"Surgery First" vs. "Endoscopy First" for Pediatric Choledocholithiasis Presenting at the End of the Week - A CARES Working Group Study.

BACKGROUND: Choledocholithiasis in children is commonly managed with an "endoscopy-first" (EF) strategy (endoscopic retrograde cholangiopancreatography (ERCP) followed by laparoscopic cholecystectomy (LC)). Because ERCP availability is often limited at the end of the week (EoW), we hypothesized that a "surgery-first" (SF) approach (LC with intraoperative cholangiogram (IOC) ± transcystic laparoscopic common bile exploration (LCBDE)) would decrease length of stay (LOS) and time to definitive intervention (TTDI). METHODS: A multicenter, retrospective cohort study was conducted on pediatric patients from 2018 to 2023 with suspected choledocholithiasis. Work week (WW) presentation was defined as admission between Monday to Thursday. TTDI was defined as time to LC or postoperative ERCP (if required). RESULTS: Among seven hospitals, there were 354 pediatric patients; 217 (61%) managed with SF (125 WW, 92 EoW) and 137 (39%) managed with EF (74 WW, 63 EoW). SF groups had a shorter LOS for both WW and EoW presentation (60.2 h and 58.3 h vs 88.5 h and 93.6 h respectively; p < 0.05). TTDI decreased in SF (26.4 h and 28.9 h vs 61.4 h and 72.8 h; p < 0.05). All EF patients underwent at least two anesthetics (preoperative ERCP followed by LC) while the majority (79%) of the SF group had only one procedure (LC + IOC ± LCBDE). CONCLUSION: Children who present with choledocholithiasis at EoW have a longer LOS and TTDI. These findings are amplified when children enter an EF pathway. A surgery-first approach results in fewer procedures, decreased TTDI, and shorter LOS, regardless of the time of presentation. LEVEL OF EVIDENCE: Level III.

Evaluating the Benefits of Ventriculostomy Compared to Intracranial Pressure Monitoring for Severe Pediatric Traumatic Brain Injury.

BACKGROUND: In this study, we compared outcomes between intracranial pressure monitoring (ICP) only versus ventriculostomy (VT) using a nationwide database of pediatric trauma patients. METHODS: Pediatric patients (<18 years) with severe blunt TBI who underwent ICP monitoring with or without VT were identified from the 2017-2021 ACS Trauma Quality Programs. We excluded patients who experienced death or craniotomy/craniectomy within 48 h. The primary outcome was discharge disposition. Secondary outcomes were subsequent intracranial surgery, length of stay (LOS), and infectious complications. Competing risks survival analysis was used to evaluate the multivariable association between ICP vs. VT and outcomes. RESULTS: Of 1719 eligible patients, 65.9% were male and 54.1% had VT. Between the ICP and VT groups, there were no differences in mean age (11.4 vs. 11.0 years, p = 0.145), injury severity score (30.9 vs. 30.9, p = 0.937), or median GCS (3 vs. 3, p = 0.120). Multivariable analysis showed a robust association between VT and discharge home (compared to rehabilitation center; sHR 0.85, 95% CI 0.74-0.97, p = 0.017). VT use was not associated with increased mortality compared to ICP (p = 0.342). Finally, VT patients had longer median LOS (20.5 vs. 18.0 days, p < 0.001) but there was no difference in subsequent craniotomy/craniectomy (8.6 vs. 6.5%, p = 0.096) or infectious complications (1.2 vs. 0.9%, p = 0.549). CONCLUSION: VT was associated with greater discharge to home. Although VT patients had a greater LOS, the risk for other secondary outcomes did not vary, suggesting that VT may have benefits for the treatment of severe TBI with respect to discharge disposition. LEVEL OF EVIDENCE: III.

Worth the Wait? The Impact of Timing of Repair of Esophageal Atresia With Tracheoesophageal Fistula on Outcomes.

