Using virtual multiteam systems to conduct a multisite randomized clinical trial in the part C early intervention system: Benefits, challenges, and lessons learned.

BACKGROUND/AIMS: COVID-19 necessitated a shift to virtual data collection for many research projects, providing the opportunity for novel approaches to carrying out multi-site clinical trials. Virtual multiteam systems (VMTS) are a type of team structure in which multiple geographically dispersed teams collaborate using technology-mediated communication. The article presents a case study of our use of VMTS, in response to COVID-19, to carry out a multisite randomized hybrid effectiveness-implementation trial of a caregiver-implemented intervention. METHODS: We describe how we modified our team structure from predominantly site-specific, co-located teams to predominantly cross-site, virtual teams. We then present examples of how we have conducted the two primary data collection activities virtually. To demonstrate the feasibility of this approach, we present participant demographic information, the percent of cross-site data collection activities, and fidelity data. RESULTS: In the first 20 months of data collection, we have enrolled 108 EI providers and 132 families, with 17% and 9% attrition respectively. The family sample is highly diverse in terms of race/ethnicity, parent education, and household income. The majority of provider training activities and roughly 50% of family assessment activities have been conducted cross-site. Fidelity is high, with no differences across site. CONCLUSIONS: Our data illustrate the feasibility of using virtual teams, training, and assessment in a multisite clinical trial in the Part C system. We discuss the strengths and challenges of this approach, as well as lessons learned to facilitate the planning of future multisite randomized clinical trials which may benefit from this approach. CLINICAL TRIALS: NCT05114538.

Using Electronic Health Records to Identify Asthma-Related Acute Care Encounters.

OBJECTIVE: Leveraging "big data" to improve care requires that clinical concepts be operationalized using available data. Electronic health record (EHR) data can be used to evaluate asthma care, but relying solely on diagnosis codes may misclassify asthma-related encounters. We created streamlined, feasible and transparent prototype algorithms for EHR data to classify emergency department (ED) encounters and hospitalizations as "asthma-related." METHODS: As part of an asthma program evaluation, expert clinicians conducted a multi-phase iterative chart review to evaluate 467 pediatric ED encounters and 136 hospitalizations with asthma diagnosis codes from calendar years 2017 and 2019, rating the likelihood that each encounter was actually asthma-related. Using this as a reference standard, we developed rule-based algorithms for EHR data to classify visits. Accuracy was evaluated using sensitivity, specificity, and positive and negative predictive values (PPV, NPV). RESULTS: Clinicians categorized 38% of ED encounters as "definitely" or "probably" asthma-related; 13% as "possibly" asthma-related; and 49% as "probably not" or "definitely not" related to asthma. Based on this reference standard, we created two rule-based algorithms to identify "definitely" or "probably" asthma-related encounters, one using text and non-text EHR fields and another using non-text fields only. Sensitivity, specificity, PPV, and NPV were >95% for the algorithm using text and non-text fields and >87% for the algorithm using only non-text fields compared to the reference standard. We created a two-rule algorithm to identify asthma-related hospitalizations using only non-text fields. CONCLUSIONS: Diagnostic codes alone are insufficient to identify asthma-related visits, but EHR-based prototype algorithms that include additional methods of identification can predict clinician-identified visits with sufficient accuracy.

Child social-emotional and behavioral problems and competencies contribute to changes in developmental functioning during Early Intervention.

This study examined how social-emotional and behavioral (SEB) problems and competencies contribute to changes in developmental functioning among children enrolled in Part C Early Intervention (EI), a U.S. program supporting young children with developmental delays and disabilities. The sample included 1,055 children enrolled in EI from 2011-2019 (mean age at EI entry = 17 months; 64% male; 72% marginalized racial and ethnic backgrounds). Standardized developmental assessments, drawn from administrative records, characterized developmental functioning at EI entry and exit and parents reported SEB functioning. Hierarchical regression analyses revealed that SEB problems and competencies interacted in predicting change in developmental functioning from EI entry to exit. Monitoring, identifying, and addressing SEB problems and competencies may optimize developmental outcomes for young children with developmental delays and disabilities.

The influence of loss to follow-up in autism screening research: Taking stock and moving forward.

