Diagnostic Accuracy of an Integrated AI Tool to Estimate Gestational Age From Blind Ultrasound Sweeps.

Importance: Accurate assessment of gestational age (GA) is essential to good pregnancy care but often requires ultrasonography, which may not be available in low-resource settings. This study developed a deep learning artificial intelligence (AI) model to estimate GA from blind ultrasonography sweeps and incorporated it into the software of a low-cost, battery-powered device. Objective: To evaluate GA estimation accuracy of an AI-enabled ultrasonography tool when used by novice users with no prior training in sonography. Design, Setting, and Participants: This prospective diagnostic accuracy study enrolled 400 individuals with viable, single, nonanomalous, first-trimester pregnancies in Lusaka, Zambia, and Chapel Hill, North Carolina. Credentialed sonographers established the "ground truth" GA via transvaginal crown-rump length measurement. At random follow-up visits throughout gestation, including a primary evaluation window from 14 0/7 weeks' to 27 6/7 weeks' gestation, novice users obtained blind sweeps of the maternal abdomen using the AI-enabled device (index test) and credentialed sonographers performed fetal biometry with a high-specification machine (study standard). Main Outcomes and Measures: The primary outcome was the mean absolute error (MAE) of the index test and study standard, which was calculated by comparing each method's estimate to the previously established GA and considered equivalent if the difference fell within a prespecified margin of ±2 days. Results: In the primary evaluation window, the AI-enabled device met criteria for equivalence to the study standard, with an MAE (SE) of 3.2 (0.1) days vs 3.0 (0.1) days (difference, 0.2 days [95% CI, -0.1 to 0.5]). Additionally, the percentage of assessments within 7 days of the ground truth GA was comparable (90.7% for the index test vs 92.5% for the study standard). Performance was consistent in prespecified subgroups, including the Zambia and North Carolina cohorts and those with high body mass index. Conclusions and Relevance: Between 14 and 27 weeks' gestation, novice users with no prior training in ultrasonography estimated GA as accurately with the low-cost, point-of-care AI tool as credentialed sonographers performing standard biometry on high-specification machines. These findings have immediate implications for obstetrical care in low-resource settings, advancing the World Health Organization goal of ultrasonography estimation of GA for all pregnant people. Trial Registration: ClinicalTrials.gov Identifier: NCT05433519.

LDL Reduction and Risk of Diabetes in Veteran Statin Users.

BACKGROUND: While statins (3-hydroxy-3-methylglutaryl coenzyme A reductase inhibitors) reduce cardiovascular morbidity and mortality, there is controversy regarding a potentially causal link with incident diabetes mellitus (DM). This association may partially be due to confounding by indication; since prescription guidelines encourage statin use among those diagnosed with DM, this may encourage their prescription among those with elevated blood glucose in the absence of DM diagnosis. OBJECTIVE: The study examined the association between low-density lipoprotein (LDL) reduction following initiation of statin use and new-onset DM among veterans. METHODS: We conducted a retrospective cohort study using data from the James A. Haley Veteran's Hospital in Tampa, Florida. Patients with a visit between January 2007 and December 2011 were selected from the Veterans Information Systems and Technology Architecture system. Individuals were classified into categories of statin usage based on LDL reduction percentages and frequency-matched with controls. The primary outcome of interest was incident DM. RESULTS: There was a significant association between LDL reduction and DM which was higher in lower LDL reduction groups (low response hazard ratio [HR]: 2.12, 95% CI: 1.62, 2.79; moderate response HR: 1.85, 95% CI: 1.40, 2.45; high response HR: 1.24, 95% CI: 0.74, 2.07). CONCLUSION AND RELEVANCE: This association may partially be explained by potential lifestyle modifications individuals may make when prescribed a statin which may reduce their risk of DM independent of the statin usage. This research has demonstrated a protective association between greater LDL reduction and DM at the individual level while reenforcing the evidence of an association between statin usage and DM.

Risk of Adverse Birth Outcomes in Two Cohorts of Pregnant Women With HIV in Zambia.

BACKGROUND: A trial of progesterone to prevent preterm birth among HIV-infected Zambian women [Improving Pregnancy Outcomes with Progesterone (IPOP)] found no treatment effect, but the risk of the primary outcome was among the lowest ever documented in women with HIV. In this secondary analysis, we compare the risks of preterm birth (<37 weeks), stillbirth, and a composite primary outcome comprising the two in IPOP versus an observational pregnancy cohort [Zambian Preterm Birth Prevention Study (ZAPPS)] in Zambia, to evaluate reasons for the low risk in IPOP. METHODS: Both studies enrolled women before 24 gestational weeks, during August 2015-September 2017 (ZAPPS) and February 2018-January 2020 (IPOP). We used linear probability and log-binomial regression to estimate risk differences and risk ratios (RR), before and after restriction and standardization with inverse probability weights. RESULTS: The unadjusted risk of composite outcome was 18% in ZAPPS (N = 1450) and 9% in IPOP (N = 791) (RR = 2.0; 95% CI = 1.6, 2.6). After restricting and standardizing the ZAPPS cohort to the distribution of IPOP baseline characteristics, the risk remained higher in ZAPPS (RR = 1.6; 95% CI = 1.0, 2.4). The lower risk of preterm/stillbirth in IPOP was only partially explained by measured risk factors. CONCLUSIONS: Possible benefits in IPOP of additional monetary reimbursement, more frequent visits, and group-based care warrant further investigation.