INTRODUCTION: Infants with esophageal atresia and tracheoesophageal fistula (EA/TEF) are at increased risk for respiratory compromise and gastric perforation until fistula ligation. We sought to describe current practice regarding the timing of EA/TEF repair and hypothesized that age at repair is a predictor of adverse outcomes. METHODS: The Pediatric Health Information System (PHIS) database was used to identify patients with EA/TEF who underwent fistula ligation and esophago-esophagostomy at US children's hospitals from July 2016-June 2021. Patients with a repair >10 days of age, a long-gap atresia, or H-type fistula were excluded. Comorbidities including prematurity and operative congenital heart disease were noted. Outcomes including anastomotic leak, gastric perforation, and post-operative respiratory failure were assessed for association with age and day of the week of operation. RESULTS: Among 863 patients that were evaluated, the plurality of operations was on DOL 2 (36%) and 83% were on a weekday (random rate = 71%). Later operations had shorter LOS (p = 0.04) and more recurrent nerve injuries (p = 0.01). Weekend repairs were associated with equivalent outcomes. Gastric perforations occurred in 18 (2.0%) patients; 11 (61%) of these occurred after DOL 2. CONCLUSIONS: We found no significant differences in outcomes other than more recurrent nerve injury and decreased LOS with EA/TEF repair at older ages. Although repair beyond DOL 2 was safe from a respiratory standpoint, most gastric perforations occurred after this point. In the absence of contraindications or significantly reduced weekend capabilities, we recommend repair of EA/TEF by DOL 2. LEVEL OF EVIDENCE: III.

Multi-institutional Analysis of Choledocholithiasis in Pediatric vs Adult Patients.

BACKGROUND: In adults, upfront intraoperative cholangiogram with laparoscopic common bile duct exploration (LCBDE) is well accepted for management of choledocholithiasis. Despite recent evidence supporting LCBDE utility in children, there has been hesitation to adopt this surgery first (SF) approach over ERCP first (EF) due to perceived technical challenges. We compared rates of successful stone clearance during LCBDE between adult and pediatric patients to evaluate if pediatric surgeons could anticipate similar rates of successful clearance. METHODS: A multicenter, retrospective review of pediatric (<18 years) and adult patients with choledocholithiasis managed from 2018 to 2024 was performed. Demographic and clinical data were obtained. Rate of successful duct clearance with LCBDE was compared. Surgical and endoscopic complications (infections, bleeding, pancreatitis, bile leak) were also compared. RESULTS: 724 patients, 333 (45.9%) pediatric and 391 (54.0%) adults, were included. The median age of pediatric vs adult patients was 15.2 years [13.1, 16.6] vs 55.5 years [34.1, 70.5], respectively. Of these, 201 (60.4%) pediatric vs 169 (43.2%) adult patients underwent SF, p < 0.001. LCBDE was attempted in 84 (41.7%) pediatric vs 140 (82.8%) adults, p = 0.002. LCBDE success was higher in pediatric vs adult patients (82.1% vs 71.4%, p = 0.004). Complications rates were similar however, pediatric patients who underwent EF had higher endoscopic complications (9.1% vs 3.6%, p = 0.03). CONCLUSION: LCBDE is highly successful in children vs adults with no increased surgical complications. This data, coupled with the limited ERCP access for children, supports that LCBDE is an equally effective tool for managing choledocholithiasis in children as is accepted in adults. LEVEL OF EVIDENCE: Level III.

Patient Safety and Radiation Exposure in Transcystic Laparoscopic Common Bile Duct Exploration: A CARES Working Group Multicenter Study.

BACKGROUND: Treatment of choledocholithiasis with laparoscopic cholecystectomy (LC) and intraoperative cholangiogram (IOC) ± transcystic laparoscopic common bile duct exploration (LCBDE) is associated with fewer procedures and shorter length of stay (LOS) compared to preoperative endoscopic retrograde cholangiopancreatography (ERCP) followed by LC. Fluoroscopy is required for both LCBDE and ERCP but fluoroscopic time (FT) and radiation dose (RD) in LCBDE has not been studied. METHODS: The Choledocholithiasis Alliance for Research, Education, and Surgery (CARES) Working Group conducted this retrospective study on pediatric patients with suspected choledocholithiasis who received IOC. Demographics, type of LCBDE, FT and RD during IOC ± LCBDE, were analyzed. Statistical analysis was completed using Microsoft Excel and R software. RESULTS: From five centers, 157 patients were identified (79 without LCBDE, 78 with LCBDE). Wire access into the duodenum was successful in 67 patients (86%) and 64 patients (82%) had successful duct clearance. Median FT for all LCBDE cases was 3.3 min [1.6, 6.7] and RD was 59.8 mGy [30.1, 125.0] with no difference between successful and unsuccessful duct clearance (66.7 mGy [29.0, 115.0], 55.8 mGy [35.8, 154.1], respectfully; p = 0.51). CONCLUSION: Although both ERCP and LCBDE approaches result in fluoroscopic radiation exposure, FT, and RD in LCBDE have not previously been studied and are inadequately described in ERCP. Limiting radiation exposure in children is essential and fluoroscopy stewardship is a key component of pediatric safety in LCBDE. LEVEL OF EVIDENCE: Level III.

