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Digital phenotyping refers to near–real-time data collection from personal digital devices, particularly smartphones, to better quantify the human phenotype. Methodology using smartphones is often considered the gold standard by many for passive data collection within the field of digital phenotyping, which limits its applications mainly to adults or adolescents who use smartphones. However, other technologies, such as wearable devices, have evolved considerably in recent years to provide similar or better quality passive physiologic data of clinical relevance, thus expanding the potential of digital phenotyping applications to other patient populations. In this perspective, we argue for the continued expansion of digital phenotyping to include other potential gold standards in addition to smartphones and provide examples of currently excluded technologies and populations who may uniquely benefit from this technology.

Safe surgical care, including anesthesia, obstetrics, and trauma, is an essential component of a functional health system, yet five billion people lack access to high-quality, timely and affordable surgical care. As health decision makers are grappling with how to make appropriate investments for crisis readiness and resilience, investments in surgical care should be considered for their compounding benefits to meet a country’s diverse health goals. National Surgical, Obstetric, and Anesthesia Plans (NSOAPs) are developed through global partnerships and multi-stakeholder consensus and provide a dynamic framework for surgical scale-up that also improves the resilience of the larger health system. Our paper applies principles from the literature on health system resilience to surgical systems and examines the unique capabilities of the surgical workforce and infrastructure to be redeployed during times of crisis, using examples from the current pandemic.

The improved survival of gastroschisis patients is a notable pediatric success story. Over the past 60 years, gastroschisis evolved from uniformly fatal to a treatable condition with over 95% survival. We explored the historical effect of four specific clinical innovations—mechanical ventilation, preformed silos, parenteral nutrition, and pulmonary surfactant—that contributed to mortality decline among gastroschisis infants. A literature review was performed to extract mortality rates from six decades of contemporary literature from 1960 to 2020. A total of 2417 publications were screened, and 162 published studies (98,090 patients with gastroschisis) were included. Mortality decreased over time and has largely been <10% since 1993. Mechanical ventilation was introduced in 1965, preformed silo implementation in 1967, parenteral nutrition in 1968, and pulmonary surfactant therapy in 1980. Gastroschisis infants now carry a mortality rate of <5% as a result of these interventions. Other factors, such as timing of delivery, complex gastroschisis, and management in low- and middle-income countries were also explored in relation to gastroschisis mortality. Overall, improved gastroschisis outcomes serve as an illustration of the benefits of clinical advances and multidisciplinary care, leading to a drastic decline in infant mortality among these patients.

To assess the resources for essential and emergency surgical care in the Gambia. The World Health Organization's Tool for Situation Analysis to Assess Emergency and Essential Surgical Care was distributed to health-care managers in facilities throughout the country. The survey was completed by 65 health facilities - one tertiary referral hospital, 7 district/general hospitals, 46 health centres and 11 private health facilities - and included 110 questions divided into four sections: (i) infrastructure, type of facility, population served and material resources; (ii) human resources; (iii) management of emergency and other surgical interventions; (iv) emergency equipment and supplies for resuscitation. Questionnaire data were complemented by interviews with health facility staff, Ministry of Health officials and representatives of nongovernmental organizations. Important deficits were identified in infrastructure, human resources, availability of essential supplies and ability to perform trauma, obstetric and general surgical procedures. Of the 18 facilities expected to perform surgical procedures, 50.0% had interruptions in water supply and 55.6% in electricity. Only 38.9% of facilities had a surgeon and only 16.7% had a physician anaesthetist. All facilities had limited ability to perform basic trauma and general surgical procedures. Of public facilities, 54.5% could not perform laparotomy and 58.3% could not repair a hernia. Only 25.0% of them could manage an open fracture and 41.7% could perform an emergency procedure for an obstructed airway. The present survey of health-care facilities in the Gambia suggests that major gaps exist in the physical and human resources needed to carry out basic life-saving surgical interventions.