BACKGROUND: How best to improve the early detection of autism spectrum disorder (ASD) is the subject of significant controversy. Some argue that universal ASD screeners are highly accurate, whereas others argue that evidence for this claim is insufficient. Relatedly, there is no clear consensus as to the optimal role of screening for making referral decisions for evaluation and treatment. Published screening research can meaningfully inform these questions-but only through careful consideration of children who do not complete diagnostic follow-up. METHODS: We developed two simulation models that re-analyze the results of a large-scale validation study of the M-CHAT-R/F by Robins et al. (2014, Pediatrics, 133, 37). Model #1 re-analyzes screener accuracy across six scenarios, each reflecting different assumptions regarding loss to follow-up. Model #2 builds on this by closely examining differential attrition at each point of the multi-step detection process. RESULTS: Estimates of sensitivity ranged from 40% to 94% across scenarios, demonstrating that estimates of accuracy depend on assumptions regarding the diagnostic status of children who were lost to follow-up. Across a range of plausible assumptions, data also suggest that children with undiagnosed ASD may be more likely to complete follow-up than children without ASD, highlighting the role of clinicians and caregivers in the detection process. CONCLUSIONS: Using simulation modeling as a quantitative method to examine potential bias in screening studies, analyses suggest that ASD screening tools may be less accurate than is often reported. Models also demonstrate the critical importance of every step in a detection process-including steps that determine whether children should complete an additional evaluation. We conclude that parent and clinician decision-making regarding follow-up may contribute more to detection than is widely assumed.

Conceptualizations of health, ability to act upon those definitions and desire for supports among families from historically marginalized communities.

Respect for parents' values and clinician-parent collaboration is less common among families from historically marginalized communities. We investigated how parents from marginalized communities operationalize health and their preferences for paediatric primary care. We recruited families who spoke English, Haitian Creole or Spanish with at least one child younger than 6 years old. Staff queried families' values and life experiences, perspectives on health and healthcare, social supports and resources. Fourteen interviews with the parents of 26 children were thematically analysed. Interviews revealed the following four themes: (1) parents' definitions of 'health' extend beyond physical health; (2) families' ability to actuate health definitions is complicated by poverty's impact on agency; (3) parents engage in ongoing problem recognition and identify solutions, but enacting solutions can be derailed by barriers and (4) parents want support from professionals and peers who acknowledged the hard work of parenting. Eliciting parents' multidimensional conceptualizations of health can support families' goal achievement and concern identification in the context of isolation, limited agency and few resources. Efforts to improve family centred care and reduce disparities in paediatric primary care must be responsive to the strengths, challenges, resources and priorities of marginalized families.

Operationalizing Primary Outcomes to Achieve Reach, Effectiveness, and Equity in Multilevel Interventions.

When intervention scientists plan a clinical trial of an intervention, they select an outcome metric that operationalizes their definition of intervention success. The outcome metric that is selected has important implications for which interventions are eventually supported for implementation at scale and, therefore, what health benefits (including how much benefit and for whom) are experienced in a population. Particularly when an intervention is to be implemented in a population that experiences a health disparity, the outcome metric that is selected can also have implications for equity. Some outcome metrics risk exacerbating an existing health disparity, while others may decrease disparities for some but have less effect for the larger population. In this study, we use a computer to simulate implementation of a hypothetical multilevel, multicomponent intervention to highlight the tradeoffs that can occur between outcome metrics that reflect different operationalizations of intervention success. In particular, we highlight tradeoffs between overall mean population benefit and the distribution of health benefits in the population, which has direct implications for equity. We suggest that simulations like the one we present can be useful in the planning of a clinical trial for a multilevel and/or multicomponent intervention, since simulated implementation at scale can illustrate potential consequences of candidate operationalization of intervention success, such that unintended consequences for equity can be avoided.

Changes Over Time in Outcomes of School-Age Children and Parents Receiving Integrated Mental Health Care in Federally Qualified Health Centers.

OBJECTIVE: The purpose of this study is to understand change in parent-reported outcomes of mental health symptoms, health-related quality of life (QoL), and school-related functioning among children receiving mental health care at 3 federally qualified health centers engaging in a comprehensive pediatric mental health integration model. METHODS: Trained personnel enrolled English- or Spanish-speaking families of 6- to 12-year-old children who had recently started receiving integrated mental health care and surveyed their parent/caregiver at 3 time points: entry into the cohort, 6-month follow-up, and 12-month follow-up (unique N = 51). Primary outcomes included validated measures of child symptoms, child health-related QoL, and child school-related functioning. Secondary outcomes focused on parental functioning and included validated measures of parental stress and depressive and internalizing symptoms. A multilevel mixed-effects generalized linear model was used to estimate the change in parent-reported outcomes over time, with inverse probability weights used to address attrition. Additional analyses were conducted to determine the degree to which changes in symptoms over time were associated with improvements in school-related functioning. RESULTS: Over 12 months, children's mental health symptoms, health-related QoL, and school-related functional outcomes significantly improved. No changes in parental functioning were observed. In addition, improvements in mental health symptoms and health-related QoL were associated with improvements in school-related functional outcomes over time. CONCLUSION: Findings demonstrate that outcomes of children who received integrated mental health care improved over time, both in regard to mental health and school functioning.

