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1.
Pediatr Emerg Care ; 40(7): 509-514, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38713842

RESUMO

OBJECTIVES: Physical abuse is a significant cause of morbidity and mortality for children. Routine screening by emergency nurses has been proposed to improve recognition, but the effect on emergency department (ED) workflow has not yet been assessed. We sought to evaluate the feasibility of routine screening and its effect on length of stay in a network of general EDs. METHODS: A 2-question child physical abuse screening tool was deployed for children <6 years old who presented for care in a system of 27 general EDs. Data were compared for the 6 months before and after screening was deployed (4/1/2019-10/2/2019 vs 10/3/2019-3/31/2020). The main outcome was ED length of stay in minutes. RESULTS: There were 14,133 eligible visits in the prescreening period and 16,993 in the screening period. Screening was completed for 13,404 visits (78.9%), with 116 (0.7%) screening positive. The mean ED length of stay was not significantly different in the prescreening (95.9 minutes) and screening periods (95.2 minutes; difference, 0.7 minutes; 95% CI, -1.5, 2.8). Among those who screened positive, 29% were reported to child protective services. On multivariable analysis, implementation of the screening tool did not impact overall ED length of stay. There were no significant differences in resource utilization between the prescreening and screening periods. CONCLUSIONS: Routine screening identifies children at high risk of physical abuse without increasing ED length of stay or resource utilization. Next steps will include determining rates of subsequent serious physical abuse in children with or without routine screening.


Assuntos
Maus-Tratos Infantis , Serviço Hospitalar de Emergência , Tempo de Internação , Programas de Rastreamento , Humanos , Maus-Tratos Infantis/diagnóstico , Pré-Escolar , Masculino , Feminino , Programas de Rastreamento/métodos , Tempo de Internação/estatística & dados numéricos , Lactente , Abuso Físico/estatística & dados numéricos
2.
Am J Surg ; 225(6): 1069-1073, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36509587

RESUMO

BACKGROUND: Few studies have investigated risk factors for recurrence of blunt traumatic abdominal wall hernias (TAWH). METHODS: Twenty trauma centers identified repaired TAWH from January 2012 to December 2018. Logistic regression was used to investigate risk factors for recurrence. RESULTS: TAWH were repaired in 175 patients with 21 (12.0%) known recurrences. No difference was found in location, defect size, or median time to repair between the recurrence and non-recurrence groups. Mesh use was not protective of recurrence. Female sex, injury severity score (ISS), emergency laparotomy (EL), and bowel resection were associated with hernia recurrence. Bowel resection remained significant in a multivariable model. CONCLUSION: Female sex, ISS, EL, and bowel resection were identified as risk factors for hernia recurrence. Mesh use and time to repair were not associated with recurrence. Surgeons should be mindful of these risk factors but could attempt acute repair in the setting of appropriate physiologic parameters.


Assuntos
Traumatismos Abdominais , Parede Abdominal , Hérnia Abdominal , Hérnia Ventral , Ferimentos não Penetrantes , Humanos , Feminino , Traumatismos Abdominais/epidemiologia , Traumatismos Abdominais/cirurgia , Traumatismos Abdominais/complicações , Ferimentos não Penetrantes/cirurgia , Ferimentos não Penetrantes/complicações , Hérnia Abdominal/cirurgia , Laparotomia/efeitos adversos , Fatores de Risco , Parede Abdominal/cirurgia , Telas Cirúrgicas/efeitos adversos , Hérnia Ventral/cirurgia
3.
J Surg Res ; 276: 251-255, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35395565

RESUMO

INTRODUCTION: Electronic cigarettes (e-cigarettes) are handheld, battery-powered vaporizing devices. It is estimated that more than 25% of youth have used these devices recreationally. While vaping-associated lung injury is an increasingly recognized risk, little is known about the risk of traumatic injuries associated with e-cigarette malfunction. METHODS: A multi-institutional retrospective study was performed by querying the electronic health records at nine children's hospitals. Patients who sustained traumatic injuries while vaping from January 2016 through December 2019 were identified. Patient demographics, injury characteristics, and the details of trauma management were reviewed. RESULTS: 15 children sustained traumatic injuries due to e-cigarette explosion. The median age was 17 y (range 13-18). The median injury severity score was 2 (range 1-5). Three patients reported that their injury coincided with their first vaping experience. Ten patients required hospital admission, three of whom required intensive care unit admission. Admitted patients had a median length of stay of 3 d (range 1-6). The injuries sustained were: facial burns (6), loss of multiple teeth (5), thigh and groin burns (5), hand burns (4), ocular burns (4), a radial nerve injury, a facial laceration, and a mandible fracture. Six children required operative intervention, one of whom required multiple operations for a severe hand injury. CONCLUSIONS: In addition to vaping-associated lung injury, vaping-associated traumatic injuries are an emerging and worrisome injury pattern sustained by adolescents in the United States. This report highlights another means by which e-cigarettes pose an increasing risk to a vulnerable youth population.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Lesão Pulmonar , Vaping , Adolescente , Criança , Hospitalização , Humanos , Lesão Pulmonar/etiologia , Estudos Retrospectivos , Estados Unidos/epidemiologia , Vaping/efeitos adversos , Vaping/epidemiologia
4.
Pediatr Surg Int ; 38(2): 285-293, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-34605987