Reducing MRCP Utilization Through a "Surgery First" Approach for Pediatric Choledocholithiasis: A CARES Working Group Retrospective Study.

BACKGROUND: Choledocholithiasis in children is rising and frequently managed with an endoscopy-first (EF) approach that utilizes endoscopic retrograde cholangiopancreatography (ERCP) followed by laparoscopic cholecystectomy (LC). Magnetic resonance cholangiopancreatography (MRCP) is a resource intensive modality that often precedes ERCP to gain further assurance of choledocholithiasis prior to intervention. MRCP can lead to a longer length of stay (LOS) and strain healthcare resources. We hypothesized that the use of MRCP is decreased with a surgery-first (SF) approach. METHODS: The Choledocholithiasis Alliance for Research, Education, and Surgery (CARES) Working Group conducted this retrospective study on pediatric patients with suspected choledocholithiasis. SF patients underwent LC + intraoperative cholangiogram (IOC) ± laparoscopic common bile duct exploration (LCBDE). Imaging studies included ultrasound (US), MRCP, and computed tomography (CT). RESULTS: From seven institutions, 357 pediatric patients were identified. The SF (n = 220) group received fewer imaging studies then EF (n = 137) (1.29 vs. 1.62; p < 0.05). US was more commonly employed and the number of US and CT scans was similar. The SF group had lower MRCP utilization than EF (29% vs. 59%; p < 0.05). EF patients that received an MRCP had the longest LOS (4.0 d [2.4, 6.3]) compared to SF that did not (1.9 d [1.2, 3.2]) (p < 0.05). CONCLUSION: Children with choledocholithiasis managed with an EF approach receive more diagnostic imaging, especially MRCP. While MRCP remains a powerful diagnostic tool, a surgery-first approach can minimize the resource utilization and LOS associated with magnetic resonance imaging. LEVEL OF EVIDENCE: Level III.

Loop Catalog: a comprehensive HiChIP database of human and mouse samples.

HiChIP enables cost-effective and high-resolution profiling of regulatory and structural loops. To leverage the increasing number of publicly available HiChIP datasets from diverse cell lines and primary cells, we developed the Loop Catalog (https://loopcatalog.lji.org), a web-based database featuring HiChIP loop calls for 1319 samples across 133 studies and 44 high-resolution Hi-C loop calls. We demonstrate its utility in interpreting fine-mapped GWAS variants (SNP-to-gene linking), in identifying enriched sequence motifs and motif pairs at loop anchors, and in network-level analysis of loops connecting regulatory elements (community detection). Our comprehensive catalog, spanning over 4M unique 5kb loops, along with the accompanying analysis modalities constitutes an important resource for studies in gene regulation and genome organization.

The performance of artificial intelligence large language model-linked chatbots in surgical decision-making for gastroesophageal reflux disease.

BACKGROUND: Large language model (LLM)-linked chatbots may be an efficient source of clinical recommendations for healthcare providers and patients. This study evaluated the performance of LLM-linked chatbots in providing recommendations for the surgical management of gastroesophageal reflux disease (GERD). METHODS: Nine patient cases were created based on key questions addressed by the Society of American Gastrointestinal and Endoscopic Surgeons (SAGES) guidelines for the surgical treatment of GERD. ChatGPT-3.5, ChatGPT-4, Copilot, Google Bard, and Perplexity AI were queried on November 16th, 2023, for recommendations regarding the surgical management of GERD. Accurate chatbot performance was defined as the number of responses aligning with SAGES guideline recommendations. Outcomes were reported with counts and percentages. RESULTS: Surgeons were given accurate recommendations for the surgical management of GERD in an adult patient for 5/7 (71.4%) KQs by ChatGPT-4, 3/7 (42.9%) KQs by Copilot, 6/7 (85.7%) KQs by Google Bard, and 3/7 (42.9%) KQs by Perplexity according to the SAGES guidelines. Patients were given accurate recommendations for 3/5 (60.0%) KQs by ChatGPT-4, 2/5 (40.0%) KQs by Copilot, 4/5 (80.0%) KQs by Google Bard, and 1/5 (20.0%) KQs by Perplexity, respectively. In a pediatric patient, surgeons were given accurate recommendations for 2/3 (66.7%) KQs by ChatGPT-4, 3/3 (100.0%) KQs by Copilot, 3/3 (100.0%) KQs by Google Bard, and 2/3 (66.7%) KQs by Perplexity. Patients were given appropriate guidance for 2/2 (100.0%) KQs by ChatGPT-4, 2/2 (100.0%) KQs by Copilot, 1/2 (50.0%) KQs by Google Bard, and 1/2 (50.0%) KQs by Perplexity. CONCLUSIONS: Gastrointestinal surgeons, gastroenterologists, and patients should recognize both the promise and pitfalls of LLM's when utilized for advice on surgical management of GERD. Additional training of LLM's using evidence-based health information is needed.