Pediatric Provider and Staff Burnout in Federally Qualified Community Health Centers.

This study examined changes in provider and staff burnout in 4 Boston-area federally qualified community health centers (FQHCs) participating in a pediatric behavioral health integration project. Utilizing the Maslach Burnout Inventory-Human Services Survey for Medical Personnel (MBI-HSSMP), the study found that emotional exhaustion among primary care providers ( M = 20.5; confidence interval [CI], 17.8-23.2) was higher ( P = .001) than that among behavioral health clinicians ( M = 13.6; CI, 10.4-16.8) and ( P = .00005) community health workers ( M = 10.8; CI, 7.3-14.2). Emotional exhaustion among staff increased ( P = .04) from baseline ( M = 16.8; CI, 15.0-18.6) to follow-up ( M = 20.8; CI, 17.5-24.2), but burnout at follow-up was lower than national averages. FQHCs are integral in caring for marginalized patients; therefore, supporting a stable workforce by minimizing burnout is essential.

Associations of preschool reactive bed-sharing with sociodemographic factors, sleep disturbance, and psychopathology.

OBJECTIVE: To advance understanding of early childhood bed-sharing and its clinical significance, we examined reactive bed-sharing rates, sociodemographic correlates, persistence, and concurrent and longitudinal associations with sleep disturbances and psychopathology. METHODS: Data from a representative cohort of 917 children (mean age 3.8 years) recruited from primary pediatric clinics in a Southeastern city for a preschool anxiety study were used. Sociodemographics and diagnostic classifications for sleep disturbances and psychopathology were obtained using the Preschool Age Psychiatric Assessment (PAPA), a structured diagnostic interview administered to caregivers. A subsample of 187 children was re-assessed approximately 24.7 months after the initial PAPA interview. RESULTS: Reactive bed-sharing was reported by 38.4% of parents, 22.9% nightly and 15.5% weekly, and declined with age. At follow-up, 48.9% of nightly bed-sharers and 88.7% of weekly bed-sharers were no longer bed-sharing. Sociodemographics associated with nightly bed-sharing were Black and (combined) American Indian, Alaska Native and Asian race and ethnicity, low income and parent education less than high school. Concurrently, bed-sharing nightly was associated with separation anxiety and sleep terrors; bed-sharing weekly was associated with sleep terrors and difficulty staying asleep. No longitudinal associations were found between reactive bed-sharing and sleep disturbances or psychopathology after controlling for sociodemographics, baseline status of the outcome and time between interviews. CONCLUSIONS: Reactive bed-sharing is relatively common among preschoolers, varies significantly by sociodemographic factors, declines during the preschool years and is more persistent among nightly than weekly bed-sharers. Reactive bed-sharing may be an indicator of sleep disturbances and/or anxiety but there is no evidence that bed-sharing is an antecedent or consequence of sleep disturbances or psychopathology.

Association of Integrating Mental Health Into Pediatric Primary Care at Federally Qualified Health Centers With Utilization and Follow-up Care.