Benchmarking utilization, length of stay, and complications following minimally invasive repair of major congenital anomalies.

INTRODUCTION: Infants with newborn congenital anomalies are increasingly undergoing minimally invasive surgical (MIS) repair. Currently available data on outcomes are limited. This study provides national estimates for length of stay and 30-day complications following MIS for congenital anomalies. METHODS: Using the ACS-NSQIP Pediatric (2013-2018), a retrospective analysis of MIS for congenital anomalies was performed. MIS repairs for the following diagnoses were included: pyloric stenosis (PS), congenital lung lesion (LL), mediastinal mass (MM), congenital malrotation (CM), anorectal malformation (ARM), Hirschsprung's disease (HD), congenital diaphragmatic hernia (CDH), tracheoesophageal fistula (TEF), biliary atresia/choledochal cyst (HB), and intestinal atresia (IA). Postoperative LOS (pLOS) and complication rates were examined using multivariable analysis for risk factors after categorizing surgeries by complexity of care related to congenital anomaly: Simple (PS), Complex Group 1 (LL, MM, CM, and ARM), and Complex Group 2 (HD, CDH, TEF, HB, and IA). RESULTS: Across 10 anomalies, 8,326 repairs were performed using an MIS approach. Procedure-specific median postoperative LOS (75th-percentile, 90th-percentile) for PS was 1 day (1, 3); LL was 3 (4, 7); MM was 2 (3, 5); CM was 4 (7, 14); ARM was 3 (5, 8); HD was 5 (8, 12); CDH was 8 (18, 31); HB was 5 (8, 12); TEF was 20 (31, 53); and IA was 17 (25, 40). The overall surgical complication rates (95% CI) were: PS, 5.1% (4.7%-5.6%); LL, 14.2% (12.3-16.4); MM, 8.4% (6.4-11.0); CM, 14.6% (11.9-17.9); ARM, 12.0% (7.1-19.5); HD, 22.1% (19.5-25.0); CDH, 21.1% (17.1-25.6); HB, 20.6% (13.7-29.7); TEF, 36% (27.5-45.5); and IA, 28.6% (19.3-40.1). Risk factors for increased pLOS and complications varied by procedure category and included patient-level and admission characteristics. CONCLUSION: This study provides national benchmarks and risk factors for expected postoperative LOS and 30-day complications following MIS for congenital anomalies.

Establishing Reference Values for Lean Muscle Mass in the Pediatric Patient.

OBJECTIVES: Adults with decreased muscle mass experience worse outcomes and more frequent complications. The effects of sarcopenia on pediatric outcomes are unknown. Our objective was to define reference values for lean muscle mass in a healthy pediatric population to facilitate future studies on the impact of lean muscle mass on pediatric outcomes. PATIENTS AND METHODS: Bilateral psoas muscle surface area was measured by computed tomography in a healthy pediatric population undergoing evaluation after trauma. Pearson correlation coefficients (PCCs) were calculated for age, weight, height, body mass index (BMI), total psoas muscle area, and psoas muscle index (PMI; defined as psoas muscle area divided by height squared). Quantile regression was used to determine age- and sex-specific percentiles of psoas muscle area and PMI. RESULTS: Analysis of 494 male and 288 female patients with available imaging (median age: 9.3 years, interquartile range: 5.4-13.4; 63.1% male) was performed. For males, age correlated strongly with total psoas volume (PCC = 0.87), height (0.95), and weight (0.88) and poorly with BMI (0.45). In females, age correlated strongly with total psoas volume (0.88), height (0.92), weight (0.88) and poorly with BMI (0.19). Gender-specific curves and charts were created using output from the quantile regression from reference values of the total psoas muscle area corresponding to the 25th, 50th, and 75th percentiles across all ages. CONCLUSIONS: We created gender-specific reference charts for total and height-normalized psoas muscle area in healthy children based on age. These results can be used in future studies to establish the effects of sarcopenia in pediatric patients.

Prediction of kidney failure in children with chronic kidney disease and obstructive uropathy.