Identification and Evaluation of Non-Accidental Trauma in the Pediatric Population: A Clinical Review.

Non-accidental trauma (NAT) is a major cause of morbidity and mortality for children around the world and most significantly impacts children under one year of age. Prompt and comprehensive treatment of these children relies on a high index of suspicion from any medical provider that treats pediatric patients. This review discusses those most at risk for experiencing NAT, and common initial presentations, to assist providers in the identification of potential victims. In addition, this review provides guidance on the recommended workup for these patients so that the full extent of associated injuries may be identified and the appropriate healthcare team may be assembled.

The sensitivity of limited-sequence magnetic resonance imaging in identifying pediatric cervical spine injury: A Western Pediatric Surgery Research Consortium multicenter retrospective cohort study.

INTRODUCTION: Clinical clearance of a child's cervical spine after trauma is often challenging because of impaired mental status or an unreliable neurologic examination. Magnetic resonance imaging (MRI) is the criterion standard for excluding ligamentous injury in children but is constrained by long image acquisition times and frequent need for anesthesia. Limited-sequence magnetic resonance imaging (LSMRI) is used in evaluating the evolution of traumatic brain injury and may also be useful for cervical spine clearance while potentially avoiding the need for anesthesia. The purpose of this study was to assess the sensitivity and negative predictive value of LSMRI as compared with criterion standard full-sequence MRI as a screening tool to rule out clinically significant ligamentous cervical spine injury. METHODS: We conducted a 10-center, 5-year retrospective cohort study (2017-2021) of all children (0-18 years) with a cervical spine MRI after blunt trauma. Magnetic resonance imaging images were rereviewed by a study pediatric radiologist at each site to determine if the presence of an injury could be identified on limited sequences alone. Unstable cervical spine injury was determined by study neurosurgeon review at each site. RESULTS: We identified 2,663 children younger than 18 years who underwent an MRI of the cervical spine with 1,008 injuries detected on full-sequence studies. The sensitivity and negative predictive value of LSMRI were both >99% for detecting any injury and 100% for detecting any unstable injury. Young children (younger than 5 years) were more likely to be electively intubated or sedated for cervical spine MRI. CONCLUSION: Limited-sequence magnetic resonance imaging is reliably detects clinically significant ligamentous injury in children after blunt trauma. To decrease anesthesia use and minimize MRI time, trauma centers should develop LSMRI screening protocols for children without a reliable neurologic examination. LEVEL OF EVIDENCE: Diagnostic Test/Criteria; Level III.

Decision-Making in Pleural Drainage Following Lung Resection in Children: A Western Pediatric Surgery Research Consortium Survey.

