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1.
Surgery ; 176(1): 24-31, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38616153

RESUMO

BACKGROUND: Currently, surgical site infection surveillance relies on labor-intensive manual chart review. Recently suggested solutions involve machine learning to identify surgical site infections directly from the medical record. Deep learning is a form of machine learning that has historically performed better than traditional methods while being harder to interpret. We propose a deep learning model, a long short-term memory network, for the identification of surgical site infection from the medical record with an attention layer for explainability. METHODS: We retrieved structured data and clinical notes from the University of Utah Health System's electronic health care record for operative events randomly selected for manual chart review from January 2016 to June 2021. Surgical site infection occurring within 30 days of surgery was determined according to the National Surgical Quality Improvement Program definition. We trained the long short-term memory model along with traditional machine learning models for comparison. We calculated several performance metrics from a holdout test set and performed additional analyses to understand the performance of the long short-term memory, including an explainability analysis. RESULTS: Surgical site infection was present in 4.7% of the total 9,185 operative events. The area under the receiver operating characteristic curve and sensitivity of the long short-term memory was higher (area under the receiver operating characteristic curve: 0.954, sensitivity: 0.920) compared to the top traditional model (area under the receiver operating characteristic curve: 0.937, sensitivity: 0.736). The top 5 features of the long short-term memory included 2 procedure codes and 3 laboratory values. CONCLUSION: Surgical site infection surveillance is vital for the reduction of surgical site infection rates. Our explainable long short-term memory achieved a comparable area under the receiver operating characteristic curve and greater sensitivity when compared to traditional machine learning methods. With explainable deep learning, automated surgical site infection surveillance could replace burdensome manual chart review processes.


Assuntos
Infecção da Ferida Cirúrgica , Humanos , Infecção da Ferida Cirúrgica/epidemiologia , Infecção da Ferida Cirúrgica/diagnóstico , Infecção da Ferida Cirúrgica/etiologia , Masculino , Feminino , Registros Eletrônicos de Saúde , Pessoa de Meia-Idade , Aprendizado Profundo , Adulto , Idoso , Aprendizado de Máquina , Memória de Curto Prazo
2.
J Surg Res ; 297: 41-46, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38430861

RESUMO

INTRODUCTION: Immediate complications of appendicitis are common, but the prevalence of long-term complications is uncertain. METHODS: We studied all publicly-insured children in the US with uncomplicated or complicated appendicitis in 2018-2019 using administrative claims. The main outcome was late hospital care defined as hospitalization or abdominal procedure within 180 d of an appendicitis discharge, excluding interval appendectomies. Time to late hospital care was evaluated using Cox regression. We evaluated health-care expenditures arising from appendicitis episodes. RESULTS: Among 95,942 children with appendicitis, 5727 (6.0%) had late hospital care, with 5062 requiring rehospitalization and 2012 (2.1%) surgery. The median time to late hospital care was 10 d (interquartile range 4-33). Age under 5 y (compared with >14 y, hazard ratio [HR] 1.88, 95% confidence interval [CI] 1.70-2.08), complex chronic conditions (HR 2.35, 95% CI 2.13-2.59), and complicated appendicitis (HR 2.81, 95% CI 2.67, 2.96) were each associated with time to late hospital care. Expenditures over 180 d were a median $6553 and $19,589 respectively in those requiring no late hospital care versus those requiring it (P < 0.001). CONCLUSIONS: Late hospital care is uncommon in pediatric appendicitis but is costly. Prevention efforts should be targeted to the youngest, most complex children, and those with complicated appendicitis at presentation.


Assuntos
Apendicectomia , Apendicite , Humanos , Criança , Apendicectomia/métodos , Apendicite/cirurgia , Medicaid , Estudos Retrospectivos , Hospitais , Tempo de Internação
3.
J Surg Res ; 294: 16-25, 2024 02.
Artigo em Inglês | MEDLINE | ID: mdl-37857139

