Artificial intelligence to diagnose ear disease using otoscopic image analysis: a review.

AI relates broadly to the science of developing computer systems to imitate human intelligence, thus allowing for the automation of tasks that would otherwise necessitate human cognition. Such technology has increasingly demonstrated capacity to outperform humans for functions relating to image recognition. Given the current lack of cost-effective confirmatory testing, accurate diagnosis and subsequent management depend on visual detection of characteristic findings during otoscope examination. The aim of this manuscript is to perform a comprehensive literature review and evaluate the potential application of artificial intelligence for the diagnosis of ear disease from otoscopic image analysis.

Resource Use During Pediatric Venipuncture With Virtual Reality: Secondary Analysis of a Randomized Controlled Pilot Trial.

OBJECTIVES: Virtual reality (VR) therapy is growing in use and popularity during pediatric medical procedures. Currently, data that describe the hospital resources used during pediatric procedures with off-the-shelf VR games that are not tailored to medical procedures are lacking. In this study, we aimed to characterize procedural resources associated with VR use during venipuncture in a pediatric emergency department. METHODS: This was a secondary analysis of a 2-arm randomized, controlled pilot trial with an external group. Resource use was evaluated in 3 groups: child life (CL)-supported VR engagement, CL support without VR, and a reference group that received no intervention (ie, no CL and no VR). RESULTS: The study sample (N = 55) included the following: 15 patients randomly assigned to VR, 20 patients randomly assigned to CL, and 20 patients in the reference group. There was a significant difference in procedure duration, with the VR group exhibiting the longest duration compared with the CL and reference groups (P = .01). CONCLUSIONS: Longer procedure times associated with VR use during venipunctures (4-6 minutes on average) may be attributed to pauses to troubleshoot VR games not tailored for medical procedures. Although they are inexpensive and accessible, nontailored VR games may warrant the need for dedicated staff to provide restraint and/or assistance to navigate the VR application. In this study, we offer a protocol on the application of nontailored VR games for pediatric procedures. For those considering a VR program in an inpatient setting, the benefits of pain/anxiety reduction must be weighed against the resources needed, including device costs, staff availability, and increased procedure duration.

Pediatric Otoscopy Video Screening With Shift Contrastive Anomaly Detection.

Ear related concerns and symptoms represent the leading indication for seeking pediatric healthcare attention. Despite the high incidence of such encounters, the diagnostic process of commonly encountered diseases of the middle and external presents a significant challenge. Much of this challenge stems from the lack of cost effective diagnostic testing, which necessitates the presence or absence of ear pathology to be determined clinically. Research has, however, demonstrated considerable variation among clinicians in their ability to accurately diagnose and consequently manage ear pathology. With recent advances in computer vision and machine learning, there is an increasing interest in helping clinicians to accurately diagnose middle and external ear pathology with computer-aided systems. It has been shown that AI has the capacity to analyze a single clinical image captured during the examination of the ear canal and eardrum from which it can determine the likelihood of a pathognomonic pattern for a specific diagnosis being present. The capture of such an image can, however, be challenging especially to inexperienced clinicians. To help mitigate this technical challenge, we have developed and tested a method using video sequences. The videos were collected using a commercially available otoscope smartphone attachment in an urban, tertiary-care pediatric emergency department. We present a two stage method that first, identifies valid frames by detecting and extracting ear drum patches from the video sequence, and second, performs the proposed shift contrastive anomaly detection (SCAD) to flag the otoscopy video sequences as normal or abnormal. Our method achieves an AUROC of 88.0% on the patient level and also outperforms the average of a group of 25 clinicians in a comparative study, which is the largest of such published to date. We conclude that the presented method achieves a promising first step toward the automated analysis of otoscopy video.

Pediatric outpatient utilization by differing Medicaid payment models in the United States.

BACKGROUND: In the United States (US), Medicaid capitated managed care costs are controlled by optimizing patients' healthcare utilization. Adults in capitated plans utilize primary care providers (PCP) more than emergency departments (ED), compared to fee-for-service (FFS). Pediatric data are lacking. We aim to determine the association between US capitated and FFS Medicaid payment models and children's outpatient utilization. METHODS: This retrospective cohort compared outpatient utilization between two payment models of US Medicaid enrollees aged 1-18 years using Truven's 2014 Marketscan Medicaid database. Children enrolled > 11 months were included, and were excluded for eligibility due to disability/complex chronic condition, lack of outpatient utilization, or provider capitation penetration rate < 5% or > 95%. Negative binomial and logistic regression assessed relationships between payment model and number of visits or odds of utilization, respectively. RESULTS: Of 711,008 children, 66,980(9.4%) had FFS and 644,028(90.6%) had capitated plans. Children in capitated plans had greater odds of visits to urgent care, PCP-acute, and PCP-well-child care (aOR 1.21[95%CI 1.15-1.26]; aOR 2.07[95%CI 2.03-2.13]; aOR 1.86 [95%CI 1.82-1.91], respectively), and had lower odds of visits to EDs and specialty care (aOR 0.82 [95%CI 0.8-0.83]; aOR 0.61 [95%CI 0.59-0.62], respectively), compared to FFS. CONCLUSIONS: The majority of children in this US Medicaid population had capitated plans associated with higher utilization of acute care, but increased proportion of lower-cost sites, such as PCP-acute visits and UC. Health insurance programs that encourage capitated payment models and care through the PCP may improve access to timely acute care in lower-cost settings for children with non-complex chronic conditions.