INTRODUCTION: Studies of adults undergoing lung resection indicated that selective omission of pleural drains is safe and advantageous. Significant practice variation exists for pleural drainage practices for children undergoing lung resection. We surveyed pediatric surgeons in a 10-hospital research consortium to understand decision-making for placement of pleural drains following lung resection in children. METHODS: Faculty surgeons at the 10 member institutions of the Western Pediatric Surgery Research Consortium completed questionnaires using a REDCap survey platform. Descriptive statistics and bivariate analyses were used to characterize responses regarding indications and management of pleural drains following lung resection in pediatric patients. RESULTS: We received 96 responses from 109 surgeons (88 %). Most surgeons agreed that use of a pleural drain after lung resection contributes to post-operative pain, increases narcotic use, and prolongs hospitalization. Opinions varied around the immediate use of suction compared to water seal, and half routinely completed a water seal trial prior to drain removal. Surgeons who completed fellowship within the past 10 years left a pleural drain after wedge resection in 45 % of cases versus 78 % in those who completed fellowship more than 10 years ago (p = 0.001). The mean acceptable rate of unplanned post-operative pleural drain placement when pleural drainage was omitted at index operation was 6.3 % (±4.6 %). CONCLUSIONS: Most pediatric surgeons use pleural drainage following lung resection, with recent fellowship graduates more often omitting it. Future studies of pleural drain omission demonstrating low rates of unplanned postoperative pleural drain placement may motivate practice changes for children undergoing lung resection. LEVEL OF EVIDENCE: V.

Evaluating Outcomes of Nonaccidental Trauma in Military Children.

BACKGROUND: Nonaccidental trauma (NAT), or child abuse, is a leading cause of childhood injury and death in the US. Studies demonstrate that military-affiliated individuals are at greater risk of mental health complication and family violence, including child maltreatment. There is limited information about the outcomes of military children who experience NAT. This study compares the outcomes between military-dependent and civilian children diagnosed with NAT. STUDY DESIGN: A single-institution, retrospective review of children admitted with confirmed NAT at a Level I trauma center was performed. Data were collected from the institutional trauma registry and the Child Abuse Team's database. Military affiliation was identified using insurance status and parental or caregiver self-reported active-duty status. Demographic and clinical data including hospital length of stay (LOS), morbidity, specialty consult, and mortality were compared. RESULTS: Among 535 patients, 11.8% (n = 63) were military-affiliated. The median age of military-associated patients, 3 months (interquartile range [IQR] 1 to 7), was significantly younger than civilian patients, 7 months (IQR 3 to 18, p < 0.001). Military-affilif:ated patients had a longer LOS of 4 days (IQR 2 to 11) vs 2 days (IQR 1 to 7, p = 0.041), increased morbidity or complication (3 vs 2 counts, p = 0.002), and a higher mortality rate (10% vs 4%, p = 0.048). No significant difference was observed in the number of consults or injuries, trauma activation, or need for surgery. CONCLUSIONS: Military-affiliated children diagnosed with NAT experience more adverse outcomes than civilian patients. Increased LOS, morbidity or complication, and mortality suggest military-affiliated patients experience more life-threatening NAT at a younger age. Larger studies are required to further examine this population and better support at-risk families.

Utility of Enteral Contrast Protocols in Pediatric Adhesive Small Bowel Obstruction: A Prospective Multicenter Observational Study.

OBJECTIVE: Our objective was to determine the utility of enteral contrast-based protocols in the diagnosis and management of adhesive small bowel obstruction (ASBO) for children. BACKGROUND: Enteral contrast-based protocols for adults with ASBO are associated with decreased need for surgery and shorter hospitalization. Pediatric-specific data are limited. METHODS: We conducted a prospective observational study between October 2020 and December 2022 at nine children's hospitals who are members of the Western Pediatric Surgery Research Consortium. Inclusion criteria were children aged 1-20 years diagnosed with ASBO who underwent a trial of nonoperative management (NOM) at hospital admission. Comparisons were made between those children who received an enteral contrast challenge and those who did not. The primary outcome was need for surgery. RESULTS: We enrolled 136 children (71% male; median age: 12 y); 84 (62%) received an enteral contrast challenge. There was no difference in rate of operative intervention between the no contrast (34.6%) and contrast groups (36.9%; P=0.93). Eighty-seven (64%) were successfully managed nonoperatively with no difference in median length of stay (P=0.10) or rate of unplanned readmission (P=0.14). Among the 49 children who required an operation, there was no significant difference in time from admission to surgery or rate of small bowel resection based on prior contrast administration. CONCLUSIONS: The addition of enteral contrast-based protocols for management of pediatric ASBO does not decrease the likelihood of surgery or shorten hospitalization. Larger randomized studies may be needed to further define the role of radiologic contrast in the management of ASBO in children.

Outcomes of Extracorporeal Life Support Utilization for Pediatric Patients With COVID-19 Infections.