RESUMO

INTRODUCTION: An ultrasound (US)-first approach for evaluating appendicitis is recommended by the American College of Radiology. We sought to assess the access to and utilization of an US-first approach for children with acute appendicitis in United States Emergency Departments. METHODS: Utilizing the 2019 Nationwide Emergency Department Sample, we performed a retrospective cohort study of patients <18 y with a primary diagnosis of acute appendicitis based on International Classification of Disease 10th Edition Diagnosis codes. Our primary outcome was the presentation to a hospital that does not perform US for children with acute appendicitis. Our secondary outcome was the receipt of a US at US-capable hospital. We developed generalized linear models with inverse-probability weighting to determine the association between patient characteristics and outcomes. RESULTS: Of 49,703 total children, 24,102 (48%) received a US evaluation. The odds of presenting at a hospital with no US use were significantly higher for patients aged 11-17 compared to patients <6 y (adjusted odds ratio [aOR] [95% confidence interval (CI)]: 1.59, [1.19- 2.13], P = 0.002); lowest median household income quartile compared to highest (aOR [95% CI]: 2.50, [1.52-4.10], P < 0.001); rural locations compared to metropolitan (aOR [95% CI]: 8.36 [5.54-12.6], P < 0.001), and Hispanic compared to non-Hispanic White (aOR [95% CI]: 0.63 [0.45-0.90], P = 0.01). The odds of receiving a US at US-capable hospitals were significantly lower for patients >6 y, lowest median household income quartiles, and rural locations (P < 0.05). CONCLUSIONS: Rural, older, and poorer children are more likely to present to hospitals that do not utilize US in the diagnosis of acute appendicitis and are less likely to undergo US at US-capable hospitals.


Assuntos
Apendicite , Serviço Hospitalar de Emergência , Disparidades em Assistência à Saúde , Ultrassonografia , Criança , Humanos , Apendicite/diagnóstico por imagem , Apendicite/epidemiologia , Apendicite/etnologia , Serviço Hospitalar de Emergência/estatística & dados numéricos , Hispânico ou Latino/estatística & dados numéricos , Estudos Retrospectivos , Estados Unidos/epidemiologia , Ultrassonografia/estatística & dados numéricos , Disparidades em Assistência à Saúde/etnologia , Disparidades em Assistência à Saúde/estatística & dados numéricos , Adolescente , Brancos/estatística & dados numéricos , Fatores Etários , População Rural
4.
J Surg Res ; 295: 820-826, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38160493

RESUMO

INTRODUCTION: Emergency Department (ED) visits for gastrostomy tube complications in children represent a substantial health-care burden, and many ED visits are potentially preventable. The number and nature of ED visits to community hospitals for pediatric gastrostomy tube complications is unknown. METHODS: Using the 2019 Nationwide Emergency Department Sample, we performed a retrospective cross-sectional analysis of pediatric patients (<18 y) with a primary diagnosis of gastrostomy tube complication. Our primary outcome was a potentially preventable ED visit, defined as an encounter that did not result in any imaging, procedures, or an inpatient admission. Univariate and multivariable logistic regression analyses were used to determine the associations between patient factors and our primary outcome. RESULTS: We observed 32,036 ED visits at 535 hospitals and 15,165 (47.3%) were potentially preventable. The median (interquartile range) age was 2 (1, 6) years and 17,707 (55%) were male. Compared to White patients, patients with higher odds of potentially preventable visits were Black (adjusted odds ratio (aOR) [95% confidence interval {CI}]: 1.07 [1.05-1.11], P < 0.001) and Hispanic (aOR [95% CI]: 1.05 [1.02-1.08], P = 0.004). Patients with residential zip codes in the first (aOR [95% CI]: 1.08 [1.04, 1.12], P < 0.001), second (aOR [95% CI]: 1.07 [1.03, 1.11], P < 0.001), and third (aOR [95% CI]: 1.09 [1.05, 1.13], P < 0.001) median household income quartiles had higher odds of potentially preventable visits compared to the highest. CONCLUSIONS: In a nationally representative sample of EDs, 47.3% of visits for pediatric gastrostomy tubes were potentially preventable. Efforts to improve outpatient management are warranted to reduce health-care utilization for these patients.


Assuntos
Serviço Hospitalar de Emergência , Gastrostomia , Criança , Humanos , Masculino , Estados Unidos , Feminino , Gastrostomia/efeitos adversos , Estudos Retrospectivos , Estudos Transversais , Hospitalização
5.
AMIA Jt Summits Transl Sci Proc ; 2023: 330-339, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37350879

RESUMO

Recently, hospitals and healthcare providers have made efforts to reduce surgical site infections as they are a major cause of surgical complications, a prominent reason for hospital readmission, and associated with significantly increased healthcare costs. Traditional surveillance methods for SSI rely on manual chart review, which can be laborious and costly. To assist the chart review process, we developed a long short-term memory (LSTM) model using structured electronic health record data to identify SSI. The top LSTM model resulted in an average precision (AP) of 0.570 [95% CI 0.567, 0.573] and area under the receiver operating characteristic curve (AUROC) of 0.905 [95% CI 0.904, 0.906] compared to the top traditional machine learning model, a random forest, which achieved 0.552 [95% CI 0.549, 0.555] AP and 0.899 [95% CI 0.898, 0.900] AUROC. Our LSTM model represents a step toward automated surveillance of SSIs, a critical component of quality improvement mechanisms.