A Resident-Led QI Initiative to Improve Pediatric Emergency Department Boarding Times.

BACKGROUND: Pediatric emergency department (PED) overcrowding and prolonged boarding times (admission order to PED departure) decrease quality of care. Timely transfer of patients from the PED to inpatient units is a key driver that relieves overcrowding. In 2015, PED boarding time at our hospital was 10% longer than the national benchmark. We described a resident-led quality-improvement initiative to decrease PED mean boarding times by 10% (from 173 to 156 minutes) within 6 months among general pediatric admissions. METHODS: We applied Plan-Do-Study-Act (PDSA) methodology. PDSA 1 (October 2016) interventions were bundled to include streamlined mobile communications, biweekly educational presentations, and reminder signs. PDSA 2 (August 2017) provided alternative workflows for senior residents. Outcomes were mean PED boarding times for general pediatrics admissions. The proportion of PICU transfers within 12 hours of admission served as a balancing measure. Statistical process control charts were used to analyze boarding times and PICU transfer rates. RESULTS: Leading up to PDSA 1, monthly mean boarding times decreased from 173 to 145 minutes and were sustained throughout the study period and up to 1 year after study completion. The X-bar chart demonstrated a shift with 57 consecutive months of mean boarding times below the preintervention mean. There were no changes in PICU transfer rates within 12 hours of admission. CONCULSIONS: Resident-led quality improvement efforts, including education and streamlined workflow, significantly improved PED boarding time without causing harm to patients.

Acceptance of Preventive Dental Services for Children at a Retail-Based Clinic: A Pilot Study.

Purpose: Low-income children with high caries risk are disproportionately affected by poor access to dental care. Retail-based clinics (RBCs) can provide accessible ancillary oral health care. The purposes of this study were: (1) to measure caregivers' acceptance rate of an oral health screening, fluoride varnish (FV) application, and caries risk assessment offered to children on a walk-in basis in an RBC; and (2) to categorize the caries risk and demographics among the participants.
Methods: Screenings and FV applications were provided to children younger than 18 years at a Walgreens Health Care Clinic in Baltimore, Md., USA, from October 2016 to October 2017. The acceptance rate and caries risk using the American Dental Association caries risk assessment form were documented. Descriptive statistics and Fisher's exact test were used to analyze the data.
Results: Eighty-five children and their caretakers were approached and 32 (38 percent) agreed to participate. Most children had high caries risk (84.3 percent) and a dental home (81.2 percent), but only 50 percent reported visiting their dentist in the last year.
Conclusion: Our results demonstrate modest acceptance of FV application for children on a convenience basis. This population had predominantly high caries risk, with poor adherence to follow-up with their dental home. Retail-based dental care should not replace the dental home but could support it by increasing access to preventive dental care in children. (J Dent Child 2019;86(1):40-6)
Received July 2, 2018; Last Revision August 13, 2018; Accepted August 13, 2018.

Going with the flow: respiratory care in the pediatric emergency department.

Providers in pediatric emergency departments (ED) frequently encounter a variety of life-threatening respiratory illnesses. This article reviews current updates on the management and unique adjuncts for 3 common respiratory illnesses. Discussed first is bronchiolitis and the impact of high flow nasal cannula on reducing the need for intubation. Next, the current therapy for croup and the adjunctive use of Heliox and finally, the ED approach to asthma and treatment with breath actuated nebulizers.

Treating children at Urgent Care Centers: a qualitative study to determine how providers perceive managing pediatric patients.

As Urgent Care Centers (UCCs) multiply, more children receive care in this setting. Little is known about UCC providers' perspectives on the management of common pediatric conditions. The objectives of this study are to describe the perceptions of UCC providers and identify challenges they face regarding common pediatric conditions. This qualitative study used semi-structured interviews with a convenience sample of 12 UCC providers from 9 non-academic UCCs in Rhode Island. Content analysis identified themes that describe perceptions of UCC providers regarding pediatric patients. Interviews identified three common pediatric scenarios that challenged UCC providers: acutely ill young infants, minor traumatic brain injury (mTBI), and uncooperative children requiring minor procedures. UCCs should focus quality initiatives to educate their providers on evidence-based management of common pediatric clinical scenarios. Efforts may include dissemination of validated guidelines, education targeted to non-pediatric trained providers, and the integration of minimal sedation protocols for minor procedures.

Giant coronary artery aneurysms in juvenile polyarteritis nodosa: a case report.

Juvenile polyarteritis nodosa (PAN) is a rare, necrotizing vasculitis, primarily affecting small to medium-sized muscular arteries. Cardiac involvement amongst patients with PAN is uncommon and reports of coronary artery aneurysms in juvenile PAN are exceedingly rare. We describe a 16 year old girl who presented with fever, arthritis and two giant coronary artery aneurysms, initially diagnosed as atypical Kawasaki disease and treated with IVIG and methylprednisolone. Her persistent fevers, arthritis, myalgias were refractory to treatment, and onset of a vasculitic rash suggested an alternative diagnosis. Based on angiographic abnormalities, polymyalgia, hypertension and skin involvement, this patient met criteria for juvenile PAN. She was treated with six months of intravenous cyclophosphamide and high dose corticosteroids for presumed PAN related coronary vasculitis. Maintenance therapy was continued with azathioprine and the patient currently remains without evidence of active vasculitis. She remains on anticoagulation for persistence of the aneurysms. This case illustrates a rare and unusual presentation of giant coronary artery aneurysms in the setting of juvenile PAN.