A Novel Use of Artificial Intelligence to Examine Diversity and Hospital Performance.

BACKGROUND: The US population is becoming more racially and ethnically diverse. Research suggests that cultural diversity within organizations can increase team potency and performance, yet this theory has not been explored in the field of surgery. Furthermore, when surveyed, patients express a desire for their care provider to mirror their own race and ethnicity. In the present study, we hypothesize that there is a positive correlation between a high ranking by the US News and World Report for gastroenterology and gastrointestinal (GI) surgery and greater racial, ethnic, and gender diversity among the physicians and surgeons. METHODS: We used the 2019 US News and World Report rankings for best hospitals by specialty to categorize gastroenterology and GI surgery departments into 2 groups: 1-50 and 51-100. Hospital websites of these top 100 were viewed to determine if racial diversity and inclusion were highlighted in the hospitals' core values or mission statements. To determine the rates of diversity within departments, Betaface (Betaface.com) facial analysis software was used to analyze photos taken from the hospitals' websites. This software was able to determine the race, ethnicity, and gender of the care providers. We examined the racial and ethnic makeup of the populations served by these hospitals to see if the gastroenterologists and surgeons adequately represented the state population. We then ran the independent samples t-test to determine if there was a difference in rankings of more diverse departments. RESULTS: Hospitals with gastroenterology and GI surgery departments in the top 50 were more likely to mention diversity on their websites compared with hospitals that ranked from 51-100 (76% versus 56%; P = 0.035). The top 50 hospitals had a statistically significant higher percentage of underrepresented minority GI physicians and surgeons (7.01% versus 4.04%; P < 0.001). In the 31 states where these hospitals were located, there were more African Americans (13% versus 3%; P < 0.001) and Hispanics (12% versus 2%; P < 0.001), while there were fewer Asians (4% versus 21%; P < 0.001) in the population compared with the faculty. CONCLUSIONS: We used artificial intelligence software to determine the degree of racial and ethnic diversity in gastroenterology and GI surgery departments across the county. Higher ranking hospitals had a greater degree of diversity of their faculty and were more likely to emphasize diversity in their mission statements. Hospitals stress the importance of having a culturally diverse staff, yet their care providers may not adequately reflect the populations they serve. Further work is needed to prospectively track diversity rates over time and correlate these changes with measurable outcomes.

Effect of the COVID-19 Pandemic on Pediatric Intestinal Failure Healthcare Delivery.

BACKGROUND: The coronavirus disease 2019 (COVID-19) pandemic has influenced how healthcare is being provided, particularly in patients whose diagnoses require multidisciplinary care, such as pediatric intestinal failure (IF). We sought to ascertain the effects of the COVID-19 pandemic on healthcare delivery for pediatric patients with IF. METHODS: A 20-question survey was administered to members of the North American Society for Pediatric Gastroenterology, Hepatology, and Nutrition Intestinal Rehabilitation (IR) Special Interest Group. Input values were "yes" and "no," along with a free-text response. Following a 10-day open survey period, data were divided into cohorts based on patient population size and disease burden by state. Analysis was then performed using the χ2 test application. RESULTS: Responses from 29 centers were included in analysis. Centers that followed >50 patients on parenteral nutrition (PN) were more likely to have social workers present in telemedicine visits and observed more central line difficulties among families. Centers located in states with <40,000 reported cases of COVID-19 saw patients less frequently and were more likely to withhold changes to PN prescriptions. Additionally, the survey revealed a significant degree of financial hardship and food insecurity among families. CONCLUSION: Many aspects of pediatric IF healthcare delivery have been impacted by the COVID-19 pandemic, both for care providers and caregivers. Despite the availability of telemedicine, IR centers should remain attentive to the global needs of the pediatric IF patient, as well as their families.

Key Determinants for Achieving Enteral Autonomy and Reduced Parenteral Nutrition Exposure in Pediatric Intestinal Failure.

BACKGROUND: We sought to evaluate the relationship between determinants of intestinal failure (IF) and achieving enteral autonomy from parenteral nutrition (PN) in a large single-center cohort of children. METHODS: This is a retrospective chart review of pediatric subjects enrolled in a database for the Center for Advanced Intestinal Rehabilitation at Children's of Alabama from 1989 to 2016. IF was defined as dependence on PN for >60 days. Subjects were included if they were followed since birth or infancy for a minimum of 3 months and sufficient documentation of study variables were available. Gestational age, race, diagnosis, anatomy (percent small and large bowel remaining, presence of ileocecal valve [ICV]), county of residence (rural/urban), and days of PN use were recorded. Kaplan-Meier curves and parametric survival regression models were used to investigate the relationship between the demographic and clinical variables with the length of PN use. RESULTS: Initially, 290 subjects were available to review. After inclusion/exclusion were applied, 158 subjects remained. Gestational age, diagnosis (necrotizing enterocolitis), small-bowel length (>50%), and presence of an ICV were all positive predictors for reaching enteral autonomy. Residual colon length was associated with shorter duration of PN in days. CONCLUSION: Enteral autonomy is a key outcome among children with IF. In our cohort, we found that gestational age, diagnosis, remaining small bowel, and presence of ICV are positive predictors for reaching this important milestone. Colon length is also an important factor with respect to duration of PN in days.