6.
J Pediatr Surg ; 58(9): 1694-1698, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-36890100

RESUMO

BACKGROUND: The Coronavirus Disease 2019 pandemic provided a natural experiment to study the effect of social distancing on the risk of developing Hirschsprung's Associated Enterocolitis (HAEC). METHODS: Using the Pediatric Health Information System (PHIS), a retrospective cohort study of children (<18 years) with Hirschsprung's Disease (HSCR) across 47 United States children's hospitals was performed. The primary outcome was HAEC admissions per 10,000 patient-days. The exposure (COVID-19) was defined as April 2020-December 2021. The unexposed (historical control) period was April 2018-December 2019. Secondary outcomes included sepsis, bowel perforation, intensive care unit (ICU) admission, mortality, and length of stay. RESULTS: Overall, we included 5707 patients with HSCR during the study period. There were 984 and 834 HAEC admissions during the pre-pandemic and pandemic periods, respectively (2.6 vs. 1.9 HAEC admissions per 10,000 patient-days, incident rate ratio [95% confidence interval]: 0.74 [0.67, 0.81], p < 0.001). Compared to pre-pandemic, those with HAEC during the pandemic were younger (median [IQR]: 566 [162, 1430] days pandemic vs. 746 [259, 1609] days pre-pandemic, p < 0.001) and more likely to live in the lowest quartile of median household income zip codes (24% pandemic vs. 19% pre-pandemic, p = 0.02). There were no significant differences in rates of sepsis (6.1% pandemic vs. 6.1% pre-pandemic, p > 0.9), bowel perforation (1.3% pandemic vs. 1.2% pre-pandemic, p = 0.8), ICU admissions (9.6% pandemic vs. 12% pre-pandemic, p = 0.2), mortality (0.5% pandemic vs. 0.6% pre-pandemic, p = 0.8), or length of stay (median [interquartile range]: 4 [(Pastor et al., 2009; Gosain and Brinkman, 2015) 2,112,11 days pandemic vs. 5 [(Pastor et al., 2009; Tang et al., 2020) 2,102,10 days pre-pandemic, p = 0.4). CONCLUSIONS: The COVID-19 pandemic was associated with significantly decreased incidence of HAEC admissions across US children's hospitals. Possible etiologies such as social distancing should be explored. LEVEL OF EVIDENCE: II.


Assuntos
COVID-19 , Enterocolite , Doença de Hirschsprung , Perfuração Intestinal , Humanos , Criança , Incidência , Estudos Retrospectivos , Perfuração Intestinal/epidemiologia , Pandemias , COVID-19/epidemiologia , Enterocolite/epidemiologia , Enterocolite/etiologia , Doença de Hirschsprung/complicações , Hospitais Pediátricos
7.
Surgery ; 173(4): 936-943, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36621446

RESUMO

BACKGROUND: Nonoperative management of acute appendicitis is a safe and effective alternative to appendectomy, though rates of treatment failure and disease recurrence are significant. The purpose of this study was to determine whether COVID-19-positive children with acute appendicitis were more likely to undergo nonoperative management when compared to COVID-19-negative peers and to compare clinical outcomes and healthcare use for these groups. METHODS: A retrospective cohort study of children <18 years with acute appendicitis across 45 US Children's Hospitals during the first 12 months of the COVID-19 pandemic was performed. Operative management was defined as appendectomy or percutaneous drain placement, whereas nonoperative management was defined as admission with antibiotics alone. Multivariable hierarchical logistic regression using an exact matched cohort was used to determine the association between COVID-19 positivity and nonoperative management. The secondary outcomes included intensive care unit admission, mechanical ventilation, length of stay, nonoperative management failure rates, and hospital variation in nonoperative management. RESULTS: Of 17,481 children in the cohort, 581 (3.3%) were positive for COVID-19. The odds of nonoperative management was significantly higher in the COVID-19-positive group (adjusted odds ratio [95% confidence interval]: 13.4 [10.7-16.8], P < .001). Patients positive for COVID-19 had increased odds of intensive care unit admission (adjusted odds ratio [95% confidence interval]: 3.78 [2.01-7.12], P < .001) and longer length of stay (median 2 days vs 1 day, P < .001). Hospital rates of nonoperative management ranged from 0% to 100% for COVID-19-positive patients and 0% to 42% for COVID-19-negative patients. CONCLUSION: Children with concurrent acute appendicitis and COVID-19 positivity are significantly more likely to undergo nonoperative management. Both groups experience infrequent nonoperative management failure rates and rare intensive care unit admissions. Marked hospital variability in nonoperative management practices was demonstrated.


