Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study.

Background: Artificial intelligence (AI) has repeatedly been shown to encode historical inequities in healthcare. We aimed to develop a framework to quantitatively assess the performance equity of health AI technologies and to illustrate its utility via a case study. Methods: Here, we propose a methodology to assess whether health AI technologies prioritise performance for patient populations experiencing worse outcomes, that is complementary to existing fairness metrics. We developed the Health Equity Assessment of machine Learning performance (HEAL) framework designed to quantitatively assess the performance equity of health AI technologies via a four-step interdisciplinary process to understand and quantify domain-specific criteria, and the resulting HEAL metric. As an illustrative case study (analysis conducted between October 2022 and January 2023), we applied the HEAL framework to a dermatology AI model. A set of 5420 teledermatology cases (store-and-forward cases from patients of 20 years or older, submitted from primary care providers in the USA and skin cancer clinics in Australia), enriched for diversity in age, sex and race/ethnicity, was used to retrospectively evaluate the AI model's HEAL metric, defined as the likelihood that the AI model performs better for subpopulations with worse average health outcomes as compared to others. The likelihood that AI performance was anticorrelated to pre-existing health outcomes was estimated using bootstrap methods as the probability that the negated Spearman's rank correlation coefficient (i.e., "R") was greater than zero. Positive values of R suggest that subpopulations with poorer health outcomes have better AI model performance. Thus, the HEAL metric, defined as p (R >0), measures how likely the AI technology is to prioritise performance for subpopulations with worse average health outcomes as compared to others (presented as a percentage below). Health outcomes were quantified as disability-adjusted life years (DALYs) when grouping by sex and age, and years of life lost (YLLs) when grouping by race/ethnicity. AI performance was measured as top-3 agreement with the reference diagnosis from a panel of 3 dermatologists per case. Findings: Across all dermatologic conditions, the HEAL metric was 80.5% for prioritizing AI performance of racial/ethnic subpopulations based on YLLs, and 92.1% and 0.0% respectively for prioritizing AI performance of sex and age subpopulations based on DALYs. Certain dermatologic conditions were significantly associated with greater AI model performance compared to a reference category of less common conditions. For skin cancer conditions, the HEAL metric was 73.8% for prioritizing AI performance of age subpopulations based on DALYs. Interpretation: Analysis using the proposed HEAL framework showed that the dermatology AI model prioritised performance for race/ethnicity, sex (all conditions) and age (cancer conditions) subpopulations with respect to pre-existing health disparities. More work is needed to investigate ways of promoting equitable AI performance across age for non-cancer conditions and to better understand how AI models can contribute towards improving equity in health outcomes. Funding: Google LLC.

Text2Breathe: Text-Message Intervention for Parent Communication and Pediatric Asthma.

OBJECTIVE: 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. Standardized surveys were administered to parents at baseline and 12 months later to assess the primary outcomes of emergency department utilization and morbidity as well as primary care utilization, parent communication self-efficacy, and asthma self-management knowledge. The intervention group received brief in-person education on partnering with primary care providers, followed by 3 months of educational text messages. RESULTS: Participants were mostly female, English speakers, of minority race and ethnicity, and living below 200% of the federal poverty level. Negative binomial and linear regressions indicated no significant group differences in annual number of emergency department visits, morbidity, parent communication self-efficacy, or asthma self-management knowledge at 12 months' follow-up, adjusting for baseline covariates. Average annual rate of primary care visits for asthma was 35% higher in the intervention group compared to control group at follow-up (95% confidence interval 1.03-1.76, P = .03). CONCLUSIONS: This parent-focused text message intervention did not impact emergency department utilization or asthma morbidity; however, results suggest its potential for enhancing use of primary care for management of pediatric chronic conditions.

Sociodemographic Differences in Asthma Self-Management Knowledge of Parents Seeking Asthma Care for their Children in Pediatric Emergency Departments.

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. In analyses stratified by parent education level, Latinx race/ethnicity was associated with lower-self-management knowledge among parents with higher education level, but not among those with a lower level of education. Our findings call for further research to understand and address the unique barriers to improving asthma self-management knowledge among Latinx parents and parents with limited English proficiency.

Randomized clinical trial of parental psychosocial stress management to improve asthma outcomes.