RESUMO

PURPOSE: This study evaluates the indications, safety and clinical outcomes associated with the administration of blood products prior to arrival at a pediatric trauma center (prePTC). METHODS: Children (≤ 18 years) who were highest level activations at an ACS level 1 pediatric trauma center (PTC) from 2009-2019 were divided into groups:(1) patients with transport times < 4 h who received blood prePTC(preBlood) versus (2) age matched controls with transport times < 4 h who only received crystalloid prePTC (preCrystalloid). RESULTS: Of 1269 trauma activations, 38 met preBlood and 38 met preCrystalloid inclusion criteria. A similar volume of prePTC crystalloid infusion was observed between cohorts (p = 0.311). PreBlood patients evidenced greater hemodynamic instability as demonstrated by higher prePTC pediatric age-adjusted shock index (SIPA) scores. PreBlood patients showed improvement in lactate (p = 0.038) and hemoglobin (p = 0.041) levels upon PTC arrival. PreBlood patients received less crystalloid within 12 h of PTC admission (p = 0.017). No significant differences were found in blood transfusion volumes within six (p = 0.293) and twenty-four (p = 0.575) hours of admission, nor in mortality between cohorts (p = 0.091). CONCLUSIONS: The administration of blood to pediatric trauma patients prior to arrival at a PTC is safe, transiently improves markers of shock, and was not associated with worse outcomes.


Assuntos
Choque , Ferimentos e Lesões , Transfusão de Sangue , Criança , Humanos , Escala de Gravidade do Ferimento , Estudos Retrospectivos , Centros de Traumatologia , Ferimentos e Lesões/terapia
6.
J Trauma Acute Care Surg ; 92(2): 422-427, 2022 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-34538826

RESUMO

BACKGROUND: Early and accurate identification of pediatric trauma patients who will receive massive transfusion (MT) is not well established. We developed the ABCD (defined as penetrating mechanism, positive focused assessment with sonography for trauma, shock index, pediatric age-adjusted [SIPA], lactate, and base deficit [BD]) and BIS scores (defined as a combination of BD, international normalized ratio [INR], and SIPA) and hypothesized that the BIS score would perform best in the ability to predict the need for MT in children. METHODS: Pediatric trauma patients (≤18 years old) admitted to our trauma center between 2008 and 2019 were identified. Using a receiver operator curve, we defined cutoff points for lactate (≥3.2), BD (≤-6.9), and INR (≥1.4). ABCD scores were calculated by combining penetrating mechanism; positive focused assessment with sonography for trauma examination; SIPA; lactate; and BD. BIS scores were calculated by combining BD, INR, and SIPA. The sensitivity, specificity, and accuracy of each score were calculated based on receiving MT. RESULTS: Seven hundred seventy-two patients were included, of which 59 (7.6%) underwent MT. The best predictor of receiving MT was achieved by a BIS score of ≥2 that was 98% sensitive and 23% specific with an area under the curve of 0.81. The ABCD score of ≥2 was 97% sensitive and 20% specific with an area under the curve of 0.77. CONCLUSION: The BIS score, which takes into account derangements in acidosis, coagulopathy, and SIPA, is accurate and easy to perform and can be incorporated into a simple bedside screening tool for triggering MT in pediatric trauma patients. LEVEL OF EVIDENCE: Diagnostic Tests or Criteria, Level IV.


Assuntos
Transfusão de Componentes Sanguíneos , Técnicas de Apoio para a Decisão , Seleção de Pacientes , Ferimentos e Lesões/terapia , Adolescente , Criança , Feminino , Humanos , Escala de Gravidade do Ferimento , Masculino , Fatores Desencadeantes , Estudos Retrospectivos , Fatores de Risco , Centros de Traumatologia
7.
J Pediatr Surg ; 57(2): 297-301, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-34758909

RESUMO

BACKGROUND: Economic, social, and psychologic stressors are associated with an increased risk for abusive injuries in children. Prolonged physical proximity between adults and children under conditions of severe external stress, such as witnessed during the COVID-19 pandemic with "shelter-in-place orders", may be associated with additional increased risk for child physical abuse. We hypothesized that child physical abuse rates and associated severity of injury would increase during the early months of the pandemic as compared to the prior benchmark period. METHODS: We conducted a nine-center retrospective review of suspected child physical abuse admissions across the Western Pediatric Surgery Research Consortium. Cases were identified for the period of April 1-June 30, 2020 (COVID-19) and compared to the identical period in 2019. We collected patient demographics, injury characteristics, and outcome data. RESULTS: There were no significant differences in child physical abuse cases between the time periods in the consortium as a whole or at individual hospitals. There were no differences between the study periods with regard to patient characteristics, injury types or severity, resource utilization, disposition, or mortality. CONCLUSIONS: Apparent rates of new injuries related to child physical abuse did not increase early in the COVID-19 pandemic. While this may suggest that pediatric physical abuse was not impacted by pandemic restrictions and stresses, it is possible that under-reporting, under-detection, or delays in presentation of abusive injuries increased during the pandemic. Long-term follow-up of subsequent rates and severity of child abuse is needed to assess for unrecognized injuries that may have occurred.