Assuntos
Apendicite , COVID-19 , Humanos , Criança , Estados Unidos , Apendicite/cirurgia , Resultado do Tratamento , Estudos Retrospectivos , Pandemias , COVID-19/complicações , Antibacterianos/uso terapêutico , Apendicectomia , Doença Aguda , Hospitais , Tempo de Internação
8.
J Surg Res ; 282: 174-182, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36308900

RESUMO

INTRODUCTION: Significant racial and ethnic disparities exist for children presenting with acute appendicitis; however, it is unknown if disparities persist after initial management and hospital discharge. MATERIALS AND METHODS: We performed a retrospective cohort study of children (aged < 18 y) who underwent treatment for acute appendicitis in 47 U.S. Children's Hospitals between 2017 and 2019. Primary outcomes were 30-d emergency department (ED) visits and 30-d inpatient readmission. Hierarchical multivariable logistic regression models were developed to determine the association of race and ethnicity on the primary outcomes. Inverse odds-weighted mediation analyses were used to estimate the degree to which complicated disease, insurance status, urbanicity, and residential socioeconomic status- mediated disparate outcomes. RESULTS: A total of 67,303 patients were included. Compared with Non-Hispanic White children, Non-Hispanic Black (NHB) (odds ratio [OR] 1.40, 95% confidence interval [CI] 1.23-1.59) and Hispanic/Latinx (HL) children (OR 1.55, 95% CI 1.44-1.67) had higher odds of ED visits. Only NHB children had higher odds of readmission (OR 1.43, 95% CI 1.30-1.57). On a multivariable analysis, NHB (adjusted OR 1.19, 95% CI 1.04-1.36) and HL (adjusted OR 1.19, 95% CI 1.09-1.31) children had higher odds of ED visits. Insurance, disease severity, socioeconomic status, and urbanicity mediated 61.6% (95% CI 29.7-100%) and 66.3% (95% CI 46.9-89.3%) of disparities for NHB and HL children, respectively. CONCLUSIONS: Children of racial and ethnic minorities are more likely to visit the ED after treatment for acute appendicitis, but HL patients did not have a corresponding increase in readmission. These differences were mediated mainly by insurance status and urban residence. A lack of appropriate postdischarge education and follow-up may drive disparities in healthcare utilization after pediatric appendicitis.


Assuntos
Apendicite , Etnicidade , Criança , Humanos , Apendicite/cirurgia , Análise de Mediação , Disparidades em Assistência à Saúde , Estudos Retrospectivos , Alta do Paciente , Assistência ao Convalescente
9.
JAMA Pediatr ; 177(2): 204-206, 2023 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-36534391

RESUMO

This cohort study uses administrative health data to evaluate trends in pediatric firearm injuries before and during the COVID-19 pandemic.


Assuntos
COVID-19 , Armas de Fogo , Ferimentos por Arma de Fogo , Criança , Humanos , COVID-19/epidemiologia , Ferimentos por Arma de Fogo/epidemiologia , Pandemias , Hospitais , Estudos Retrospectivos , Hospitais Pediátricos
10.
J Trauma Acute Care Surg ; 94(3): 371-378, 2023 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-36472477

RESUMO

BACKGROUND: Differential access to specialty surgical care can drive health care disparities, and interhospital transfer (IHT) is one mechanism through which access barriers can be realized for vulnerable populations. The association between race/ethnicity and IHT for patients presenting with complex emergency general surgery (EGS) disease is understudied. METHODS: Using the 2019 Nationwide Emergency Department Sample, we identified patients 18 years and older with 1 of 13 complex EGS diseases based on International Classification of Diseases, Tenth Revision , diagnosis codes. The primary outcome was IHT. A series of weighted logistic regression models was created to determine the association of race/ethnicity with the primary outcome while controlling for patient and hospital characteristics. RESULTS: Of 387,610 weighted patient encounters from 989 hospitals, 59,395 patients (15.3%) underwent IHT. Compared with non-Hispanic White patients, rates of IHT were significantly lower for non-Hispanic Black (15% vs. 17%; unadjusted odds ratio (uOR) [95% confidence interval (CI)], 0.58 [0.49-0.68]; p < 0.001), Hispanic/Latinx (HL) (9.0% vs. 17%; uOR [95% CI], 0.48 [0.43-0.54]; p < 0.001), Asian/Pacific Islander (Asian/PI) (11% vs. 17%; uOR [95% CI], 0.84 [0.78-0.91]; p < 0.001), and other race/ethnicity (12% vs. 17%; uOR [95% CI], 0.68 [0.57-0.81]; p < 0.001) patients. In multivariable models, the adjusted odds of IHT remained significantly lower for HL (adjusted odds ratio [95% CI], 0.76 [0.72-0.83]; p < 0.001) and Asian/PI patients (adjusted odds ratio [95% CI], 0.73 [0.62-0.86]; p < 0.001) but not for non-Hispanic Black and other race/ethnicity patients ( p > 0.05). CONCLUSION: In a nationally representative sample of emergency departments across the United States, patients of minority race/ethnicity presenting with complex EGS disease were less likely to undergo IHT when compared with non-Hispanic White patients. Disparities persisted for HL and Asian/PI patients when controlling for comorbid conditions, hospital and residential geography, neighborhood socioeconomic status, and insurance; these patients may face unique barriers in accessing surgical care. LEVEL OF EVIDENCE: Prognostic and Epidemiologic; Level III.