OBJECTIVE: 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. Developed with extensive local stakeholder engagement, the intervention consisted of four individual sessions with a community wellness coach (delivered over 3 months) supplemented with weekly text messaging and twice monthly group sessions (both delivered for 6 months). The main outcome was asthma symptom-free days in the prior 14 days by repeated measures at 3 and 6 months follow-up. RESULTS: We randomized 217 parent-child dyads and followed 196 (90.3%) for 12 months. Coaches completed 338/428 (79%) of all individual sessions. Symptom-free days increased significantly from baseline in both groups at 3, 6, and 12 months, but there were no significant differences between groups over the first 6 months. At 12 months, the intervention group sustained a significantly greater increase in symptom-free days from baseline [adjusted difference = 0.92 days, 95% confidence interval (0.04, 1.8)]. CONCLUSION: The intervention did not achieve its primary outcome. The efficacy of providing psychosocial stress management training to parents of at-risk African American children with persistent asthma in order to improve the children's outcomes may be limited. CLINICALTRIALS.GOV: NCT02374138.

Audio-Recorded Discharge Instructions for Limited English Proficient Parents: A Pilot Study.

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. Participants were randomized to usual discharge instructions, or usual instructions plus a three-minute card with language-specific audio instructions that could be replayed repeatedly. Parents were surveyed by telephone two to seven days postdischarge to assess card use and satisfaction, comfort with home care, and discharge instruction recall (medications, home care, follow-up, and return precautions). Parent-reported instructions were compared to instructions in the medical record; concordance was determined by two blinded reviewers. Due to difficulty achieving recruitment goals, analysis focused on feasibility and acceptability. RESULTS: Of 83 parents enrolled, 66 (79.5%) completed the follow-up survey. Most had not completed high school (61.0%) and spoke Spanish (89.2%). Parents reported high satisfaction with the card (4.5/5 for ease of use, helpfulness, and understandability). Ninety-four percent shared the card with others, and 45.2% reported listening > 5 times. Besides reviewing the care instructions generally, parents reported using the card to review medications and engage others in the child's care. CONCLUSION: Providing language-concordant, audio-recorded discharge instructions was feasible, and parents reported high satisfaction with and frequent use of the cards with multiple caregivers.

Using stakeholder engagement to develop a patient-centered pediatric asthma intervention.

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. The study team developed and implemented a stakeholder engagement process that provided iterative feedback regarding the study design, patient-centered outcomes, and intervention. Stakeholder engagement incorporated the perspectives of parents of children with asthma; local providers of community-based medical, legal, and social services; and national experts in asthma research methodology and implementation. Through a year-long process of multidimensional stakeholder engagement, the research team successfully refined and implemented a patient-centered study protocol. Key stakeholder contributions included selection of patient-centered outcome measures, refinement of intervention content and format, and language framing the study in a culturally appropriate manner. Stakeholder engagement was a useful framework for developing an intervention that was acceptable and relevant to our target population. This approach might have unique benefits in underserved populations, leading to sustainable improvement in health outcomes and reduced disparities.

Improving Sickle Cell Transitions of Care Through Health Information Technology.

INTRODUCTION: 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. The scan included searches of peer-reviewed and gray literature to understand SCD patient needs, transition concerns, and best practices in mobile health applications, and searches of websites and online stores to identify existing transition tools and their features. Eleven focus groups consisted of four groups of SCD patients of varying ages (≥9 years); three groups of parents/caregivers of SCD patients; three groups of providers; and one with IT developers. RESULTS: In focus groups, patients and caregivers reported that the transition from home to the emergency department (ED) was the most challenging; the ED was also where transitions from pediatric to adult care usually occurred. Patients felt they were not taken seriously by unfamiliar ED providers, and their inability to convey their diagnosis, pain regimen, and detailed medical history while in significant pain hindered care. CONCLUSIONS: The environmental scan did not reveal an existing suitable transition tool, but patients, parents, providers, and IT experts saw the potential and appeal of creating a tool to meet ED health information needs to improve care transitions.

Children, Families, and Disparities: Pediatric Provisions in the Affordable Care Act.

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. Also provided is the context of the current system of health care coverage in the United States.

Which African American mothers disclose psychosocial issues to their pediatric providers?