Assuntos
COVID-19 , Maus-Tratos Infantis , Adulto , Criança , Humanos , Pandemias , Abuso Físico , Estudos Retrospectivos , SARS-CoV-2 , Centros de Traumatologia
8.
J Pediatr Surg ; 57(2): 302-307, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-34753559

RESUMO

BACKGROUND: Shock index pediatric age-adjusted (SIPA) is a validated measure to identify severely injured children. Previous literature categorized SIPA as normal or elevated, but the relationship between specific SIPA values and outcomes has not been determined. We sought to determine specific SIPA cut points in the pre-hospital and Emergency Department (ED) settings to identify patients at risk for massive transfusion (MT) and/or mortality. METHODS: Patients ≤ 18 years old admitted to our Level I pediatric trauma center following trauma activation were included. Youdin J index was used to define pre-hospital and ED SIPA cut points to identify those at risk of MT and/or mortality for the following age groups: < 1 year, 1-6 years, 7-12 years, and > 12 years old. Sensitivity, specificity, accuracy, and area under the curve (AUC) were calculated to determine SIPA threshold values associated with MT and/or mortality. RESULTS: Of 1,072 patients, 6.3% (n = 68) required MT and 8.4% (n = 90) died. For predicting MT, pre-hospital SIPA cut points performed best in the > 12 year-old age group (AUC = 0.86) and ED SIPA cut points performed best in the 6-12 year-old age group (AUC = 0.87). For predicting mortality, pre-hospital (AUC = 0.78) and ED SIPA cut points (AUC = 0.84) performed best in the > 12 year-old age group. CONCLUSION: Pre-hospital and ED SIPA cut points performed better at predicting MT and/or mortality in older pediatric patients compared to very young children. Age remains an important factor when determining the validity of SIPA to predict outcomes in pediatric trauma patients. STUDY TYPE/LEVEL OF EVIDENCE: Level III, Retrospective Cohort Study.


Assuntos
Choque , Ferimentos e Lesões , Adolescente , Idoso , Criança , Pré-Escolar , Serviço Hospitalar de Emergência , Hospitais , Humanos , Lactente , Escala de Gravidade do Ferimento , Estudos Retrospectivos , Choque/diagnóstico , Choque/etiologia , Centros de Traumatologia , Ferimentos e Lesões/terapia
9.
J Pediatr Surg ; 57(9): 202-207, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-34756419

RESUMO

BACKGROUND: Non-operative management (NOM) is the standard of care for the majority of children with blunt liver and spleen injuries (BLSI). The shock index pediatric age-adjusted (SIPA) was previously shown to predict the need for blood transfusions in pediatric trauma patients with BLSI. We combined SIPA with base deficit (BD) and International Normalized Ratio (INR) to create the BIS score. We hypothesized that the BIS score would predict the need for blood transfusions and/or failure of NOM in pediatric trauma patients with BLSI. METHODS: Patients (≤ 18 years) who presented to our Level I pediatric trauma center with BLSI from 2009 to 2019 were identified. BIS scores were calculated by giving 1 point for each of the following: base deficit ≤ -8.8, INR ≥ 1.5, or elevated SIPA. Receiver operating characteristic curves (ROC) were generated for BIS scores ≥ 1, ≥ 2, and ≥ 3. Area under the curve (AUC), sensitivity, and specificity of each score were calculated for ability to predict need for blood transfusions and/or failure of NOM. RESULTS: Of 477 children included, 19.9% required a blood transfusion and 6.7% failed NOM. A BIS score ≥ 1 was the best predictor of the need for blood transfusions with an AUC of 0.81 and a sensitivity of 96.0%. A BIS score ≥ 1 was also the best predictor of failure of NOM with an AUC of 0.72 and a sensitivity of 97.0%. CONCLUSION: The BIS score is a highly sensitive tool that identifies pediatric patients with BLSI at risk for blood transfusions and/or failure of NOM. LEVEL OF EVIDENCE: Level III. TYPE OF STUDY: Retrospective comparative study.