BACKGROUND: Obstructive uropathy (OU) is a leading cause of pediatric kidney injury. Accurate prediction of kidney disease progression may improve clinical outcomes. We aimed to examine discrimination and accuracy of a validated kidney failure risk equation (KFRE), previously developed in adults, in children with OU. METHODS: We identified 118 children with OU and an estimated glomerular filtration rate (eGFR) < 60 mL/min/1.73 m2 in the Chronic Kidney Disease in Children study, a national, longitudinal, observational cohort. Each patient's 5-year risk of kidney failure was estimated using baseline data and published parameters for the 4- and 8-variable KFREs. Discriminative ability of the KFRE was estimated using the C statistic for time-to-event analysis. Sensitivity and specificity were evaluated across varying risk thresholds. RESULTS: Among the 118 children, 100 (85%) were boys, with median baseline age of 10 years (interquartile range, 6-14). Median eGFR was 42 mL/min/1.73m 2 (32-53), with a median follow-up duration of 4.5 years (2.7-7.2); 23 patients (19.5%) developed kidney failure within 5 years. The 4-variable KFRE discriminated kidney failure risk with a C statistic of 0.75 (95% CI, 0.68-0.82). A 4-variable risk threshold of ≥ 30% yielded 82.6% sensitivity and 75.0% specificity. Results were similar using the 8-variable KFRE. CONCLUSIONS: In children with OU, the KFRE discriminated the 5-year risk of kidney failure at C statistic values lower than previously published in adults but comparable with suboptimal values reported in the overall CKiD population. The 8-variable equation did not improve model discrimination or accuracy, suggesting the need for continued research into additional, disease-specific markers.

Circulating angiogenic factors and HIV among pregnant women in Zambia: a nested case-control study.

BACKGROUND: Maternal HIV increases the risk of adverse birth outcomes including preterm birth, fetal growth restriction, and stillbirth, but the biological mechanism(s) underlying this increased risk are not well understood. We hypothesized that maternal HIV may lead to adverse birth outcomes through an imbalance in angiogenic factors involved in the vascular endothelial growth factor (VEGF) signaling pathway. METHODS: In a case-control study nested within an ongoing cohort in Zambia, our primary outcomes were serum concentrations of VEGF-A, soluble endoglin (sEng), placental growth factor (PlGF), and soluble fms-like tyrosine kinase-1 (sFLT-1). These were measured in 57 women with HIV (cases) and 57 women without HIV (controls) before 16 gestational weeks. We used the Wilcoxon rank-sum and linear regression controlling for maternal body mass index (BMI) and parity to assess the difference in biomarker concentrations between cases and controls. We also used logistic regression to test for associations between biomarker concentration and adverse pregnancy outcomes (preeclampsia, preterm birth, small for gestational age, stillbirth, and a composite of preterm birth or stillbirth). RESULTS: Compared to controls, women with HIV had significantly lower median concentrations of PlGF (7.6 vs 10.2 pg/mL, p = 0.02) and sFLT-1 (1647.9 vs 2055.6 pg/mL, p = 0.04), but these findings were not confirmed in adjusted analysis. PlGF concentration was lower among women who delivered preterm compared to those who delivered at term (6.7 vs 9.6 pg/mL, p = 0.03) and among those who experienced the composite adverse birth outcome (6.2 vs 9.8 pg/mL, p = 0.02). Median sFLT-1 concentration was lower among participants with the composite outcome (1621.0 vs 1945.9 pg/mL, p = 0.04), but the association was not significant in adjusted analysis. sEng was not associated with either adverse birth outcomes or HIV. VEGF-A was undetectable by Luminex in all specimens. CONCLUSIONS: We present preliminary findings that HIV is associated with a shift in the VEGF signaling pathway in early pregnancy, although adjusted analyses were inconclusive. We confirm an association between angiogenic biomarkers and adverse birth outcomes in our population. Larger studies are needed to further elucidate the role of HIV on placental angiogenesis and adverse birth outcomes.

Longitudinal kidney injury biomarker trajectories in children with obstructive uropathy.

BACKGROUND: Congenital obstructive uropathy (OU) is a leading cause of pediatric kidney failure, representing a unique mechanism of injury, in part from renal tubular stretch and ischemia. Tubular injury biomarkers have potential to improve OU-specific risk stratification. METHODS: Patients with OU were identified in the Chronic Kidney Disease in Children (CKiD) study. "Cases" were defined as individuals receiving any kidney replacement therapy (KRT), while "controls" were age- and time-on-study matched and KRT free at last study visit. Urine and plasma neutrophil gelatinase-associated lipocalin (NGAL), interleukin 18 (IL-18), and liver-type fatty acid-binding protein (L-FABP) levels were measured at enrollment and annually and compared between cases and controls. Urine values were normalized to urine creatinine. RESULTS: In total, 22 cases and 22 controls were identified, with median (interquartile range) ages of 10.5 (9.0-13.0) and 15.9 (13.9-16.9) years at baseline and outcome, respectively. At enrollment there were no differences noted between cases and controls for any urine (u) or plasma (p) biomarker measured. However, the mean pNGAL and uL-FABP/creatinine increased throughout the study period in cases (15.38 ng/ml per year and 0.20 ng/ml per mg/dl per year, respectively, p = 0.01 for both) but remained stable in controls. This remained constant after controlling for baseline glomerular filtration rate (GFR). CONCLUSIONS: In children with OU, pNGAL and uL-FABP levels increased over the 5 years preceding KRT; independent of baseline GFR. Future studies are necessary to identify optimal cutoff values and to determine if these markers outperform current clinical predictors.