Assuntos
Etnicidade , Disparidades em Assistência à Saúde , Transferência de Pacientes , Humanos , População Negra , Disparidades em Assistência à Saúde/etnologia , Grupos Minoritários , Estados Unidos , Cirurgia Geral , Serviço Hospitalar de Emergência
11.
Ann Surg ; 276(4): 720-731, 2022 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-35837896

RESUMO

OBJECTIVE: We sought to determine the relationship between a patient's proximal familial social support, defined as the geographic proximity of family members, and healthcare utilization after complex cardiovascular and oncologic procedures. BACKGROUND: Social support mechanisms are increasingly identified as modifiable risk factors for healthcare utilization. METHODS: We performed a retrospective cohort study of 60,895 patients undergoing complex cardiovascular procedures or oncologic procedures. We defined healthcare utilization outcomes as 30-day all-cause readmission unplanned readmission, nonindex hospital readmission, index hospital length of stay, and home discharge disposition. For each patient, we aggregated the number of first-degree relatives (FDR) living within 30 miles of the patient's home address at the time of the surgical procedure into the following categories: 0 to 1, 2 to 3, 4 to 5, 6+ FDRs. We developed hierarchical multivariable regression models to determine the relationship between the number of FDR living within 30 miles of the patient and the healthcare utilization outcomes. RESULTS: Compared with patients with 0 to 1 FDRs, patients with 6+ FDRs living in close proximity had significantly lower rates of all-cause readmission (12.1% vs 13.5%, P <0.001), unplanned readmission (10.9% vs 12.0%, P =0.001), nonindex readmission (2.6% vs 3.2%, P =0.003); higher rates of home discharge (88.0% vs 85.3%, P <0.001); and shorter length of stay (7.3 vs 7.5 days, P =0.02). After multivariable adjustment, a larger number of FDRs living within 30 miles of the patient was significantly associated with a lower likelihood of all-cause readmission ( P <0.001 for trend), 30-day unplanned readmission ( P <0.001), nonindex readmission ( P <0.001); higher likelihood of home discharge ( P <0.001); and shorter index length of stay ( P <0.001). CONCLUSIONS: The geographic proximity of family members is significantly associated with decreased healthcare utilization after complex cardiovascular and oncologic surgical procedures.


Assuntos
Alta do Paciente , Readmissão do Paciente , Família , Humanos , Tempo de Internação , Aceitação pelo Paciente de Cuidados de Saúde , Complicações Pós-Operatórias , Estudos Retrospectivos , Fatores de Risco
12.
J Pediatr Surg ; 57(12): 845-851, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-35649748

RESUMO

More than twenty years ago, the Accreditation Council for Graduate Medical Education and the American Board of Medical Specialties began the conversion of graduate medical education from a structure- and process-based model to a competency-based framework. The educational outcomes assessment tool, known as the Milestones, was introduced in 2013 for seven specialties and by 2015 for the remaining specialties, including pediatric surgery. Designed to be an iterative process with improvements over time based on feedback and evidence-based literature, the Milestones started the evolution from 1.0 to 2.0 in 2016. The formation of Pediatric Surgery Milestones 2.0 began in 2019 and was finalized in 2021 for implementation in the 2022-2023 academic year. Milestones 2.0 are fewer in number and are stated in more straightforward language. It incorporated the harmonized milestones, subcompetencies for non-patient care and non-medical knowledge that are consistent across all medical and surgical specialties. There is a new Supplemental Guide that lists examples, references and links to other assessment tools and resources for each subcompetency. Milestones 2.0 represents a continuous process of feedback, literature review and revision with goals of improving patient care and maintaining public trust in graduate medical education's ability to self-regulate. LEVEL OF EVIDENCE: V.