Assuntos
Choque , Ferimentos não Penetrantes , Transfusão de Sangue , Criança , Humanos , Escala de Gravidade do Ferimento , Fígado/lesões , Estudos Retrospectivos , Baço/lesões , Ferimentos não Penetrantes/terapia
10.
J Pediatr Surg ; 57(3): 443-449, 2022 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-34635341

RESUMO

BACKGROUND: Neutropenic enterocolitis is uncommon but potentially life-threatening, with the cornerstone of treatment being medical management (MM), and surgical intervention reserved for clinical deterioration or bowel perforation. We hypothesized that the Shock Index Pediatric Age-Adjusted (SIPA) is elevated in patients who are at greatest risk for surgical intervention and mortality. We also sought to identify computed tomography (CT) findings associated with surgical intervention and mortality. METHODS: A single-center cancer registry was reviewed for neutropenic enterocolitis patients from 2006 -2018. Survival models compared patients with normal versus elevated SIPA throughout their hospitalizations for the time to surgical management (SM), as well as in-hospital mortality. RESULTS: Seventy-four patients with neutropenic enterocolitis were identified; 7 underwent surgery. In-hospital mortality was 12% in MM and 29% in SM; mortality among patients with elevated SIPA was 4.7 times higher compared to those with normal SIPA (95% CI: 1.1, 19.83, p = 0.04). CT findings of bowel obstruction, pneumatosis, and a greater percentage of large bowel involvement were associated with surgical intervention (all ps < 0.05). CONCLUSION: Select pre-operative CT findings were associated with need for operative management. Elevated SIPA was associated with increased mortality. Elevated SIPA in pediatric cancer patients with neutropenic enterocolitis may help to identify those with more severe disease and expedite beneficial interventions.


Assuntos
Enterocolite Neutropênica , Choque , Cirurgiões , Criança , Enterocolite Neutropênica/etiologia , Humanos , Sistema de Registros , Estudos Retrospectivos
11.
J Trauma Acute Care Surg ; 91(5): 834-840, 2021 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-34695060

RESUMO

BACKGROUND: Blunt traumatic abdominal wall hernias (TAWH) occur in approximately 15,000 patients per year. Limited data are available to guide the timing of surgical intervention or the feasibility of nonoperative management. METHODS: A retrospective study of patients presenting with blunt TAWH from January 2012 through December 2018 was conducted. Patient demographic, surgical, and outcomes data were collected from 20 institutions through the Western Trauma Association Multicenter Trials Committee. RESULTS: Two hundred and eighty-one patients with TAWH were identified. One hundred and seventy-six (62.6%) patients underwent operative hernia repair, and 105 (37.4%) patients underwent nonoperative management. Of those undergoing surgical intervention, 157 (89.3%) were repaired during the index hospitalization, and 19 (10.7%) underwent delayed repair. Bowel injury was identified in 95 (33.8%) patients with the majority occurring with rectus and flank hernias (82.1%) as compared with lumbar hernias (15.8%). Overall hernia recurrence rate was 12.0% (n = 21). Nonoperative patients had a higher Injury Severity Score (24.4 vs. 19.4, p = 0.010), head Abbreviated Injury Scale score (1.1 vs. 0.6, p = 0.006), and mortality rate (11.4% vs. 4.0%, p = 0.031). Patients who underwent late repair had lower rates of primary fascial repair (46.4% vs. 77.1%, p = 0.012) and higher rates of mesh use (78.9% vs. 32.5%, p < 0.001). Recurrence rate was not statistically different between the late and early repair groups (15.8% vs. 11.5%, p = 0.869). CONCLUSION: This report is the largest series and first multicenter study to investigate TAWHs. Bowel injury was identified in over 30% of TAWH cases indicating a significant need for immediate laparotomy. In other cases, operative management may be deferred in specific patients with other life-threatening injuries, or in stable patients with concern for bowel injury. Hernia recurrence was not different between the late and early repair groups. LEVEL OF EVIDENCE: Therapeutic/care management, Level IV.


Assuntos
Traumatismos Abdominais/cirurgia , Hérnia Ventral/cirurgia , Herniorrafia/estatística & dados numéricos , Tempo para o Tratamento/estatística & dados numéricos , Ferimentos não Penetrantes/cirurgia , Traumatismos Abdominais/complicações , Parede Abdominal/cirurgia , Adulto , Feminino , Hérnia Ventral/etiologia , Herniorrafia/métodos , Humanos , Escala de Gravidade do Ferimento , Masculino , Pessoa de Meia-Idade , Recidiva , Estudos Retrospectivos , Resultado do Tratamento , Ferimentos não Penetrantes/complicações , Adulto Jovem
12.
Pediatr Surg Int ; 37(11): 1499-1504, 2021 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-34505169