PurposeIn infants and toddlers, gastrostomy tube placement (GT) is typically accompanied by consideration of concomitant Nissen fundoplication (NF). Historically, rates of NF have varied across providers and institutions. This study examines practice variation and longitudinal trends in NF at pediatric tertiary centers.MethodsPatients ≤ 2 years who underwent GT between 2008 and 2018 were identified in the Pediatric Health Information System database. Patient demographics and rates of NF were examined. Descriptive statistics were used to evaluate the variation in the proportion of GT with NF at each hospital, by volume and over time.Results40,348 patients were identified across 40 hospitals. Most patients were male (53.8%), non-Hispanic white (49.5%) and publicly-insured (60.4%). Rates of NF by hospital varied significantly from 4.2 to 75.2% (p < 0.001), though were not associated with geographic region (p = 0.088). Rates of NF decreased from 42.8% in 2008 to 14.2% in 2018, with a mean annual rate of change of − 3.07% (95% CI − 3.53, − 2.61). This trend remained when stratifying hospitals into volume quartiles.ConclusionThere is significant practice variation in performing NF. Regardless of volume, the rate of NF is also decreasing. Objective NF outcome measurements are needed to standardize the management of long-term enteral access in this population.

PurposeThere is wide practice variation in the use of laparoscopic fundoplication (LF) versus gastrojejunostomy (GJ) tube insertion for children who do not tolerate gastric feeds. Using weight gain as an objective proxy of adequate nutrition, we sought to evaluate the difference in weight gain between LF and GJ.MethodsA retrospective, cohort study was conducted of patients ≤ 2 years who underwent LF or GJ between 2014 and 2019 at a single institution. Patient characteristics, change in weight 1-year post-procedure and frequency of unplanned healthcare utilization encounters were collected and examined.ResultsA total of 125 patients (50.4%LF, 49.6%GJ) were identified. Adjusted modeling demonstrated that on average, there was an additional 0.85-unit increase in weight-for-age Z scores in the LF compared to the GJ cohort (p = 0.01). The GJ cohort had significantly more unplanned healthcare utilization encounters (4.2, SD 3.4) compared to LF (3.0, SD 3.1) (p = 0.03). Furthermore, the GJ cohort underwent an average of 3.3 planned GJ exchanges within 1-year post-procedure.ConclusionIn the first year post-operatively, LF is associated with increased weight gain and fewer unplanned and overall healthcare encounters compared to GJ. Long-term outcomes including weight gain and quality-of-life measures should be studied to develop standardized guidelines for this common clinical scenario.

Manual monitoring of vital signs, which often fails to capture the onset of deterioration, is the main monitoring modality in most Ghanaian hospitals due to the high cost and inadequate supply of patient bedside monitors. Consumer wearable devices (CWDs) are emerging, relatively low-cost technologies for continuous monitoring of physiological status; however, their validity has not been established in low-resource clinical settings. We aimed to (1) investigate the validity of the heart rate (HR) and oxygen saturation (SpO2) data from two widely used CWDs, the Fitbit Versa 2 and Xiaomi Mi Smart Band 6, against gold standard bedside monitors in one Ghanaian hospital and (2) develop a web application to capture and display CWD data in a clinician-friendly way. A healthy volunteer simultaneously wore both CWDs and blood pressure cuffs to measure HR and SpO2. To test for concordance, we conducted the Bland-Altman and mean absolute percentage error analyses. We also developed a web application that retrieves and displays CWD data in near real time as text and graphical trends. Compared to gold standards (patient monitor and manual), the Fitbit Versa 2 had 96.87% and 96.67% measurement accuracies for HR, and the Xiaomi Mi Smart Band 6 had 94.24% and 93.21% measurement accuracies for HR. The Xiaomi Mi Smart Band 6 had 98.79% measurement accuracy for SpO2. The strong concordance between CWD and gold standards supports the potential implementation of these devices as a novel method of vital sign monitoring to replace manual monitoring, thus saving costs and improving patient outcomes. Further studies are needed for confirmation.