Assuntos
Competência Clínica , Internato e Residência , Humanos , Criança , Estados Unidos , Educação de Pós-Graduação em Medicina , Acreditação , Avaliação Educacional
13.
J Pediatr ; 240: 122-128.e2, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34487770

RESUMO

OBJECTIVE: To identify cumulative 5-year healthcare costs and healthcare days in children with anorectal malformation (ARM) and to compare the cumulative 5-year healthcare costs and healthcare days in children with ARM with 3 control cohorts: healthy, premature, and congenital heart disease (CHD). STUDY DESIGN: We performed a retrospective case-control study using the Truven MarketScan database of commercial claims encounters between 2008 and 2017. The ARM, CHD, and premature cohorts were identified using a targeted list of International Classification of Diseases 9th or 10th Revision diagnosis and Current Procedural Terminology codes. The healthy cohort included patients without ARM, preterm birth, or CHD. RESULTS: We identified 664 children with ARM, 3356 children with heart disease, 63 190 children who were born preterm, and 2947 healthy patients. At 5 years, the total healthcare costs of children with ARM ($273K, 95% CI $168K-$378K) were similar to the premature cohort ($246K, 95% CI $237K-$255K) and lower than the CHD cohort ($466K, 95% CI $401K-$530K, P < .001). Total healthcare days were similar in children with ARM (158 days, 95% CI 117-198) and prematurity (141 days, 95% CI 137-144) but lower than CHD (223 days, 95% CI 197-250, P = .02). In ARM, outpatient care (126 days, 95% CI 93-159) represented the largest contribution to total healthcare days. CONCLUSIONS: Children with ARM accumulate similar healthcare costs to children with prematurity and comparable healthcare days to children with CHD and prematurity in the first 5 years of life. Outpatient care represents the majority of healthcare days in children with ARM, identifying this as a target for quality improvement and demonstrating the long-term impact of this condition.


Assuntos
Malformações Anorretais/economia , Custos de Cuidados de Saúde/estatística & dados numéricos , Malformações Anorretais/epidemiologia , Estudos de Casos e Controles , Pré-Escolar , Humanos , Lactente , Recém-Nascido , Recém-Nascido Prematuro , Estudos Retrospectivos , Estados Unidos/epidemiologia
14.
Surgery ; 170(4): 1175-1182, 2021 10.
Artigo em Inglês | MEDLINE | ID: mdl-34090671

RESUMO

BACKGROUND: The objective of this study was to develop a portal natural language processing approach to aid in the identification of postoperative venous thromboembolism events from free-text clinical notes. METHODS: We abstracted clinical notes from 25,494 operative events from 2 independent health care systems. A venous thromboembolism detected as part of the American College of Surgeons National Surgical Quality Improvement Program (ACS NSQIP) was used as the reference standard. A natural language processing engine, easy clinical information extractor-pulmonary embolism/deep vein thrombosis (EasyCIE-PEDVT), was trained to detect pulmonary embolism and deep vein thrombosis from clinical notes. International Classification of Diseases (ICD) discharge diagnosis codes for venous thromboembolism were used as baseline comparators. The classification performance of EasyCIE-PEDVT was compared with International Classification of Diseases codes using sensitivity, specificity, area under the receiver operating characteristic curve, using an internal and external validation cohort. RESULTS: To detect pulmonary embolism, EasyCIE-PEDVT had a sensitivity of 0.714 and 0.815 in internal and external validation, respectively. To detect deep vein thrombosis, EasyCIE-PEDVT had a sensitivity of 0.846 and 0.849 in internal and external validation, respectively. EasyCIE-PEDVT had significantly higher discrimination for deep vein thrombosis compared with International Classification of Diseases codes in internal validation (area under the receiver operating characteristic curve: 0.920 vs 0.761; P < .001) and external validation (area under the receiver operating characteristic curve: 0.921 vs 0.794; P < .001). There was no significant difference in the discrimination for pulmonary embolism between EasyCIE-PEDVT and ICD codes. CONCLUSION: Accurate surveillance of postoperative venous thromboembolism may be achieved using natural language processing on clinical notes in 2 independent health care systems. These findings suggest natural language processing may augment manual chart abstraction for large registries such as NSQIP.