RESUMO

PURPOSE: In congenital diaphragmatic hernia (CDH), ultrasound (U/S) measurements of the contralateral lung commonly provide the observed-to-expected lung-to-head ratio (O/E LHR) and are used to determine the severity of pulmonary hypoplasia. Fetal magnetic resonance imaging (MRI) measurement of the observed-to-expected total lung volume (O/E TLV) has been used as an adjunct to O/E LHR in predicting outcomes. Since O/E LHR only measures the contralateral lung, we sought to investigate if MRI measurements of the contralateral lung volume (O/E CLV) can accurately predict outcomes in CDH. We hypothesize that O/E CLV is a better predictor of CDH outcomes than O/E LHR. METHODS: We identified all infants with a prenatal diagnosis of CDH at our fetal center who had both MRI and U/S measurements. Using lung volume ratios of right-left 55:45, we calculated O/E CLV from O/E TLV. We used receiver-operating characteristic (ROC) curves to calculate the area under the curve (AUC) to compare the predictive accuracy of O/E CLV to O/E LHR for ECMO support, as well as survival to both discharge and 1 year. RESULTS: Seventy-four patients had complete prenatal imaging with 39% requiring ECMO support. The median O/E CLV was 48.0% and the median O/E LHR was 42.3%. O/E CLV was a better predictor of the need for ECMO support (AUC 0.81 vs. 0.74). O/E CLV was a better predictor of survival to discharge (AUC 0.84 vs. 0.64) and 1-year survival (AUC 0.83 vs. 0.63) than O/E LHR. CONCLUSION: O/E LHR is a well-validated standard for predicting outcomes and guiding prenatal counseling in CDH. We provide evidence that fetal MRI measurements of the contralateral lung volume corrected for gestational age were more accurate in predicting the need for ECMO and survival. Future prospective studies validating O/E CLV regarding outcomes and ECMO utilization are warranted. LEVEL OF EVIDENCE: Level III, retrospective comparative study.


Assuntos
Hérnias Diafragmáticas Congênitas , Feminino , Idade Gestacional , Hérnias Diafragmáticas Congênitas/diagnóstico por imagem , Hérnias Diafragmáticas Congênitas/cirurgia , Humanos , Pulmão/diagnóstico por imagem , Imageamento por Ressonância Magnética , Gravidez , Prognóstico , Estudos Prospectivos , Estudos Retrospectivos , Ultrassonografia Pré-Natal
13.
Pediatr Surg Int ; 37(11): 1613-1620, 2021 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-34533617

RESUMO

BACKGROUND: Hemorrhage is the leading cause of preventable death in pediatric trauma patients. In adults, goal-directed thrombelastography (TEG) has been shown to reduce mortality when used to guide massive transfusion (MT) resuscitation. There remains a paucity of data on the utility of TEG in directing resuscitation of pediatric trauma patients. We hypothesize that abnormalities on admission TEG will differ in pediatric trauma patients who undergo MT, compared to those who do not. METHODS: Pediatric patients (≤ 18 years) who were highest level trauma activations at two trauma centers from 2015 to 2018 were analyzed. We included patients who had admission TEGs and excluded those who did not. Patients were stratified into two groups: those who received MT (> 40 cc/kg total blood product within 6 h of admission) and those who did not. We defined TEG abnormalities based on each institution's normative values and compared TEG abnormalities between the groups. RESULTS: Of 117 children included, 39 had MT. MT patients had higher injury severity scores (30 vs. 23, p = 0.0004), lactates levels (7.0 vs. 3.5, p < 0.001), base deficit levels ( - 12.2 vs. - 5.8, p < 0.001), and INR values (1.8 vs. 1.3, p < 0.001). MT patients had significantly shortened alpha-angles (35.9% vs. 15.4%, p = 0.023), maximum amplitude (MA) values (43.6% vs. 10.3%, p < 0.001), and significantly lower platelet counts (165 vs. 281, p < 0.001) compared to those who did not receive MT. There was no difference in the trends in R-time, LY30 (lysis or shutdown), or fibrinogen concentration between the groups. Logistic regression identified a decreased MA as a significant predictor for MT [OR 3.68 (CI 1.29-10.52)] CONCLUSIONS: Pediatric trauma patients who undergo MT are more likely to have lower alpha-angles and MA values, as well as lower platelet counts. These findings support the use of TEG to identify hemorrhaging pediatric trauma patients, who may benefit from cryoprecipitate and/or platelet transfusions. TEG provides real-time information on coagulation status, which may expedite the delivery of specific blood products during trauma resuscitation. LEVEL OF EVIDENCE: LEVEL III: Type of study: Retrospective comparative study.


Assuntos
Tromboelastografia , Ferimentos e Lesões , Adulto , Transfusão de Sangue , Criança , Humanos , Escala de Gravidade do Ferimento , Estudos Retrospectivos , Centros de Traumatologia , Ferimentos e Lesões/terapia
14.
J Pediatr Surg ; 56(12): 2326-2332, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33838900