Association of Nonoperative Management Using Antibiotic Therapy vs Laparoscopic Appendectomy With Treatment Success and Disability Days in Children With Uncomplicated Appendicitis.

Importance: Nonoperative management with antibiotics alone has the potential to treat uncomplicated pediatric appendicitis with fewer disability days than surgery. Objective: To determine the success rate of nonoperative management and compare differences in treatment-related disability, satisfaction, health-related quality of life, and complications between nonoperative management and surgery in children with uncomplicated appendicitis. Design, Setting, and Participants: Multi-institutional nonrandomized controlled intervention study of 1068 children aged 7 through 17 years with uncomplicated appendicitis treated at 10 tertiary children's hospitals across 7 US states between May 2015 and October 2018 with 1-year follow-up through October 2019. Of the 1209 eligible patients approached, 1068 enrolled in the study. Interventions: Patient and family selection of nonoperative management with antibiotics alone (nonoperative group, n = 370) or urgent (≤12 hours of admission) laparoscopic appendectomy (surgery group, n = 698). Main Outcomes and Measures: The 2 primary outcomes assessed at 1 year were disability days, defined as the total number of days the child was not able to participate in all of his/her normal activities secondary to appendicitis-related care (expected difference, 5 days), and success rate of nonoperative management, defined as the proportion of patients initially managed nonoperatively who did not undergo appendectomy by 1 year (lowest acceptable success rate, ≥70%). Inverse probability of treatment weighting (IPTW) was used to adjust for differences between treatment groups for all outcome assessments. Results: Among 1068 patients who were enrolled (median age, 12.4 years; 38% girls), 370 (35%) chose nonoperative management and 698 (65%) chose surgery. A total of 806 (75%) had complete follow-up: 284 (77%) in the nonoperative group; 522 (75%) in the surgery group. Patients in the nonoperative group were more often younger (median age, 12.3 years vs 12.5 years), Black (9.6% vs 4.9%) or other race (14.6% vs 8.7%), had caregivers with a bachelor's degree (29.8% vs 23.5%), and underwent diagnostic ultrasound (79.7% vs 74.5%). After IPTW, the success rate of nonoperative management at 1 year was 67.1% (96% CI, 61.5%-72.31%; P = .86). Nonoperative management was associated with significantly fewer patient disability days at 1 year than did surgery (adjusted mean, 6.6 vs 10.9 days; mean difference, -4.3 days (99% CI, -6.17 to -2.43; P < .001). Of 16 other prespecified secondary end points, 10 showed no significant difference. Conclusion and Relevance: Among children with uncomplicated appendicitis, an initial nonoperative management strategy with antibiotics alone had a success rate of 67.1% and, compared with urgent surgery, was associated with statistically significantly fewer disability days at 1 year. However, there was substantial loss to follow-up, the comparison with the prespecified threshold for an acceptable success rate of nonoperative management was not statistically significant, and the hypothesized difference in disability days was not met. Trial Registration: ClinicalTrials.gov Identifier: NCT02271932.

Pediatric Extracorporeal Membrane Oxygenation Mortality Is Related to Extracorporeal Membrane Oxygenation Volume in US Hospitals.

BACKGROUND: Our objective was to examine extracorporeal membrane oxygenation (ECMO) utilization and determine whether pediatric-specific and overall ECMO volumes are associated with mortality rates. METHODS: State Inpatient Databases from 17 states were queried for ECMO admissions during 2008-2014. Hospitals in which >90% of their ECMO patients were ≤18 y old were considered pediatric ECMO centers. Hospital overall ECMO volumes were calculated as the average annual number of admissions, of any age, and categorized as <6, 6-14, 15-30, and >30. Multivariable analyses were conducted to examine the impact of ECMO volume on pediatric in-hospital mortality. RESULTS: There were 4546 pediatric ECMO admissions across 84 hospitals. Most patients were neonates (59.9%), and the most common indication for ECMO was neonatal respiratory failure (20.1%). Approximately 35% of hospitals offering pediatric ECMO averaged <6 annual ECMO admissions. Centers with >30 annual ECMO admissions had significantly lower mortality than hospitals with lower ECMO volume. Among the high-volume centers, pediatric ECMO centers had significantly lower mortality rates than high-volume nonpediatric ECMO centers (17.4% versus 38.2%). CONCLUSIONS: A high proportion of hospitals performing pediatric ECMO have a low number of annual ECMO admissions. Pediatric centers with high volume had the lowest risk-adjusted mortality rates for pediatric ECMO.