Assuntos
Processamento de Linguagem Natural , Complicações Pós-Operatórias/diagnóstico , Melhoria de Qualidade , Trombose Venosa/diagnóstico , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Curva ROC , Estudos Retrospectivos
15.
J Surg Res ; 267: 109-116, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34147000

RESUMO

BACKGROUND: The insurance status of pediatric trauma patients is associated with access to post-discharge resources, including inpatient rehabilitation. Our goal was to understand the impact of changes in insurance coverage on access to post-acute care resources for pediatric trauma patients. MATERIALS AND METHODS: We utilized the National Trauma Data Bank from 2012 to 2016 for all pediatric trauma patients with a highest body region abbreviated injury score >2. Our primary outcome was hospital discharge disposition location. We used multivariable regression to adjust for salient patient and trauma center characteristics. Additionally, we performed a sensitivity analysis including only high-volume hospitals to examine the relationship between the magnitude of facility level expansion in coverage and changes in patient disposition. RESULTS: We identified 195,649 pediatric trauma patients meeting inclusion criteria. From 2012 to 2016 the proportion of patients with Medicaid (35% versus 39%, P < 0.001) and private insurance (39% versus 45%, P < 0.001) increased. Increased discharges with home health (HH) (+0.6% adjusted risk difference 2012 to 2016, P < 0.001) and decreased discharges to inpatient rehabilitation and skilled nursing facilities (-0.6% adjusted risk difference 2012 to 2016, P = 0.01) were associated with changes in insurance coverage. After stratifying high volume facilities by magnitude of increase in Medicaid and private insurance, we found that, for all groups, discharge to inpatient rehabilitation and skilled nursing facilities decreased (P < 0.01). CONCLUSIONS: Expanded insurance coverage for children was paradoxically associated with decreased discharge to inpatient rehabilitation and skilled nursing facilities after severe traumatic injury. These findings suggest that additional barriers may drive limitations in access to pediatric post-discharge services.


Assuntos
Assistência ao Convalescente , Alta do Paciente , Criança , Estudos de Coortes , Humanos , Cobertura do Seguro , Medicaid , Estudos Retrospectivos , Instituições de Cuidados Especializados de Enfermagem , Estados Unidos
17.
J Surg Res ; 261: 95-104, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33422904

RESUMO

BACKGROUND: Hirschsprung-associated enterocolitis (HAEC) is a serious potential complication after primary pull-through surgery for Hirschsprung's disease (HSCR). Administration of anal botulinum toxin (BT) injection may improve obstructive symptoms at the internal anal sphincter, leading to improved fecal passage. The timing of administration and effects on delay or prevention of HAEC are unknown. We hypothesized that BT administration increased the postoperative time to HAEC and aimed to investigate whether anal BT administration after primary pull-through surgery for HSCR is associated with increased time to inpatient HAEC admission development. METHODS: We performed a retrospective cohort study examining children with HSCR at US children's hospitals from 2008 to 2018 using the Pediatric Health Information System database with an associated primary pull-through operation performed before 60 d of age. The intervention assessed was the administration of BT concerning the timing of primary pull-through, and two groups were identified: PRO (received BT at or after primary pull-through, before HAEC) and NOT (never received BT, or received BT after HAEC). The primary outcome was time from pull-through to the first HAEC admission. The Cox proportional hazards model was developed to examine the BT administration effect on the primary outcome after controlling for patient-level covariates. RESULTS: We examined a total of 1439 children (67 in the PRO and 1372 in the NOT groups). A total of 308 (21.4%) developed at least one episode of HAEC, including 76 (5.3%) who had two or more episodes. Between 2008 and 2018, the frequency of BT administration has increased from three to 20 hospitals with a frequency of administration between 2.2% and 16.2%. Prophylactic BT (PRO) was not associated with increased time to HAEC event on adjusted analysis. CONCLUSIONS: Among children with HSCR undergoing primary pull-through surgery, prophylactic BT administration did not demonstrate increased time to first HAEC event. A better-powered study with prophylactic BT is required to determine the effect on HAEC occurrence and timing. LEVEL OF EVIDENCE: Level II (retrospective cohort study).


Assuntos
Toxinas Botulínicas/uso terapêutico , Enterocolite/prevenção & controle , Doença de Hirschsprung/complicações , Neurotoxinas/uso terapêutico , Complicações Pós-Operatórias/prevenção & controle , Procedimentos Cirúrgicos do Sistema Digestório/efeitos adversos , Procedimentos Cirúrgicos do Sistema Digestório/estatística & dados numéricos , Enterocolite/etiologia , Feminino , Doença de Hirschsprung/cirurgia , Humanos , Recém-Nascido , Masculino , Complicações Pós-Operatórias/etiologia , Estudos Retrospectivos
18.
Infect Control Hosp Epidemiol ; 42(9): 1128-1130, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-33327968

RESUMO

We performed a retrospective analysis of the changes in accuracy of International Classification of Diseases, Clinical Modification (ICD-CM) diagnosis codes for colectomy and hysterectomy surgical site infection surveillance. After the transition from ICD-CM ninth edition to tenth edition codes, there was no significant change in the accuracy of these codes for SSI surveillance.