RESUMO

BACKGROUND: The recognition of child physical abuse can be challenging and often requires a multidisciplinary assessment. Deep learning models, based on clinical characteristics, laboratory studies, and imaging findings, were developed to facilitate unbiased identification of children who may have been abused. METHODS: Level 1 pediatric trauma center registry data from 1/1/2010-1/31/2020 were queried for abused children and matched participants with non-abusive trauma. Observations were de-identified and divided into training and validation sets. Model 1 used patient demographics (age, gender, and insurance type) and clinical characteristics (vital signs, shock index pediatric age-adjusted, Glasgow Coma Score, lactate, base deficit, and international normalized ratio). Model 2 used the same features as Model 1, but with the text of the radiology reports of head computed tomography, brain MRIs, and skeletal surveys. Google's latest BERT Natural Language Processing (NLP) model, which was pre-trained on a large corpus, was used for fine-tuning Model 2. Accuracy, sensitivity, specificity, F1 scores, and positive predictive values were used to assess performance. RESULTS: Of 1,312 patients, 737 (56.2%) were abused. Model 1 had an accuracy of 86.3%, sensitivity of 87.2%, specificity of 85.1%, F1 score of 0.86, and positive predictive value (PPV) of 88.7% for the validation set with an area under the receiver Operating Curve (ROC AUC) of 0.86. NLP based Model 2 had an accuracy of 93.4%, sensitivity 92.5%, specificity of 94.6%, F1 score of 0.93, and PPV of 95.9% for the validation set, with a ROC AUC of 0.94. Most features had weak individual correlations with abuse (r < 0.3). CONCLUSIONS: Deep learning models accurately distinguished child physical abuse from non-abuse, and NLP further improved the accuracy of the models. Such models could be developed to run in real-time in the electronic medical record and alert clinicians when certain criteria are met, which would prompt them to pursue the diagnosis of abuse. LEVEL OF EVIDENCE: III STUDY TYPE: Diagnostic.


Assuntos
Aprendizado Profundo , Processamento de Linguagem Natural , Criança , Registros Eletrônicos de Saúde , Humanos , Abuso Físico , Radiografia
15.
Pediatr Surg Int ; 37(7): 851-857, 2021 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-33783635

RESUMO

PURPOSE: The role of non-invasive measures of physiologic reserve, specifically the Compensatory reserve index (CRI) and the Shock index pediatric age-adjusted (SIPA), is unknown in the management of children with acute appendicitis. CRI is a first-in-class algorithm that uses pulse oximetry waveforms to continuously monitor central volume status loss. SIPA is a well-validated, but a discontinuous measure of shock that has been calibrated for children. METHODS: Children with suspected acute appendicitis (2-17 years old) were prospectively enrolled at a single center from 2014 to 2015 and monitored with a CipherOx CRI™ M1 pulse oximeter. CRI values range from 1 (normovolemia) to 0 (life-threatening hypovolemia). SIPA is calculated by dividing heart rate by systolic blood pressure and categorized as normal or abnormal, based on age-specific cutoffs. Univariate and multivariable regression models were developed with simple versus perforated appendicitis as the outcome. RESULTS: Almost half the patients (45/94, 48%) had perforated appendicitis. On univariate analysis, the median admission CRI value was significantly higher (0.60 versus 0.33, p < 0.001) and the ED SIPA values were significantly lower (0.90 versus 1.10, p = 0.002) in children with simple versus perforated appendicitis. In a multivariable model, only CRI significantly detected differences in the physiologic state between patients with simple and perforated appendicitis. CONCLUSIONS: CRI is a non-invasive measure of physiologic reserve that may be used to accurately guide early management of children with acute simple versus perforated appendicitis.


Assuntos
Algoritmos , Apendicite/complicações , Pressão Sanguínea/fisiologia , Frequência Cardíaca/fisiologia , Hipovolemia/fisiopatologia , Monitorização Fisiológica/métodos , Doença Aguda , Adolescente , Apendicectomia , Apendicite/fisiopatologia , Apendicite/cirurgia , Criança , Pré-Escolar , Feminino , Humanos , Hipovolemia/etiologia , Masculino , Estudos Retrospectivos
16.
World J Pediatr Congenit Heart Surg ; 12(2): 176-184, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33684010

RESUMO

BACKGROUND: Early warning systems that utilize dense physiologic data and machine learning may aid prediction of decompensation after congenital heart surgery (CHS). The Compensatory Reserve Index (CRI) analyzes changing features of the pulse waveform to predict hemodynamic decompensation in adults, but it has never been studied after CHS. This study sought to understand the feasibility, safety, and potential utility of CRI monitoring after CHS with cardiopulmonary bypass (CPB). METHODS: A single-center prospective pilot cohort of patients undergoing pulmonary valve replacement was studied. Compensatory Reserve Index was continuously measured from preoperative baseline through the first 24 postoperative hours. Average CRI values during selected procedural phases were compared between patients with an intensive care unit (ICU) length of stay (LOS) <3 days versus LOS ≥3 days. RESULTS: Twenty-three patients were enrolled. On average, 17,445 (±3,152) CRI data points were collected and 0.33% (±0.40) of data were missing per patient. There were no adverse events related to monitoring. Five (21.7%) patients had an ICU LOS ≥3 days. Compared to the ICU LOS <3 days group, the ICU LOS ≥3 days group had a greater decrease in CRI from baseline to immediately after CPB (-0.3 ± 0.1 vs -0.1 ± 0.2, P = .003) and were less likely to recover to baseline CRI during the monitoring period (20% vs 83%, P = .017). CONCLUSIONS: Compensatory Reserve Index monitoring after CHS with CPB seems feasible and safe. Early changes in CRI may precede meaningful clinical outcomes, but this requires further study.