Importance: More than 1 in 5 children in low-income families report a mental health (MH) problem, yet most face barriers accessing MH services. Integrating MH services into primary care at pediatric practices such as federally qualified health centers (FQHCs) may address these barriers. Objective: To examine the association of a comprehensive MH integration model with health care utilization, psychotropic medication use, and MH follow-up care among Medicaid-enrolled children at FQHCs. Design, Setting, and Participants: This retrospective cohort study used Massachusetts claims data from 2014 to 2017 to conduct difference-in-differences (DID) analyses before vs after implementation of a complete FQHC-based MH integration model. The sample included Medicaid-enrolled children aged 3 to 17 years who received primary care at 3 intervention FQHCs or 6 geographically proximal nonintervention FQHCs in Massachusetts. Data were analyzed in July 2022. Exposures: Receipt of care at an FQHC implementing the Transforming and Expanding Access to Mental Health Care in Urban Pediatrics (TEAM UP) model, which began fully integrating MH care into pediatrics in mid-2016. Main Outcomes and Measures: Utilization outcomes included primary care visits, MH service visits, emergency department (ED) visits, inpatient admissions, and psychotropic medication use. Follow-up visits within 7 days of a MH-related ED visit or hospitalization were also examined. Results: Among the 20 170 unique children in the study sample, at baseline (2014), their mean (SD) age was 9.0 (4.1) years, and 4876 (51.2%) were female. In contrast to nonintervention FQHCs, TEAM UP was positively associated with primary care visits with MH diagnoses (DID, 4.35 visits per 1000 patients per quarter; 95% CI, 0.02 to 8.67 visits per 1000 patients per quarter) and MH service use (DID, 54.86 visits per 1000 patients per quarter; 95% CI, 1.29 to 108.43 visits per 1000 patients per quarter) and was negatively associated with rates of psychotropic medication use (DID, -0.4%; 95% CI -0.7% to -0.01%) and polypharmacy (DID, -0.3%; 95% CI, -0.4% to -0.1%). TEAM UP was positively associated with ED visits without MH diagnoses (DID, 9.45 visits per 1000 patients per quarter; 95% CI, 1.06 to 17.84 visits per 1000 patients per quarter), but was not significantly associated with ED visits with MH diagnoses. No statistically significant changes were observed in inpatient admissions, follow-up visits after MH ED visits, or follow-up visits after MH hospitalizations. Conclusions and Relevance: The first 1.5 years of MH integration enhanced access to pediatric MH services while limiting the use of psychotropic medications. Additional implementation time is necessary to determine whether these changes will translate into reductions in avoidable utilization.

Bilingual and Monolingual Autistic Toddlers: Language and Social Communication Skills.

Parents of children diagnosed with autism spectrum disorders (ASD) express concern about raising their children bilingually, and often hear advice from professionals against the use of bilingualism. The current study examined the relation between bilingualism and the language and social communication skills of toddlers diagnosed with ASD (N = 353) in the US, while controlling for socioeconomic risk factors. Structural equation modeling showed no differences in language skills between bilingual Spanish-English speaking children and monolingual English-speaking (p = .596) or monolingual Spanish-speaking (p = .963) children and showed a bilingual advantage on socialization skills when comparing bilingual and monolingual English-speaking children (p = .001). Parents of autistic children exposed to Spanish and English should be encouraged to raise their child bilingually if it best suits familial needs.

Implementation of a Novel Pediatric Behavioral Health Integration Initiative.

This study explores healthcare professionals' perspectives about the impact of behavioral health integration (BHI) on pediatric primary care delivery in community health centers (CHCs). A concurrent, qualitative-dominant mixed methods empirical study design was utilized, applying semi-structured interviews with healthcare professionals at the end of the implementation phase of a 3-year co-development, implementation, and evaluation process. Surveys were also administered at three time points. Via thematic analysis, emergent qualitative themes were mapped onto the Relational Coordination (RC) conceptual framework to triangulate and complement final qualitative results with quantitative results. Interview findings reveal five emergent themes aligning with RC domains. Survey results show that healthcare professionals reported increased behavioral healthcare integration into clinic practice (p = 0.0002) and increased clinic readiness to address behavioral health needs (p = 0.0010). Effective pediatric BHI and care delivery at CHCs may rely on strong professional relationships and communication. Additional research from the patient/caregiver perspective is needed.

Prevalence and Co-Occurrence of Developmental and Emotional-Behavioral Problems in Young Children.