Assuntos
Classificação Internacional de Doenças , Infecção da Ferida Cirúrgica , Colectomia , Feminino , Humanos , Histerectomia/efeitos adversos , Estudos Retrospectivos , Infecção da Ferida Cirúrgica/diagnóstico , Infecção da Ferida Cirúrgica/epidemiologia
19.
JPEN J Parenter Enteral Nutr ; 45(6): 1213-1220, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-32895946

RESUMO

BACKGROUND: The variability of parenteral nutrition (PN) use for pediatric inpatients is currently unknown. In this study, we aim to determine the variability in PN use in US children's hospitals and the association of PN initiation with inpatient PN use. METHODS: We performed a retrospective cohort study of children who received PN during an inpatient encounter in US children's hospitals. Hospitals were divided into tertiles based on their rates of PN use: low (<36.9 of 1000 encounters), medium (36.9-51.8 of 1000 encounters), and high (>51.8 of 1000 encounters). Multivariable regression models were developed to assess the associations between hospital PN use and time to PN initiation, PN duration, and encounter length of stay after adjustment for salient patient characteristics. RESULTS: The cohort included 82,142 patients receiving PN, and rates of hospital PN use ranged from 5.9 to 76.7 patients receiving PN per 1000 inpatient encounters. After multivariable adjustment, patients treated at high-use hospitals had a significantly shorter time to initiation of PN compared with low-use hospitals (incident rate ratio [95% CI]: 0.78 [0.69-0.89]; P < .001). There was no significant association between low- and medium- or high-use hospitals regarding PN duration or hospital length of stay. CONCLUSION: Large variation in PN use exists among US children's hospitals. High-use hospitals are more likely to start PN earlier but do not have longer PN duration or encounter length of stay. This variability makes PN use an ideal target for hospital quality improvement efforts to improve adherence to PN evidence-based guidelines.


Assuntos
Hospitais Pediátricos , Nutrição Parenteral , Criança , Humanos , Pacientes Internados , Nutrição Parenteral Total , Estudos Retrospectivos
20.
Eur J Pediatr Surg ; 31(3): 207-213, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-32947626

RESUMO

INTRODUCTION: The current understanding of Hirschsprung-associated enterocolitis (HAEC) is based mainly on single-center, retrospective studies. The aims of this study are to determine risk factors for postoperative HAEC using the Pediatric Colorectal and Pelvic Learning Consortium (PCPLC) database. MATERIALS AND METHODS: We performed a multicenter, retrospective, case-control study of children with Hirschsprung disease (HD) who had undergone a pull-through procedure and were evaluated at a PCPLC member site between February 2017 and March 2020. The cohort with a history of postoperative HAEC was compared with that without postoperative episodes of HAEC to determine relevant associations with postoperative HAEC. RESULTS: One-hundred forty of 299 (46.8%) patients enrolled had a history of postoperative HAEC. Patients with a rectosigmoid transition zone had a lower association with postoperative HAEC as compared with those with a more proximal transition zone (odds ratio [OR]: 0.46, 95% confidence interval [CI]: 0.26, 0.84, p < 0.01). Private insurance was protective against postoperative HAEC on univariate analysis (OR: 0.62, 95% CI: 0.38, 0.99, p = 0.047), but not on multivariate analysis (OR: 0.62, 95% CI: 0.37, 1.04, p = 0.07). Preoperative HAEC was not associated with the development of postoperative HAEC. CONCLUSION: Patients with a rectosigmoid transition zone have less postoperative HAEC compared with patients with a more proximal transition zone. Multi-institutional collection of clinical information in patients with HD may allow for the identification of additional risk factors for HAEC and afford the opportunity to improve care.


Assuntos
Procedimentos Cirúrgicos do Sistema Digestório/métodos , Enterocolite/etiologia , Doença de Hirschsprung/cirurgia , Complicações Pós-Operatórias/etiologia , Adolescente , Adulto , Estudos de Casos e Controles , Criança , Pré-Escolar , Bases de Dados Factuais , Procedimentos Cirúrgicos do Sistema Digestório/efeitos adversos , Enterocolite/epidemiologia , Feminino , Humanos , Lactente , Recém-Nascido , Modelos Logísticos , Masculino , Complicações Pós-Operatórias/epidemiologia , Estudos Retrospectivos , Fatores de Risco , Adulto Jovem
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