Development of a Patient-reported Experience and Outcome Measures in Pediatric Patients Undergoing Bowel Management for Constipation and Fecal Incontinence.

AIMS AND OBJECTIVES: The aim of this review is develop a reliable and valid questionnaire that assesses patient-reported experience measures (PREMs) and patient-reported outcome measures (PROMs) of caregivers, families, and patients with severe constipation and fecal incontinence who failed conservative treatments and require a formal bowel management program (BMP). METHODS: A 5-step iterative process was utilized to ensure the reliability and validity of the final instrument. Parents or guardians of patients undergoing our week-long BMP were first asked 20 open-ended questions aimed at understanding the challenges in managing their child's condition. Responses were transformed into an initial 41-item survey constituted of 2 constructs relating to PREMs (24 items) and PROMs (17 items). Survey items were then administered to 359 parents and guardians undergoing BMP. Cognitive interviews were performed with 20 families to assess face validity and to further refine the survey. Instrument readability and reliability was assessed by Flesch-Kincaid and Crohnbach α analyses. Items that weakly correlated were deleted to yield a final instrument that was both valid and reliable. RESULTS: A 33-statement survey was developed that encompasses important physical and emotional health concerns, quality of life, treatment success, financial considerations, schooling, parental employment, and social concerns. The final instrument, the Patient-Reported Experience and Outcome Measure in a Bowel Management Program (PREOM-BMP), is divided into 2 separate constructs that assess important patient-reported experience (22 items) and outcome (11 items) measures. Reliability analyses on the final instrument yielded a Crohnbach α of 0.925. CONCLUSIONS: The PREOM-BMP offers physicians and nursing professionals a brief and valid tool to measure the impact of a bowel management program on both the child and the family unit.

Common clinical markers predict end-stage renal disease in children with obstructive uropathy.

BACKGROUND: Obstructive uropathy (OU) is a common cause of end-stage renal disease (ESRD) in children. Children who escape the newborn period with mild-to-moderate chronic kidney disease (CKD) continue to be at increased risk. The predictive ability of clinically available markers throughout childhood is poorly defined. METHODS: Patients with OU were identified in the Chronic Kidney Disease in Children Study. The primary outcome of interest was renal replacement therapy (RRT) (cases). Controls were age matched and defined as patients within the OU cohort who did not require RRT during study follow-up. RESULTS: In total, 27 cases and 41 age-matched controls were identified. Median age at baseline and age at outcome measurement were 10 vs. 16 years, respectively. First available glomerular filtration rate (GFR) (36.9 vs. 53.5 mL/min per 1.73 m2), urine protein/creatinine (Cr) (0.40 vs. 0.22 mg/mg) and microalbumin/Cr (0.58 vs. 0.03 mg/mg), and serum CO2 (20 vs. 22 mmol/L) and hemoglobin (12.4 vs. 13.2 g/dL) differed significantly between cases and controls, respectively. GFR declined 3.07 mL/min per 1.73 m2/year faster in cases compared to that in controls (p < 0.0001). Urine protein/Cr and microalbumin/Cr increased by 0.16 and 0.11 per year more in cases compared to those in controls, respectively (p ≤ 0.001 for both). Serum phosphate increased by 0.11 mg/dL and serum albumin and hemoglobin decreased by 0.04 (g/dL) and 0.14 (g/dL) per year more for cases compared to those for controls, respectively (p < 0.05 for all). CONCLUSIONS: Age-specific baseline and longitudinal measures of readily available clinical measures predict progression to ESRD in children with mild-to-moderate CKD from OU.

Examining length of stay after commonly performed surgical procedures in ACS NSQIP pediatric.

BACKGROUND: The objective of this study was to identify ranges of postoperative length of stay (LOS) for common pediatric procedures using a large multi-institutional database. MATERIALS AND METHODS: A retrospective analysis of the most frequently performed general surgical procedures in the ACS-NSQIP Pediatric (2013-2015) was performed. These included laparoscopic appendectomy (LA), laparoscopic cholecystectomy, laparoscopic gastrostomy, laparoscopic esophagogastric fundoplication (LF), thoracoscopic repair of pectus excavatum (TPE), open appendectomy (OA), enterostomy closure (OEC), gastrostomy closure (OGC), and bowel resection (OBR). Patients aged <6 mo or >18 y, operations with major concurrent procedures, same-day discharges, operations performed >2 d after admission, and inpatient deaths were excluded. Postoperative LOS was examined for each procedure, including multivariable analysis of risk factors for postoperative LOS > 75th percentile. RESULTS: A total of 29,557 cases were identified and included procedure subgroups ranging from 505 (OBR) to 19,260 (LA) cases. Procedure-specific median postoperative LOS (75th percentile; 90th percentile) were LA 1 d (2 d; 5 d); laparoscopic cholecystectomy 1 d (1 d; 2 d); laparoscopic gastrostomy 2 d (2 d, 4 d); laparoscopic fundoplication 3 d (4 d, 6 d); thoracoscopic repair of pectus excavatum 4 d (5 d, 6 d); OA 3 d (6 d, 9 d); OEC 4 d (6 d, 10 d); OGC 1 d (1 d, 2 d); and OBR 6 d (10 d, 20 d). Preoperative risk factors for high postoperative LOS varied by procedure and included patient demographics, admission factors, case characteristics, and comorbidities. CONCLUSIONS: The range of postoperative LOS and risk factors for high postoperative LOS for commonly performed procedures varied considerably. These results may be a useful reference for benchmarking and resource utilization analyses at the institutional and health systems levels.