OBJECTIVE: 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. Maternal disclosure of psychosocial issues and self-efficacy in communicating with their child's provider were measured using the Roter Interactional Analysis System (RIAS) and the Perceived Efficacy in Patient-Physician Interactions (PEPPI), respectively. RESULTS: Thirty-two percent of mothers disclosed psychosocial issues. Mothers who disclosed were more likely to report maximum levels of self-efficacy in communicating with their child's provider compared to those who did not disclose (50% vs 35%; P = .02). During visits in which mothers disclosed psychosocial issues, providers were observed to provide more psychosocial information (mean 1.52 vs 1.08 utterances per minute, P = .002) and ask fewer medical questions (mean 1.76 vs 1.99 utterances per minute, P = .05) than during visits in which mothers did not disclose. The association between self-efficacy and disclosure was significant among low-income mothers (odds ratio 5.62, P < .01), but not higher-income mothers. CONCLUSIONS: Findings suggest that efforts to increase parental self-efficacy in communicating with their child's pediatrician may increase parents' likelihood of disclosing psychosocial concerns. Such efforts may enhance rates of identifying and addressing psychosocial issues, particularly among lower-income African American patients.

Randomized trial of a health communication intervention for parents of children with asthma.

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. The intervention involved face-to-face education on effective communication followed by a single booster call. Standardized instruments were administered to assess primary care connectedness and healthcare utilization at baseline and 2- and 6-months post-enrollment. RESULTS: A total of 150 parents of children 1-12 years old were randomized (77 intervention and 73 usual care), and 137 (91%) were successfully followed for six months. Only at the two-month follow-up time-point, parents in the intervention group were significantly more likely to identify a PCP as the main source of their child's asthma care (adjusted odds ratio: 12.6, 95% confidence interval: 1.1-142.1) and to report a significant reduction in ED visits for asthma care (adjusted incidence rate ratio: 0.3, 95% confidence interval: 0.1-0.8). There was no significant effect on parent communication self-efficacy or number of PCP visits. CONCLUSIONS: A brief, in-person health communication intervention for parents of high-risk children with asthma resulted in improved identification of PCPs as the usual source of asthma care and reduced reliance on EDs for asthma care, albeit only for two months post-intervention.

Gender and generational influences on the pediatric workforce and practice.

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. However, although women may be as likely to succeed in academic medicine and research, fewer women than men enter research, thereby potentially decreasing the number of pediatric researchers as the proportion of women increases. Complex generational differences affect both the workforce and interactions in the workplace. Differences between the 4 generational groups comprising the pediatric workforce are likely to result in an evolution of the role of the pediatrician, particularly as it relates to aspects of work-life balance and the use of technology and social media.

Internet and mobile technology use among urban African American parents: survey study of a clinical population.

BACKGROUND: 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. OBJECTIVE: The objective of the study was to determine utilization of mobile and Internet technology by African American parents in an urban, underserved population, and to assess their interest in receiving health information via text messaging or other technologies (eg, social media and the Internet). METHODS: A survey was administered to parents of children aged 1-12 years covered by public insurance receiving care at 3 pediatric primary care centers in Washington, DC. RESULTS: The African American sample (N=302) was composed of primarily single (75.8%, 229/302) mothers. Almost half had more than a high school education (47.7%, 144/302) and incomes above US $25,000 per year (43.0%, 130/302). Most (97.0%, 293/302) reported owning a cell phone, of which 91.1% (275/302) used it to text and 78.5% (237/302) used it to access the Internet. Most had service plans with unlimited text and data, but 26.5% (80/302) experienced service interruptions in the previous year. Home Internet access was more prevalent among those with higher income (86.2%, 112/130), but it was still relatively pervasive among lower income families (66.9%, 83/124). In adjusted logistic regression models, African American mothers with income greater than US $25,000 annually were 4 times as likely to own a tablet computer than their lower income counterparts. Of the participants, 80.8% (244/302) used social networking, primarily Facebook, and 74.2% (224/302) were interested in joining a social networking group about a health topic concerning their child. Although relatively few African American mothers (17.9%, 54/302) shared health information via texting, there was strong interest in receiving health information via mobile phones (87.4%, 264/302). There was no significant difference in Internet/mobile device use or interest in using these outlets to send/receive information about their children's health between parents of healthy children and parents of children with chronic health conditions. CONCLUSIONS: Urban African American parents are active users of the Internet and mobile technology for social interactions, but they are less likely to use it for accessing or communicating health information. However, most parents expressed an interest in receiving health information or utilizing social networking to learn more about health topics. Mobile technology and social networks may be an underutilized method of providing health information to underserved minority populations.