Outcomes of pediatric patients who received extracorporeal life support (ECLS) for COVID-19 remain poorly described. The aim of this multi-institutional retrospective observational study was to evaluate these outcomes and assess for prognostic factors associated with in-hospital mortality. Seventy-nine patients at 14 pediatric centers across the United States who received ECLS support for COVID-19 infections between January 2020 and July 2022 were included for analysis. Data were extracted from the electronic medical record. The median age was 14.5 years (interquartile range [IQR]: 2-17 years). Most patients were female (54.4%) and had at least one pre-existing comorbidity (84.8%), such as obesity (44.3%, median body mass index percentile: 97% [IQR: 67.5-99.0%]). Venovenous (VV) ECLS was initiated in 50.6% of patients. Median duration of ECLS was 12 days (IQR: 6.0-22.5 days) with a mean duration from admission to ECLS initiation of 5.2 ± 6.3 days. Survival to hospital discharge was 54.4%. Neurological deficits were reported in 16.3% of survivors. Nonsurvivors were of older age (13.3 ± 6.2 years vs. 9.3 ± 7.7 years, p = 0.012), more likely to receive renal replacement therapy (63.9% vs. 30.2%, p = 0.003), demonstrated longer durations from admission to ECLS initiation (7.0 ± 8.1 days vs. 3.7 ± 3.8 days, p = 0.030), and had higher rates of ECLS-related complications (91.7% vs. 69.8%, p = 0.016) than survivors. Pediatric patients with COVID-19 who received ECLS demonstrated substantial morbidity and further investigation is warranted to optimize management strategies.

Transcystic Laparoscopic Common Bile Duct Exploration for Pediatric Patients with Choledocholithiasis: A Multi-Center Study.

BACKGROUND: Patients with choledocholithiasis are often treated with endoscopic retrograde cholangiopancreatography (ERCP) followed by laparoscopic cholecystectomy (LC). Upfront LC, intraoperative cholangiogram (IOC), and possible transcystic laparoscopic common bile duct exploration (LCBDE) could potentially avoid the need for ERCP. We hypothesized that upfront LC + IOC ± LCBDE will decrease length of stay (LOS) and the total number of interventions for children with suspected choledocholithiasis. METHODS: A multicenter, retrospective cohort study was performed on pediatric patients (<18 years) between 2018 and 2022 with suspected choledocholithiasis. Demographic and clinical data were compared for upfront LC + IOC ± LCBDE and possible postoperative ERCP (OR1st) versus preoperative ERCP prior to LC (OR2nd). Complications were defined as postoperative pancreatitis, recurrent choledocholithiasis, bleeding, or abscess. RESULTS: Across four centers, 252 children with suspected choledocholithiasis were treated with OR1st (n = 156) or OR2nd (n = 96). There were no differences in age, gender, or body mass index. Of the LCBDE patients (72/156), 86% had definitive intraoperative management with the remaining 14% requiring postoperative ERCP. Complications were fewer and LOS was shorter with OR1st (3/156 vs. 15/96; 2.39 vs 3.84 days, p < 0.05). CONCLUSION: Upfront LC + IOC ± LCBDE for children with choledocholithiasis is associated with fewer ERCPs, lower LOS, and decreased complications. Postoperative ERCP remains an essential adjunct for patients who fail LCBDE. Further educational efforts are needed to increase the skill level for IOC and LCBDE in pediatric patients with suspected choledocholithiasis. LEVEL OF EVIDENCE: Level III.

A Window of Opportunity: Understanding Pediatric Falls Using Area Deprivation Index.

INTRODUCTION: The purpose of our study is to assess neighborhood socioeconomic disadvantage (NSD) as a risk factor for window falls (WF) in children. METHODS: A single institution retrospective review was performed of patients ≤18 years old with fall injuries treated at a Level I trauma center between 2018 and 2021. Demographic, injury, and NSD characteristics which were collected from a trauma registry were analyzed and compared between WF versus non-window falls. Area Deprivation Index (ADI) was used to measure NSD levels based on patients' home address 9-digit zip code, with greater NSD being defined as ADI quintiles 4 and 5. Property type was used to compare falls that took place at single-family homes versus apartment buildings. RESULTS: Among 1545 pediatric fall injuries, 194 were WF, of which 60 % were male and 46 % were Hispanic. WF patients were younger than NWF patients (median age WF 3.2 vs. age 4.3, p<0.047). WF patients were more likely to have a depressed Glasgow Coma Scale (GCS score ≤12, WF 9 % vs. 3 %) and sustain greater head/neck injuries (median AIS 3vs. AIS 2, p<0.001) when compared to NWF. WF patients had longer hospital and ICU lengths of stay than NWF patients (p<0.001 and p<0.001, respectively). WF patients were more likely to live in areas of greater NSD than NWF patients (53 % vs. 35 %, p<0.001), and 73 % of all WF patients lived in apartments or condominiums. CONCLUSIONS: Window fall injuries were associated with lower GCS, greater severity of head/neck injuries, and longer hospital and ICU length of stay than non-window falls. ADI research can provide meaningful data for targeted injury prevention programs in areas where children are at higher risk of window falls. STUDY TYPE: Retrospective review. LEVEL OF EVIDENCE: III.