Recurrence of Pilonidal Disease: Our Best is Not Good Enough.

BACKGROUND: Recurrence rates of pilonidal disease have been reported to be high as 30%. Patients with recurrent pilonidal disease often develop chronic wounds and draining sinuses that incur long-term morbidity, disability, and decreased quality of life. The aim of this study was to characterize rates of recurrence in patients with pilonidal disease treated by pediatric surgeons. METHODS: A single center retrospective review of patients with pilonidal disease evaluated by pediatric surgeons from 2010 to 2015 was performed. Recurrence of pilonidal disease was defined as an episode of active pilonidal disease that required medical or surgical intervention >30 days from the preceding treatment. Repeated events proportional hazards regression modeling was performed to identify factors associated with time to recurrence. RESULTS: Among 307 patients treated for pilonidal disease, nearly 50% were male, and the median age at initial evaluation was 16 years (IQR 15-17). Approximately 45% were obese (BMI ≥ 95th percentile). The initial treatment during the study period was surgical excision in two-thirds and incision and drainage and/or antibiotics in one-third. The overall recurrence rate was 33%, with the majority of recurrences (80%) occurring within the first year. On multivariable analysis, obese BMI was the only factor independently associated with time to disease recurrence. CONCLUSIONS: Pilonidal disease has a substantial recurrence rate even after surgical excision. Future studies investigating treatments that can prevent disease recurrence are needed.

Hospital variation in cesarean delivery rates: contribution of individual and hospital factors in Florida.

BACKGROUND: Primary cesarean deliveries are a major contributor to the large increase in cesarean delivery rates in the United States over the past 2 decades and are an essential focus for the reduction of related morbidity and costs. Studies have shown that primary cesarean delivery rates among low-risk women in the United States vary 3-fold across hospitals and are not explained by differences in patient case-mix. However, the extent to which maternal vs hospital characteristics contribute to this variation remains poorly understood because previous studies were limited in scope and did not assess the influence of factors such as maternal ethnicity subgroups or prepregnancy obesity. OBJECTIVE: We assessed the contribution of individual- and hospital-level risk factors to the hospital variation in primary cesarean delivery rates among low-risk women in Florida. STUDY DESIGN: Our population-based retrospective cohort study used Florida's linked birth certificate and hospital discharge records for the period of 2004-2011. The study population was comprised of 412,192 nulliparous, singleton, vertex, live births with labor at 37-40 weeks gestation in 122 nonmilitary delivery hospitals. Data were analyzed with logistic mixed-effects regression with cesarean delivery as the outcome. This approach provided adjusted risk estimates at an individual and hospital level and the estimated percent of hospital variation statewide that was explained by these factors. RESULTS: The primary cesarean delivery rate in the study population was 23.9%, with hospital-specific estimates that ranged from 12.8-47.3%. Leading risk factors for cesarean delivery were maternal age ≥35 years (adjusted relative risk, 2.22), prepregnancy obesity (body mass index, ≥30 kg/m(2); adjusted relative risk, 1.73), medical risk conditions (adjusted relative risk, 1.72), labor induction (adjusted relative risk, 1.52), and delivery in hospitals located in Miami-Dade County (adjusted relative risk, 1.73). Hospital geographic location was a significant effect modifier for prepregnancy obesity, medical conditions, and labor induction (P < .05), with a tendency towards lower adjusted relative risks for these factors in Miami-Dade County relative to other Florida regions. Conversely, Miami-Dade County had an increased prevalence of higher-risk ethnic subgroups, such as Cuban or Puerto Rican mothers, and also substantially higher adjusted relative risks that were associated with practice-related factors, such as delivery during weekday hours. Whereas hospital geographic location contributed to 39.6% of the observed variation statewide, the estimated contribution of maternal ethnicity ranged from 1.6-15.7% among Florida regions. CONCLUSIONS: Hospital geographic location contributes to hospital variation in primary cesarean delivery rates among low-risk women in Florida. In contrast to previous studies, our findings suggest that individual level risk factors such as maternal ethnicity also contribute to some of this variation, with differing extent by region. These individual factors likely interact with practice factors and add to the variation. This study was limited by not including maternal Bishop score before induction or obstetrics provider in the analysis. These were not available on the dataset but likely contribute to the variation. Our findings suggest potential issues to consider in quality improvement efforts, such as the need for future qualitative research that focuses on mothers in higher-risk ethnic subgroups and providers in high-rate hospitals, particularly those in Miami-Dade County. These studies may help to identify potential cultural differences in maternal beliefs and expectations for delivery and maternal reasons for differences in obstetrics practices.

