Large language models (LLMs) hold promise to serve complex health information needs but also have the potential to introduce harm and exacerbate health disparities. Reliably evaluating equity-related model failures is a critical step toward developing systems that promote health equity. We present resources and methodologies for surfacing biases with potential to precipitate equity-related harms in long-form, LLM-generated answers to medical questions and conduct a large-scale empirical case study with the Med-PaLM 2 LLM.
View Article and Find Full Text PDFObjective: Mobile health technology offers promise for reducing disparities in pediatric asthma care and outcomes by helping parents more effectively communicate with their children's primary care providers and manage their children's asthma. This study tested the impact of a text messaging program on emergency department utilization and asthma morbidity.
Methods: A randomized controlled trial enrolled 221 parents of Medicaid-insured children visiting the emergency departments of 2 urban children's hospitals in the Pacific Northwest for an asthma-related concern between September 2015 and February 2019.
To effectively support asthma self-management among children most at risk for poor outcomes, it is important to examine potential disparities in parents' asthma-related knowledge. This study draws on baseline data collected from a randomized controlled trial to analyze how knowledge of asthma self-management varies by sociodemographic characteristics in a racially and economically diverse sample of Medicaid-insured children seeking emergency asthma care (N=221). Multivariable linear regression revealed that parent race/ethnicity, preferred language, and education were independently associated with scores on the Asthma Self Management Knowledge Questionnaire, and there was a significant interaction between parent race/ethnicity and education.
View Article and Find Full Text PDFObjective: Because higher parental psychosocial stress is associated with worsened asthma outcomes in children, we sought to determine if a parent-focused stress management intervention would improve outcomes among their at-risk African American children.
Methods: We enrolled self-identified African American parent-child dyads (children aged 4-12 years old with persistent asthma, no co-morbidities, on Medicaid) in a prospective, single-blind, randomized clinical trial with follow-up at 3, 6, and 12 months. All children received care based on the guidelines of the National Institutes of Health.
Jt Comm J Qual Patient Saf
February 2019
Background: Parents with limited English proficiency (LEP) demonstrate lower comprehension of discharge instructions. A study was conducted to (1) determine the feasibility of providing a greeting card with language-specific, audio-recorded discharge instructions to LEP parents; (2) describe use of and satisfaction with the cards; and (3) evaluate card effect on instruction comfort with home care and comprehension.
Methods: LEP parents of children undergoing day surgery from April to September 2016 were eligible.
J Allergy Clin Immunol
December 2016
Stakeholder engagement has the potential to develop research interventions that are responsive to patient and provider preferences. This approach contrasts with traditional models of clinical research in which researchers determine the study's design. This article describes the effect of stakeholder engagement on the design of a randomized trial of an intervention designed to improve child asthma outcomes by reducing parental stress.
View Article and Find Full Text PDFIntroduction: Transitions between inpatient and outpatient care and pediatric to adult care are associated with increased mortality for sickle cell disease (SCD) patients. As accurate and timely sharing of health information is essential during transitions, a health information technology (HIT)-enabled tool holds promise to improve care transitions.
Methods: From 2012 through 2014, the team conducted and analyzed data from an environmental scan, key informant interviews, and focus groups to inform the development of an HIT-enabled tool for SCD patients' use during care transitions.
Pediatr Clin North Am
October 2015
The Affordable Care Act has caused and continues to cause sweeping changes throughout the health system in the United States. Poorly explained, complex, controversial, confusing, and subject to continuous legal and regulatory definition, the law stands as a hallmark piece of legislation that will change the health sector in America forever. This article summarizes the Affordable Care Act with a focus on children, families, and disparities.
View Article and Find Full Text PDFObjective: To determine if parents' self-efficacy in communicating with their child's pediatrician is associated with African American mothers' disclosure of psychosocial concerns during pediatric primary care visits.
Methods: Self-identified African American mothers (n = 231) of children 2 to 5 years were recruited from 8 urban pediatric primary care practices in the Washington, DC, metropolitan area. Visits were audiorecorded, and parents completed phone surveys within 24 hours.
Objective: To determine if a health communication intervention targeting parents of high-risk, urban, minority children with asthma could (i) improve parental perceptions of connectedness to and communication with their child's primary care providers (PCP) and (ii) decrease reliance on emergency departments (EDs) and other urgent care services for their child's asthma-related care.