Application of a Machine Learning Algorithm in Prediction of Abusive Head Trauma in Children.

PURPOSE: We explored the application of a machine learning algorithm for the timely detection of potential abusive head trauma (AHT) using the first free-text note of an encounter and demographic information. METHODS: First free-text physician notes and demographic information were collected for children under 5 years of age at a Level 1 Trauma Center. The control group, which included patients with head/neck injury, was compared to those with AHT diagnosed by the Child Protective Team. Differential scores accounted for words overrepresented in AHT patient vs. control notes. Sentiment scores were reflective of note positivity/negativity and subjectivity scores accounted for note subjectivity/objectivity. The composite scores reflected the patient's differential score modified by the subjectivity score. Composite, sentiment, and subjectivity scores combined with demographic information trained a Random Forest (RF) machine learning algorithm to predict AHT. RESULTS: Final composite scores with demographic information were highly associated with AHT in a test dataset. The control group included 587 patients and the test group included 193 patients. Combining composite scores with demographic information into the RF model improved AHT classification area under the curve (AUC) from 0.68 to 0.78, with an overall accuracy of 84%. Feature importance analysis of our RF model revealed that composite score, sentiment, age, and subjectivity were the most impactful predictors of AHT. The sentiment was not significantly different between control and AHT notes (p = 0.87), while subjectivity trended higher for AHT notes (p = 0.081). CONCLUSION: We conclude that a machine learning algorithm can recognize patterns within free-text notes and demographic information that aid in AHT detection in children. LEVEL OF EVIDENCE: III.

Increases in pediatric cholecystectomy during the COVID-19 pandemic: An interrupted time series analysis.

BACKGROUND: Historically, cholecystectomy is infrequently performed in children. Lifestyle changes, delays in healthcare access, and increases in childhood obesity occurred during the COVID-2019 pandemic. It is unclear whether these changes impacted pediatric gallbladder disease and the need for cholecystectomy. METHODS: A retrospective study of children ≤18 years old undergoing cholecystectomy from January 1, 2016, to July 31, 2022, at a tertiary children's hospital was conducted. On March 19, 2020, a statewide mandatory coronavirus disease 2019 stay-at-home policy began. Differences in children undergoing cholecystectomy before and during the pandemic were identified using bivariate comparisons. An interrupted time series analysis identified differences in case volume trends. RESULTS: Overall, 633 children were identified-293 pre-pandemic and 340 pandemic. A majority were female sex (76.3%) and Hispanic (67.5%), with a median age of 15 years (interquartile range: 13.0-16.0). Children who underwent cholecystectomy during the pandemic had significantly higher body mass index (28.4 versus 25.8, P = .002), and obesity (body mass index >30) was more common (45.3% versus 31.7%, P = .001). During the pandemic, significant increases in complicated biliary disease occurred-symptomatic cholelithiasis decreased (41.5% versus 61.8%, P < .001) and choledocholithiasis (17.9% versus 11.6%, P = .026), gallstone pancreatitis (17.4% versus 10.6%, P = .015), and chronic cholecystitis (4.7% versus 1.0%, P = .007) increased. The number of cholecystectomies performed per month increased during the pandemic, and on interrupted time series analysis, there was a significant increase in month-to-month case count during the pandemic (P = .003). CONCLUSION: Cholecystectomy case volume significantly increased during the coronavirus disease 2019 pandemic, possibly secondary to increases in childhood obesity. Future studies are needed to determine whether this increased frequency of pediatric cholecystectomy is representative of broader shifts in pediatric health and healthcare use after coronavirus disease 2019.