OBJECTIVE: A limited number of studies have estimated the prevalence of emotional-behavioral disorders among young children. None have assessed their co-occurrence with developmental delays using standardized assessment tools. Our objective was to estimate the prevalence of emotional-behavioral disorders and their co-occurrence with developmental delays among young children (2-5.5 years). METHODS: Parents of young children (N = 987) enrolled from pediatric waiting rooms completed developmental-behavioral screening questionnaires. Based on results, 585 families were invited to and 439 completed evaluations that included structured diagnostic interviews with parents to assess child psychopathology (Preschool Age Psychiatric Assessment (PAPA)), developmental testing with children (including the Bayley Scales of Infant and Toddler Development, third Edition for children ≤ 42 months; Differential Ability Scales, second Edition for older children), and videotaped observation to establish whether autism risk was sufficient to warrant further evaluation. RESULTS: According to PAPA algorithms, 23.0% of children met criteria for a DSM-IV disorder, while 9% qualified for a developmental delay. Presence of delay doubled the odds of having a DSM-IV disorder (OR = 2.1; CI: 1.02-4.3), and presence of disorder doubled the odds of having a moderate-to-severe developmental delay (OR=2.0; CI: 1.10-3.50). Prevalence of DSM-IV disorders (48.8% (95% CI: 33.5-64.5%)) and developmental delays (57.5% (95% CI: 41.7-71.9%)) were both higher among children at risk for autism. While developmental delay did not vary by race/ethnicity, prevalence of DSM-IV disorders was lower among African-American/Black (10.6%; CI: 2.9-18.3) and Hispanic/Latino children (11.1%; CI: 4.3-17.9). CONCLUSIONS: Developmental delays and emotional-behavioral disorders among young children seen in pediatric settings are characterized by high prevalence and substantial co-occurrence.

Screening Infants Through Adolescents for Social/Emotional/Behavioral Problems in a Pediatric Network.

OBJECTIVE: To assess changes in screening completion in a diverse, 7-clinic network after making annual screening for social/emotional/behavioral (SEB) problems the standard of care for all infant through late adolescent-aged patients and rolling out a fully automated screening system tied to the electronic medical record and patient portal. METHODS: In 2017, the Massachusetts General Hospital made SEB screening using the age-appropriate version of the Pediatric Symptom Checklist the standard of care in its pediatric clinics for all patients aged 2.0 months to 17.9 years. Billing records identified all well-child visits between January 1, 2016 and December 31, 2019. For each visit, claims were searched for billing for an SEB screen and the electronic data warehouse was queried for an electronically administered screen. A random sample of charts was reviewed for other evidence of screening. Chi-square analyses and generalized estimating equations assessed differences in screening over time and across demographic groups. RESULTS: Screening completion (billing and/or electronic) significantly increased from 2016 (37.2%) through 2019 (2017 [46.2%] vs 2018 [66.8%] vs 2019 [70.9%]; χ2 (3) =112652.33, P < .001), with an even higher prevalence found after chart reviews. Most clinics achieved screening levels above 90% by the end of 2019. Differences among demographic groups were small and dependent on whether data were aggregated at the clinic or system level. CONCLUSIONS: Following adoption of a best-practice policy and implementation of an electronic system, SEB screening increased in all age groups and clinics. Findings demonstrate that the AAP recommendation for routine psychosocial assessment is feasible and sustainable.

From Descriptive to Predictive: Linking Early Childhood Developmental and Behavioral Screening Results With Educational Outcomes in Kindergarten.

OBJECTIVE: To assess the predictive value of a pediatric screening tool by linking 2 independent databases: an educational database that includes data from standardized academic assessments administered during kindergarten and a pediatric database that includes screening results. METHODS: A database that includes results of the Survey of Well-being of Young Children (SWYC) completed during pediatric visits were linked to an educational database that includes STAR Early Literacy examinations in kindergarten. Linear multilevel regression modeling was used to examine if screening results on the developmental and behavioral sections of the most recently completed SWYC form predicted trends in the percentile rank on the STAR exam over the school year, adjusting for potential confounders. RESULTS: Linking the 2 databases resulted in a sample of 586 children who were administered at least one SWYC evaluation between 24 and 48 months and completed at least one STAR Early Literacy examination in kindergarten. The sample represents a diverse population with 55% Hispanic children, 25% Non-Hispanic black children, and 91% of children receiving a subsidized lunch. After adjusting for confounders, children with a positive developmental or behavioral screen had significantly lower percentile ranks on the STAR exam. CONCLUSIONS: Early developmental and behavioral screening results predicted performance on the STAR exam in kindergarten. Children with developmental and behavioral concerns may be less ready to enter kindergarten than peers without such concerns. These preliminary findings provide proof-of-principle of the potential utility of developmental screening tools in identifying children with reduced school readiness who may benefit from intervention prior to kindergarten.

Overcoming tensions between family-centered care and fidelity within Early Intervention implementation research.

LAY ABSTRACT: Early Intervention systems provide therapeutic services to families of young children birth to 3 years with developmental delays and are considered a natural access point to services for young children and their families. Research studies in the autism field have been interested in training providers to deliver evidence-based practices in Early Intervention systems to increase access to services for young children with an increased likelihood of being autistic. However, research has often overlooked that Early Intervention systems prioritize family-centered care, an approach to working with families that honors and respects their values and choices and that provides supports to strengthen family functioning. This commentary points out that family-centered care deserves greater attention in research being done in Early Intervention systems. We describe how family-centered care may shape how interventions are delivered, and discuss directions for future research to evaluate the impact of family-centered care alongside intervention delivery.