When children are discharged from the hospital after surgery, their caregivers often rely on subjective assessments (e.g., appetite, fatigue) to monitor postoperative recovery as objective assessment tools are scarce at home. Such imprecise and one-dimensional evaluations can result in unwarranted emergency department visits or delayed care. To address this gap in postoperative monitoring, we evaluated the ability of a consumer-grade wearable device, Fitbit, which records multimodal data about daily physical activity, heart rate, and sleep, in detecting abnormal recovery early in children recovering after appendectomy. One hundred and sixty-two children, ages 3–17 years old, who underwent an appendectomy (86 complicated and 76 simple cases of appendicitis) wore a Fitbit device on their wrist for 21 days postoperatively. Abnormal recovery events (i.e., abnormal symptoms or confirmed postoperative complications) that arose during this period were gathered from medical records and patient reports. Fitbit-derived measures, as well as demographic and clinical characteristics, were used to train machine learning models to retrospectively detect abnormal recovery in the two days leading up to the event for patients with complicated and simple appendicitis. A balanced random forest classifier accurately detected 83% of these abnormal recovery days in complicated appendicitis and 70% of abnormal recovery days in simple appendicitis prior to the true report of a symptom/complication. These results support the development of machine learning algorithms to predict onset of abnormal symptoms and complications in children undergoing surgery, and the use of consumer wearables as monitoring tools for early detection of postoperative events.

Necrotizing enterocolitis (NEC) is a major source of neonatal morbidity and mortality. Since there is no specific diagnostic test or risk of progression model available for NEC, the diagnosis and outcome prediction of NEC is made on clinical grounds. The objective in this study was to develop and validate new NEC scoring systems for automated staging and prognostic forecasting. A six-center consortium of university based pediatric teaching hospitals prospectively collected data on infants under suspicion of having NEC over a 7-year period. A database comprised of 520 infants was utilized to develop the NEC diagnostic and prognostic models by dividing the entire dataset into training and testing cohorts of demographically matched subjects. Developed on the training cohort and validated on the blind testing cohort, our multivariate analyses led to NEC scoring metrics integrating clinical data. Machine learning using clinical and laboratory results at the time of clinical presentation led to two nec models: (1) an automated diagnostic classification scheme; (2) a dynamic prognostic method for risk-stratifying patients into low, intermediate and high NEC scores to determine the risk for disease progression. We submit that dynamic risk stratification of infants with NEC will assist clinicians in determining the need for additional diagnostic testing and guide potential therapies in a dynamic manner. http://translationalmedicine.stanford.edu/cgi-bin/NEC/index.pl and smartphone application upon request.

While there has been overall progress in addressing the lack of access to surgical care worldwide, untreated surgical conditions in developing countries remain an underprioritized issue. Significant backlogs of advanced surgical disease called neglected surgical diseases (NSDs) result from massive disparities in access to quality surgical care. We aim to discuss a framework for a public health rights-based initiative designed to prevent and eliminate the backlog of NSDs in developing countries. We defined NSDs and set forth six criteria that focused on the applicability and practicality of implementing a program designed to eradicate the backlog of six target NSDs from the list of 44 Disease Control Priorities 3rd edition (DCP3) surgical interventions. The human rights-based approach (HRBA) was used to clarify NSDs role within global health. Literature reviews were conducted to ascertain the global disease burden, estimated global backlog, average cost per treatment, disability-adjusted life-years (DALYs) averted from the treatment, return on investment, and potential gain and economic impact of the NSDs identified. Six index NSDs were identified, including neglected cleft lips and palate, clubfoot, cataracts, hernias and hydroceles, injuries, and obstetric fistula. Global definitions were proposed as a starting point towards the prevention and elimination of the backlog of NSDs. Defining a subset of neglected surgical conditions that illustrates society’s role and responsibility in addressing them provides a framework through the HRBA lens for its eventual eradication.