Racial disparity in adherence to positive airway pressure among US veterans.

PURPOSE: Despite advances in continuous positive airway pressure (CPAP) technology, compliance with CPAP therapy remains suboptimal. Studies conducted since the advent of objective CPAP recording have noted that African Americans (AA) may use CPAP less than Whites. We sought to confirm this finding among a large sample of veterans and examine effect modifiers of the differential usage. METHODS: A retrospective cohort of 233 AA and 1939 White Veterans Administration (VA) patients who had a sleep study between January 2003 and October 2006 and received CPAP therapy by the end of 2007. CPAP compliance was summarized at 2 weeks and 6 months post CPAP receipt. RESULTS: AAs were significantly less adherent than Whites even when controlling for age, gender, marital status, median household income for zip code, BMI, comorbidities, and obstructive sleep apnea (OSA) severity. AAs with severe OSA were 3 times more likely to use CPAP than AAs with mild/moderate OSA (p ≤ 0.001); a much smaller but still statistically significant difference was seen for Whites. CONCLUSIONS: CPAP compliance is considerably lower in AAs than in Whites, though severity of OSA modifies this association. These findings are not readily explained by differences in demographics or comorbidity.

Filled Opioid Prescriptions Following Pediatric Dental Procedures Among Medicaid-Insured Children in Ohio.

Purpose: To investigate opioid prescription fills following pediatric/adolescent dental procedures in central/southeastern Ohio. Methods: This population-based, retrospective cohort study utilized health insurance claims from a pediatric public accountable care organization (???Medicaid???) in central/southeastern Ohio. Patients aged 18 years and younger who had a dental procedure between January 2012 and February 2019 were identified, and claims were searched for opioid prescription fills within 14 days post-procedure. Trends in prescription fill percentages, types of opioid, procedure classification and patient characteristics were examined. Results: A total of 512,922 encounters among 212,813 patients were included. The overall opioid prescription fill was 4.9 percent. Percentages decreased throughout the study period from 6.1 percent (95 percent confidence interval [95% CI]=5.9 to 6.3) in 2012 to 3.4 percent (95% CI=3.1 to 3.8) in early 2019. When limited to extractions and endodontic procedures, the overall prescription fill percentage fell from 15.7 percent (95% CI=15.2 to 16.1) in 2012 to 9.5 percent (95% CI=8.5 to 10.4) in early 2019. The most common opioids were hydrocodone (68.6 percent) and codeine (24.7 percent), with marked annual reductions in codeine prescription fills among children younger than 14 years. From 2017 to 2018, surgical extractions compared to endodontics-only procedures (risk difference [RD]=40.7; 95% CI=38.6 to 42.9) and older patient age (RD for 18-year-olds versus 13-year-olds=21.9; 95% CI=19.8 to 24.0) were strong risk factors for filling an opioid prescription. Conclusion: Post-procedure opioid prescription fill percentages have decreased since 2012 among pediatric/adolescent Medicaid enrollees undergoing dental procedures in central/southeastern Ohio. Substantial differences in the likelihood of filling a prescription remained by procedural and demographic variables. There were marked trends in the types of opioid for which prescriptions were filled, which varied by patient age.

Deep learning to estimate gestational age from fly-to cineloop videos: A novel approach to ultrasound quality control.

OBJECTIVE: Low-cost devices have made obstetric sonography possible in settings where it was previously unfeasible, but ensuring quality and consistency at scale remains a challenge. In the present study, we sought to create a tool to reduce substandard fetal biometry measurement while minimizing care disruption. METHODS: We developed a deep learning artificial intelligence (AI) model to estimate gestational age (GA) in the second and third trimester from fly-to cineloops-brief videos acquired during routine ultrasound biometry-and evaluated its performance in comparison to expert sonographer measurement. We then introduced random error into fetal biometry measurements and analyzed the ability of the AI model to flag grossly inaccurate measurements such as those that might be obtained by a novice. RESULTS: The mean absolute error (MAE) of our model (±standard error) was 3.87 ± 0.07 days, compared to 4.80 ± 0.10 days for expert biometry (difference -0.92 days; 95% CI: -1.10 to -0.76). Based on simulated novice biometry with average absolute error of 7.5%, our model reliably detected cases where novice biometry differed from expert biometry by 10 days or more, with an area under the receiver operating characteristics curve of 0.93 (95% CI: 0.92, 0.95), sensitivity of 81.0% (95% CI: 77.9, 83.8), and specificity of 89.9% (95% CI: 88.1, 91.5). These results held across a range of sensitivity analyses, including where the model was provided suboptimal truncated fly-to cineloops. CONCLUSIONS: Our AI model estimated GA more accurately than expert biometry. Because fly-to cineloop videos can be obtained without any change to sonographer workflow, the model represents a no-cost guardrail that could be incorporated into both low-cost and commercial ultrasound devices to prevent reporting of most gross GA estimation errors.