Methods: The design was a single blind, parallel groups, randomized controlled trial. Parents were recruited from an ED-based asthma clinic serving primarily low-income, minority children in Washington, DC.
In response to demographic and other trends that may affect the future of the field of pediatrics, the Federation of Pediatric Organizations formed 4 working groups to participate in a year's worth of research and discussion preliminary to a Visioning Summit focusing on pediatric practice, research, and training over the next 2 decades. This article, prepared by members of the Gender and Generations Working Group, summarizes findings relevant to the 2 broad categories of demographic trends represented in the name of the group and explores the interface of these trends with advances in technology and social media and the impact this is likely to have on the field of pediatrics. Available data suggest that the trends in the proportions of men and women entering pediatrics are similar to those over the past few decades and that changes in the overall ratio of men and women will not substantially affect pediatric practice.
View Article and Find Full Text PDFBackground: There is considerable potential for mobile technologies to empower pediatric patients and families by improving their communication with health professionals. National surveys suggest minority parents frequently communicate via mobile technology, but it is uncertain how amenable they are to receiving health care information in this format. Although the low cost and far reach characteristics of mobile health (mHealth) technology makes it advantageous for communication with minority parents, data on acceptance are needed.
View Article and Find Full Text PDFBackground: Asian-American children are considered to be at low risk of obesity, but previous estimates have not distinguished between children from different Asian countries. We estimate the prevalence of obesity among Asian-American children by mother's country of origin, generational status, and family socioeconomic factors using a secondary analysis of the Early Childhood Longitudinal Study-Birth Cohort (ECLS-B) wave III (children ∼4 years old) dataset.
Methods: The ECLS-B is a nationally representative study of children born in 2001 that oversampled births to Asian mothers.
Objective: Patients' trust in their primary care providers has important implications in terms of health outcomes and, among minority patients, mitigating racial health disparities. This study aims to identify family, provider, and health care setting characteristics that predict African American parents' trust in their child's primary care provider and whether provider partnership-building communication style explains this association.
Methods: Data were collected via retrospective telephone interviews completed 2 weeks after a child's health care visit to 1 of 7 pediatric primary care clinics in Washington, DC (3 community health centers, 3 private practices, and 1 hospital-based clinic).
J Clin Psychol Med Settings
September 2012
Parent involvement in type 1 diabetes (T1DM) care leads to improved adherence; however, the manner in which parents approach illness management interactions with children must also be considered. It was hypothesized that greater use of an authoritative parenting style and less parenting stress would be associated with greater behavioral adherence and better metabolic control. Ninety-five primary caregivers of preadolescents (ages 8-11) with T1DM completed questionnaires assessing parenting style, pediatric parenting stress, and child behavioral adherence.
View Article and Find Full Text PDFObjective: To identify family, provider, and healthcare setting characteristics associated with African-American parents' perceptions of partnership with their child's primary care provider.
Study Design: Data were collected via a telephone survey of 425 African-American parents of 0- to 5-year-old children who had presented for a health visit 1 to 2 weeks earlier at participating pediatric primary care practices in Washington, DC. Parents' perceptions of the level of partnership building by their child's provider were assessed using the Street Provider Communication Style instrument.
Adolescent mothers and their children are particularly susceptible to witnessing or directly experiencing violence. Such violence exposure predicts maternal distress, parenting, and child behavior problems. The current study examined how mothers' depressive symptoms, aggression, harsh disciplinary practices, and home environment independently explain the association between mothers' violence exposure and children's externalizing and internalizing behavior, controlling for their children's violence exposure.
View Article and Find Full Text PDFUrban, minority, adolescent mothers are particularly vulnerable to violence exposure, which may increase their children's developmental risk through maternal depression and negative parenting. The current study tests a conceptual model of the effects of community and contextual violence exposure on the mental health and parenting of young, African-American mothers living in Washington, DC. A path analysis revealed significant direct effects of witnessed and experienced violence on mothers' depressive symptoms and general aggression.
View Article and Find Full Text PDFObjective: Children of adolescent mothers are at increased risk of violence exposure and behavior problems, which have been linked to mothers' disciplinary practices. This study examines how the effect of young African American mothers' discipline on their preschool-age children's externalizing and internalizing behavior varies by mother and child violence exposure.
Methods: A sample of 230 African American mothers who gave birth as adolescents and their 3- to 6-year-old children were recruited from community-based day care and primary health care sites in the Washington, DC, metropolitan region.