Assuntos
Procedimentos Cirúrgicos Cardíacos/métodos , Ponte Cardiopulmonar/métodos , Cardiopatias Congênitas/cirurgia , Hemodinâmica/fisiologia , Adolescente , Adulto , Criança , Pré-Escolar , Feminino , Cardiopatias Congênitas/fisiopatologia , Humanos , Tempo de Internação , Masculino , Projetos Piloto , Período Pós-Operatório , Estudos Prospectivos , Adulto Jovem
17.
J Surg Res ; 259: 407-413, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33616074

RESUMO

BACKGROUND: Infants with congenital heart disease (CHD) may exhibit increased metabolic demands, and many will undergo placement of a gastrostomy to achieve adequate nutritional intake. There is a paucity of data, however, comparing the operative risks and overall complications of gastrostomy placement in cyanotic versus acyanotic infants with CHD. We hypothesized that patients with cyanotic CHD would have a higher rate of gastrostomy-associated complications than infants with acyanotic CHD. METHODS: We retrospectively reviewed patients who underwent gastrostomy button placement after cardiac surgery for CHD between 2013 and 2018. Patients were stratified into cyanotic CHD and acyanotic CHD cohorts. Patient data were extracted from the Society of Thoracic Surgeons database and merged with clinical data related to gastrostomy placement and complications from chart review. Unadjusted analyses were used to find covariates associated with cyanotic CHD and acyanotic CHD, using a t-test or Wilcoxon rank-sum test for continuous data, depending on normalcy, and χ2 or Fisher's exact tests for categorical data depending on the distribution. RESULTS: There were 257 infants with CHD who underwent gastrostomy placement during the study period, of which 86 had cyanotic CHD. There were no significant differences in baseline weight or preoperative albumin levels between the two groups. Patients with cyanotic CHD had a lower incidence of comorbid syndromes (P = 0.0001), higher Society of Thoracic Surgeons-European Association for Cardio-Thoracic Surgery scores (P < 0.0001), and higher postoperative mortality rate (P = 0.0189). There was a higher rate of granulation tissue formation in patients with acyanotic CHD (48.5% versus 22.1%, P < 0.0001). There were no differences in other gastrostomy button-related complications, including leakage, wound infection, or dislodgement. CONCLUSIONS: Patients with acyanotic CHD demonstrated a higher incidence of granulation tissue. We found no difference in gastrostomy-specific complication rates between the two groups, with the notable exception of granulation tissue formation. Based on this study, the diagnosis of cyanotic CHD does not increase the risk of gastrostomy-related complications.


Assuntos
Cianose/terapia , Nutrição Enteral/efeitos adversos , Gastrostomia/efeitos adversos , Cardiopatias Congênitas/terapia , Intubação Gastrointestinal/efeitos adversos , Complicações Pós-Operatórias/epidemiologia , Procedimentos Cirúrgicos Cardíacos/efeitos adversos , Comorbidade , Cianose/epidemiologia , Cianose/etiologia , Nutrição Enteral/métodos , Feminino , Cardiopatias Congênitas/complicações , Cardiopatias Congênitas/epidemiologia , Humanos , Incidência , Lactente , Recém-Nascido , Intubação Gastrointestinal/métodos , Masculino , Complicações Pós-Operatórias/etiologia , Estudos Retrospectivos
18.
J Pediatr Surg ; 56(2): 401-404, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-33358417

RESUMO

BACKGROUND/PURPOSE: Shock index-pediatric age-adjusted (SIPA) is a proven tool to predict outcomes in blunt pediatric trauma. We hypothesized that an elevated SIPA in either the pre-hospital or in the emergency department (ED) would identify children with blunt liver or spleen injury (BLSI) needing a blood transfusion and those at risk for failure of non-operative management (NOM). METHODS: Pediatric patients (1-18 years) in the ACS pediatric-TQIP database (2014-2016) with a BLSI were included. Patients were stratified by the need for a blood transfusion and/or abdominal operation. RESULTS: A total of 3561 patients had BLSI, of which 4% received a blood transfusion, and 4% underwent an abdominal operation. Patients who received blood had higher ISS scores (27.0 vs. 5.0, p < 0.001) and mortality (22% vs. 0.4%, p < 0.001). Those who failed NOM had higher ISS scores (17.0 vs. 5.0, p < 0.001) and mortality (7.9% vs. 0.9%, p < 0.001). On multivariable regression, an elevated SIPA score in either pre-hospital or ED was significantly associated with blood transfusion (odds ratio (OR) 8.2, 95% confidence intervals (CI) 5.8-11.5, p < 0.001) and failure of NOM (OR 2.3, CI 1.5-3.4, p < 0.001). CONCLUSIONS: Hemodynamic instability, represented by an elevated pre-hospital or ED SIPA, accurately identifies children with BLSI who may need blood products or an operative intervention. TYPE OF STUDY: Retrospective Comparative Study. LEVEL OF EVIDENCE: Level III.