Assessing the Validity of the Baby Pediatric Symptom Checklist Using a Nationally Representative Household Survey.

OBJECTIVE: The Baby Pediatric Symptom Checklist (BPSC) is a screening tool developed for detecting behavioral or emotional concerns among parents of children younger than 18 months. Nationally representative survey data have not yet been used to assess the validity of the BPSC, nor to evaluate its appropriateness for use among children between 18 and 23 months old. The current study assesses the validity of the BPSC using data from the National Health Interview Survey (NHIS). METHODS: Data from the 2019 NHIS were used to evaluate the 12-item BPSC screening tool among a nationally representative sample of children 2 to 23 months. Confirmatory factor analysis (CFA) and differential item functioning (DIF) were used to assess construct and predictive validity and test how response items differed by selected sociodemographics. Quantile regression was used to calculate 50th, 70th, and 90th percentiles for age-based normative curves of the previously established domains of irritability, inflexibility, and difficulty with routines. RESULTS: A 3-factor CFA produced comparable results to the original study. Tests of DIF did not reveal any significant effects for the child's sex, race and Hispanic origin, household urbanization level, number of children in family, or respondent type (mother, father, other). In addition, DIF was not found between children aged 2 to 17 months and 18 to 23 months. Age-based normative data were calculated for each subscale. CONCLUSIONS: The use of the BPSC in a nationally representative survey produced findings comparable to those of the original-validation study. The NHIS can be used to track BPSC scores over time at the population-level.

Delays in autism diagnosis for U.S. Spanish-speaking families: The contribution of appointment availability.

Promoting equity in health services requires an understanding of the mechanisms that produce disparities. Utilizing a sequential, mixed-methods, explanatory study design, we analyzed child-, family-, and organizational-level factors and their association with wait times for an ASD diagnostic evaluation among 353 families scheduled for English and Spanish language appointments (27% Spanish language). A subset of parents and caregivers participated in English and Spanish language focus groups to provide their perspectives on the diagnostic process. Spanish language was associated with greater completion of, and time to evaluations than English language. The only variable found to mediate associations with time-to-evaluation was appointment availability - an organizational factor. Qualitative results elucidate potential explanations for greater Spanish language evaluation completion (e.g., fewer community-based diagnostic options). Results serve as a case study to support the utility and importance of analyzing the influence of organizational-level factors on delays and disparities for childhood health and mental health services. We discuss our findings in relation to strategies that can be widely applied to support equitable services access for childhood diagnostic and intervention services.

Clinician Distress and Inappropriate Antibiotic Prescribing for Acute Respiratory Tract Infections: A Retrospective Cohort Study.

BACKGROUND: The National Academy of Medicine's 2019 consensus study on clinician burnout identified a need for research evaluating the impact of clinician distress on health care quality. This study examined the association between clinician distress and the inappropriate use of antibiotic prescriptions for acute respiratory tract infections (RTIs) in adult outpatients. METHODS: A retrospective cohort study was conducted using electronic health record visit data linked to annual wellness surveys administered to all clinicians at Boston Medical Center from May 4 to June 20, 2017, and June 5 to July 6, 2018. Included were outpatient visits occurring in Family Medicine, General Internal Medicine, or the emergency department in which an acute RTI for an otherwise healthy adult was listed as a primary diagnosis. The study examined the association of clinician depression, anxiety, and burnout with the visit-level odds of a clinician inappropriately prescribing an antibiotic for an acute RTI. RESULTS: Out of the 2,187 visits eligible for inclusion, 1,668 visits were included in the final sample. Overall, 33.8% and 51.0% of clinicians reported depression/anxiety and burnout symptoms, respectively. Each 1 standard deviation increase in a clinician's composite depression and anxiety score was associated with a 28% increase (odds ratio = 1.28, 95% confidence interval = 1.02-1.61) in the adjusted odds of an inappropriate antibiotic prescription for an acute RTI. Clinician burnout had no significant association with inappropriate antibiotic prescribing for acute RTIs. CONCLUSION: These findings suggest that clinician depression and anxiety may be important indicators of health care quality in routine outpatient care.