Prevalence of obesity among young Asian-American children.

BACKGROUND: 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. Asian ethnic categories included Chinese, Japanese, Filipino, Asian Indian, Korean, Vietnamese, and Other Asian/Pacific Islander. The primary outcome variable was weight status; overweight = BMI ≥85(th) and obese = BMI ≥95(th) percentile for age and gender. RESULTS: Twenty-six percent [95% confidence interval (CI) 23.6-29.1] of Asian-American 4 year olds were overweight or obese, and 13% (95% CI 10.2-15.2) were obese. Chinese-American children were at lower risk of overweight or obesity (23.5%, 95% CI 18.4-29.5 ) compared to whites (36%, 95% CI 34.3-37.7); Asian-Indian 4 year olds had the lowest rates of overweight or obesity (15.6%, 95% CI 8.0-28.2) and were most likely to be underweight (10%, 95% CI 4.9-19.4). Among Asians,Vietnamese-American children had the highest rate of overweight or obesity (34.7%, 95% CI 0.6-52.3). CONCLUSIONS: Vietnamese-American children are at elevated risk of obesity and overweight, whereas Chinese and Asian-Indian children are at low risk. After controlling for Asian ethnicity, maternal education, and household poverty status, Asian-American children whose mothers were born outside the United States were less likely to be obese [odds ratio = 0.55 (0.32-0.95), p = 0.03].

African-American parents' trust in their child's primary care provider.

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). Four hundred twenty-five self-identified African American parents of children 0 to 5 years of age participated. Parents completed several standard survey instruments about trust and provider communication style as well as demographic questionnaires about their family and their child's provider. RESULTS: A step-wise linear regression revealed significant independent effects of having a previous relationship with the provider and seeing a provider in a community health center (CHC) on higher trust. There was also evidence of mediation by provider communication style, suggesting that parents who take their child to a CHC report greater trust in their child's provider because they have higher perceptions of provider partnership building. CONCLUSIONS: African American parents' trust in their child's provider may be enhanced by continuity of care and greater use of a partnership-building communication style by providers.

Authoritative parenting, parenting stress, and self-care in pre-adolescents with type 1 diabetes.

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. Caregivers primarily self-identified as using an authoritative parenting style. Greater authoritative parenting was associated with greater behavioral adherence and less difficulty with pediatric parenting stress; no differences in metabolic control were observed. Greater engagement in authoritative parenting behaviors may contribute to increased age-appropriate child behavioral adherence and less pediatric parenting stress. Interventions highlighting diabetes-specific authoritative parenting techniques may enhance health outcomes and improve overall family functioning.

African-American parents' perceptions of partnership with their child's primary care provider.

OBJECTIVE: 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. RESULTS: Multivariate logistic regression models indicated that, after adjusting for other family and provider/setting characteristics, parents seen in community health centers were more likely to report high partnership building compared with parents seen at private or hospital-based practices. Parents with at least a college education and those who described their child's provider's race as "other" were most likely to report moderate partnership building. CONCLUSIONS: Future studies should examine elements of care delivery at community health centers that may lead to better partnerships between parents and providers in private and hospital-based practice settings.

Maternal distress explains the relationship of young African American mothers' violence exposure with their preschoolers' behavior.

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. Data were collected from 230 African American mothers living in Washington, DC who gave birth as adolescents and whose children were 3 to 5 years old. Path analysis revealed that the effect of mothers' experienced violence on children's externalizing and internalizing behavior was mediated by mothers' depressive symptoms and aggression. However, neither harsh discipline nor stimulation in the home environment acted as significant mediators, and there were no direct or indirect effects of mothers' witnessed violence on child behavior. This study builds on previous work by identifying an association between maternal violence exposure and children's behavior, independent of children's own violence exposure that is explained by mothers' increased distress but not their parenting. These findings suggest that a potential means of preventing behavior problems in minority children born to adolescent mothers is to identify mothers who have been directly exposed to violence and treat their depressive symptoms and aggressive behaviors.