairment (SLI) are underidentified, despite a robust literature on their language abilities and a clinical grammar marker. Adlof and Hogan (2019) call for school systems to assess oral language and provide supports through response to intervention (RTI), with the aim of identifying and supporting children with SLI and other language impairments. However, it is unknown how teachers make educational decisions for children with SLI. METHOD: A web-based survey was distributed to public school teachers nationwide (N = 304). In this observational study, teachers read six vignettes featuring profiles of children systematically varying in the linguistic characteristics relevant to SLI (e.g., difficulty with verb tense) and responded to items on the educational decisions that they would make in the absence of workplace constraints. RESULTS: Teachers were likely to identify that the children in the vignettes needed language for classroom success and to indicate that they would provide in-class intervention. However, teachers were unlikely to recommend speech-language pathology services. These outcomes were mostly consistent across all child characteristics and teacher characteristics. CONCLUSIONS: Findings show that teachers were sensitive to the language-based needs of children with SLI and elected to provide in-class intervention. Future work is needed to understand how workplace characteristics, including opportunities for interprofessional collaboration, and the heterogeneity of children with SLI, inform teacher educational decision making.


Subject(s)
Language Development Disorders , Specific Language Disorder , Child , Child Language , Decision Making , Humans , Language Development Disorders/diagnosis , Language Development Disorders/therapy , Language Tests , Linguistics , Reading
7.
Am J Speech Lang Pathol ; 31(2): 854-880, 2022 03 10.
Article in English | MEDLINE | ID: mdl-35120298

ABSTRACT

PURPOSE: Most research on language acquisition and impairments is neutral to work setting; however, work settings (e.g., schools, health care) are expected to differ in alignment with overlaid workplace models (e.g., education, medical). These differences may affect clinical service provision for individuals with specific language impairment (SLI). This article evaluates potential effects of work setting on top-down advocacy initiatives and clinical service provision for children with symptoms of SLI. METHOD: Speech-language pathologists serving pediatric populations in health care-based (n = 140) and school-based (n = 423) work settings completed a three-part survey: (a) participant demographics, (b) report of case/workload and practice patterns, and (c) clinical vignettes and eligibility belief. Data analysis included descriptives and chi-square tests. RESULTS: The work setting groups reported differences in eligibility terminology, eligibility criteria, and practice patterns from the point of referral through discharge. The reported differences aligned with overlaid workplace models. As compared to the school-based group, health care-based participants reported fewer eligibility restrictions in the workplace, agreed more often with a belief in less restrictive eligibility criteria, and reported more sensitive clinical decisions when operating under neutral workplace circumstances. Despite these findings, health care-based participants reported a smaller proportion of individuals with language impairment only on their caseload. DISCUSSION: Work setting variations influence the underidentification of individuals with SLI for speech-language pathology services. Differences in responses by workplace indicate the need for unique and targeted advocacy efforts. Shifting diagnostic terminology and criteria will be insufficient in closing the gap unless advocacy efforts also address speech-language pathologists' workplace realities.


Subject(s)
Language Disorders , Specific Language Disorder , Speech-Language Pathology , Child , Humans , Language Disorders/diagnosis , Language Disorders/therapy , Speech-Language Pathology/education , Surveys and Questionnaires , Workload , Workplace
8.
Lang Speech Hear Serv Sch ; 50(2): 283-307, 2019 04 23.
Article in English | MEDLINE | ID: mdl-30969904

ABSTRACT

Purpose The speech-language pathologist's (SLP's) role for the specific language impairment (SLI) population is to provide specialized intervention targeting underlying deficits. However, children with SLI are often underrepresented on caseloads despite a high prevalence of the disorder and known long-term impacts. This study explored how SLPs use research to inform clinical decision making for SLI under neutral workplace circumstances. Method A national web-based survey was distributed to SLPs ( n = 563) to investigate assessment and intervention clinical decision making for individuals with SLI. Vignettes portrayed various clinical profiles of SLI across dimensions of affectedness (child characteristics). Respondents made clinical decisions under neutral workplace conditions to remove confounds of work setting, policies, and caseload/time management constraints. The influence of child and practitioner characteristics on clinical decision making was explored. Results Variation across the vignettes emerged for the clinical decisions of SLP service recommendation, service delivery, intervention contents, specific treatment goals, and a monitoring approach. Practitioner characteristics had little influence, while child characteristics influenced responses across the clinical decision-making process. Assessment standard scores and percentiles were most strongly associated with SLP service recommendation. Conclusion The use of vignette methodology was demonstrated for the discipline of communication sciences and disorders. SLPs recommended services for individuals with SLI at higher rates than in actual practice; however, variation across the clinical decision-making process occurred. Implications include the reduction and removal of constraining workplace characteristics and increasing SLP competency for identifying the diagnostic profile of SLI.


Subject(s)
Clinical Decision-Making , Specific Language Disorder/diagnosis , Specific Language Disorder/therapy , Speech-Language Pathology/methods , Child , Female , Humans , Internet , Male , Speech , Speech-Language Pathology/standards , Surveys and Questionnaires
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