Performance of microscopy and RDTs in the context of a malaria prevalence survey in Angola: a comparison using PCR as the gold standard.

BACKGROUND: Accurate identification of Plasmodium infections in community surveys is essential to successful malaria control. Microscopy and rapid diagnostic tests (RDTs) are the main techniques used to diagnose malaria in field-based surveys. While microscopy is still considered the gold standard, RDTs are growing in popularity as they allow for rapid and inexpensive diagnosis. Using data from a prevalence survey conducted in north-western Angola in 2010, the authors aimed to compare the performance of microscopy and RDTs in identifying Plasmodium falciparum infections, using polymerase chain reaction (PCR) as the gold standard. METHODS: Results from 3,307 subjects (1,225 preschool-aged children (zero to five year olds), 1,134 school-aged children (six to 15 year olds) and 948 mothers/caregivers (>15 years of age)), tested for P. falciparum infections, were utilized. The sensitivity, specificity, positive, and negative predictive values (PPV and NPV) of microscopy and Paracheck-Pf® were compared using the McNemar's test and the weighted generalized score Chi-squared test for paired data. RESULTS: The prevalence of P. falciparum infections determined by PCR and microscopy was 15.9% and by Paracheck- Pf® was 16.3%. Compared to microscopy, Paracheck-Pf® had significantly higher sensitivity (72.8% versus 60%), specificity (94.3% versus 92.5%), PPV (70.7% versus 60%) and NPV (94.8% versus 92.5%). Both tests had significantly lower sensitivity in mothers (36.8% for microscopy and 43.7% for Paracheck-Pf®) than in their children (68.4% in zero to five years-old and 60.6% in six to 15 years-old for microscopy and 80.4% in zero to five year-olds and 76.5% in six to 15 year-olds for Paracheck-Pf®). CONCLUSION: Both microscopy and RDTs performed suboptimally when compared to PCR. False negativity could be associated with the low parasite density profile of the samples. False positivity may be related to the well-described limitations of those techniques such as level of expertise of microscopists or persistent antigenicity from previous infections in the case of RDTs. Nevertheless, RDTs had enhanced performance comparatively to microscopy in detecting malaria infections, favouring their use in community cross-sectional malaria surveys, where expert performance of microscopy is hard to accomplish.

Hypertension in Northern Angola: prevalence, associated factors, awareness, treatment and control.

BACKGROUND: Seventy-five million people are estimated to be hypertensive in sub-Saharan Africa. This translates in high morbidity and mortality, as hypertension is now considered to be the number one single risk factor for death worldwide. Accurate data from countries lacking national disease surveillance is needed to guide future evidence-driven health policies. The authors aimed to estimate the prevalence, awareness, management and control of hypertension and associated factors in an adult population of Angola. METHODS: A community-based survey of 1,464 adults, following the World Health Organization's Stepwise Approach to Chronic Disease Risk Factor Surveillance, was conducted to estimate the prevalence of hypertension, awareness, treatment and control in Dande, Northern Angola. Using a demographic surveillance system database, a representative sample of subjects, stratified by sex and age (18-40 and 41-64 years old), was selected. RESULTS: Prevalence of hypertension (systolic blood pressure ≥140 mmHg and/or diastolic blood pressure ≥90 mmHg and/or hypertensive therapy) was of 23% (95% CI: 21% to 25.2%). A follow-up consultation confirmed the hypertensive status in 82% of the subjects who had a second measurement on average 23 days after the first. Amongst hypertensive individuals, 21.6% (95% CI: 17.0% to 26.9%) were aware of their status. Only 13.9% (95% CI: 5.9% to 29.1%) of the subjects aware of their condition were under pharmacological treatment, of which approximately one-third were controlled. Older age, lower level of education, higher body mass index and abdominal obesity were found to be significantly (p<0.01) associated with hypertension. CONCLUSIONS: Our survey is the first to provide insightful data on hypertension prevalence in Angola. There is an urgent need for strategies to improve prevention, diagnosis and access to adequate treatment in this country, where a massive economic growth and consequent potential impact on lifestyle risk factors could lead to an increase in the prevalence of hypertension and cardiovascular disease.