Assuntos
Traumatismos Abdominais , Choque , Ferimentos não Penetrantes , Traumatismos Abdominais/diagnóstico , Traumatismos Abdominais/terapia , Criança , Serviço Hospitalar de Emergência , Humanos , Escala de Gravidade do Ferimento , Fígado/lesões , Estudos Retrospectivos , Ferimentos não Penetrantes/terapia
19.
J Pediatr Surg ; 56(8): 1401-1404, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32951889

RESUMO

BACKGROUND/PURPOSE: The American College of Surgeons (ACS) Committee on Trauma targets undertriage (UT) rates of <5% to optimize the chances of survival. The Cribari Matrix (CM) has traditionally been employed to identify undertriage, but it likely overestimates actual undertriage. An innovative tool called "Need For Trauma Intervention" (NFTI), demonstrates a more accurate assessment of undertriage in adults. We hypothesized that using the combination of CM and NFTI would more accurately identify UT in pediatric trauma patients, compared to CM alone. METHODS: We reviewed undertriage rates using CM and NFTI criteria. Univariate analysis was used to compare the need for surgical management, transfusion requirements, ventilator days, ICU length of stay (LOS), hospital LOS, and hospital costs between CM, NFTI, and the combination of CM and NFTI. RESULTS: Undertriage rates were 8.2% with CM and 4.6% with NFTI. When CM and NFTI were combined, the UT rate was 2.7%. Pediatric patients categorized as UT by the combination of CM and NFTI had significantly longer ICU Length of Stay (LOS) (p < 0.001), hospital LOS (p < 0.001), higher mortality rates (p = 0.004), and higher hospitalization costs (p < 0.001). CONCLUSIONS: The combination of CM and NFTI identified UT in children, more accurately than CM or NFTI alone. Injured children who are undertriaged had higher mortality, morbidity, and cost of care. The use of CM in combination with NFTI to evaluate undertriage rates led to the identification of risk factors that may modify the activation criteria for highest and modified level trauma team activations. LEVEL OF EVIDENCE: III STUDY TYPE: Retrospective study without negative criteria (Therapeutic/Care Management).


Assuntos
Centros de Traumatologia , Ferimentos e Lesões , Adulto , Criança , Humanos , Escala de Gravidade do Ferimento , Tempo de Internação , Estudos Retrospectivos , Triagem , Ferimentos e Lesões/terapia
20.
J Pediatr Surg ; 56(4): 668-673, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-32921427

RESUMO

INTRODUCTION: Many children with gastric feeding intolerance require postpyloric tube feeding via a gastrojejunal (GJ) tube. Placement or positioning of these tubes is typically a procedure with a low dose of radiation. Although the risk of developing cancer from radiation exposure owing to computed tomography scans is well-documented in children, the risk of cumulative radiation exposure owing to frequent GJ tube replacement often goes unnoticed in the clinical decision-making process. We sought to define the frequency and cost of GJ tube replacement, quantify the radiation doses associated with the initial placement and replacements, and assess the number of conversions to surgical jejunostomies. METHODS: All pediatric patients who underwent GJ tube placement or replacement by Interventional Radiology (IR), surgery, and gastroenterology between 2010 and 2018 at a single center were reviewed. We evaluated the total cost of the initial placement and replacement of each GJ tube, the total number of replacements, and the cumulative radiation dose (mGy). RESULTS: We identified 203 patients who underwent GJ tube placement and/or replacement, of which 150 had radiation data available. Patients underwent a median of five GJ tube replacement procedures, and there was a wide range in the number of replacements per patient, from zero to 88. Patients were exposed to a median cumulative dose of 6.0 mGy (IQR: 2.2, 22.6). Nine percent of patients with available radiation data were exposed to more than 50 mGy, solely from GJ tube replacements. The median cost per replacement was $1170. The sum of the cost of the replacements for dislodged GJs translated to more than $1.4 million during the study period. CONCLUSIONS: Overall, the average dose per GJ replacement was 3.50 mGy among all patients with available data. Nine percent of patients (14/150) were exposed to greater than 50 mGy cumulative radiation solely from GJ replacements. Patients who receive more than 50 mGy of cumulative radiation dose, who undergo seven GJ tube replacements in one year, or two consecutive GJ tube replacement procedures with radiation doses exceeding 10 mGy (per replacement) should be considered for a surgical jejunostomy. LEVEL OF EVIDENCE: IV TYPE OF STUDY: Treatment study.


Assuntos
Nutrição Enteral , Exposição à Radiação , Criança , Humanos , Recém-Nascido , Intubação Gastrointestinal , Jejunostomia , Doses de Radiação , Estudos Retrospectivos , Estômago
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