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1.
AMIA Annu Symp Proc ; 2022: 1153-1162, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-37128399

RESUMEN

Postoperative infections frequently complicate pediatric cardiac surgery, increasing morbidity and cost. If high risk patients could be identified early, preventive measures could mitigate infection risk. In this study, we used structured health data to generate a cohort of pediatric cardiac surgery cases from a single center and used billing codes to assign outcomes for postoperative sepsis, bacteremia, necrotizing enterocolitis, and a composite outcome. We subsequently validated these outcomes manually using clinical notes and culture data. Using this cohort of 2080 surgeries, we trained models to classify the risk of postoperative infections using logistic regression and several machine learning methods. We compared the performance of the models trained on the validated outcomes to those trained on unvalidated outcomes. Manual validation revealed low accuracy of diagnosis codes as classifiers of postoperative infections. Despite significant differences in outcome assignments, similar model performance was achieved using unvalidated and validated outcomes.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Sepsis , Humanos , Niño , Recién Nacido , Procedimientos Quirúrgicos Cardíacos/efectos adversos , Procedimientos Quirúrgicos Cardíacos/métodos , Complicaciones Posoperatorias , Modelos Logísticos , Estudios Retrospectivos
2.
BMJ Simul Technol Enhanc Learn ; 7(5): 338-344, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-35515742

RESUMEN

Introduction: Learner workload during simulated team-based resuscitations is not well understood. In this descriptive study, we measured the workload of learners in different team roles during simulated paediatric cardiopulmonary resuscitation. Methods: Paediatric emergency nurses and paediatric and emergency medicine residents formed teams of four to eight and randomised into roles to participate in simulation-based, paediatric resuscitation. Participant workload was measured using the NASA Task Load Index, which provides an average workload score (from 0 to 100) across six subscores: mental demand, physical demand, temporal demand, performance, frustration and mental effort. Workload is considered low if less than 40, moderate if between 40 and 60 and high if greater than 60. Results: There were 210 participants representing 40 simulation teams. 138 residents (66%) and 72 nurses (34%) participated. Team lead reported the highest workload at 65.2±10.0 (p=0.001), while the airway reported the lowest at 53.9±10.8 (p=0.001); team lead had higher scores for all subscores except physical demand. Team lead reported the highest mental demand (p<0.001), while airway reported the lowest. Cardiopulmonary resuscitation coach and first responder reported the highest physical demands (p<0.001), while team lead and nurse recorder reported the lowest (p<0.001). Conclusions: Workload for learners in paediatric simulated resuscitation teams was moderate to high and varied significantly based on team role. Composition of workload varied significantly by team role. Measuring learner workload during simulated resuscitations allows improved processes and choreography to optimise workload distribution.

3.
Pediatr Hematol Oncol ; 34(5): 331-342, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-29200325

RESUMEN

High-risk neuroblastoma is an aggressive childhood cancer with poor outcomes. Treatment begins with an induction phase comprised of intense multi-agent chemotherapy with the goal of maximally reducing tumor bulk. Given the high intensity of induction chemotherapy, neutropenic fever and infectious complications are common; however, the actual incidence is difficult to determine from clinical trial reports. We performed a retrospective review of infection-related complications in 76 children treated for high-risk neuroblastoma at Texas Children's Hospital. Medical records were reviewed for demographics, febrile neutropenia (FN) episodes, presence, and type of bacterial and fungal infections, and potential risk factors for infection. Fifty-seven percent of patients developed one or more serious bacterial or fungal infections during induction chemotherapy. Additionally, over 75% of patients had at least one admission for FN. Risk factors for developing any infection included female sex, MYCN amplification, and having Medicaid. Patients with external central venous catheters and those requiring parenteral nutrition had higher rates of bacteremia or fungemia. Each cycle, 50% were readmitted for either FN or infection. The overall burden of infectious complications was high, with 70% having two or more unplanned admissions for infection or FN. The incidence of febrile neutropenia and serious bacterial and fungal infections during induction chemotherapy for high-risk neuroblastoma is high. Most patients had at least two additional hospitalizations for infectious complications. Risk factors including female sex, MYCN amplification, payer status, and type of central access were associated with higher rates of infection in this cohort. ABBREVIATIONS: CLABSI Central line associated blood stream infection; CTCAE Common Terminology Criteria for Adverse Events; FN Febrile neutropenia; ANC Absolute neutrophil count; TPN Total parenteral nutrition.


Asunto(s)
Infecciones Bacterianas/epidemiología , Neutropenia Febril Inducida por Quimioterapia/epidemiología , Quimioterapia de Inducción/efectos adversos , Micosis/epidemiología , Neuroblastoma/tratamiento farmacológico , Infecciones Bacterianas/etiología , Infecciones Bacterianas/genética , Infecciones Bacterianas/terapia , Neutropenia Febril Inducida por Quimioterapia/genética , Neutropenia Febril Inducida por Quimioterapia/terapia , Niño , Preescolar , Femenino , Amplificación de Genes/genética , Humanos , Incidencia , Lactante , Masculino , Micosis/etiología , Micosis/genética , Micosis/terapia , Proteína Proto-Oncogénica N-Myc/genética , Neuroblastoma/epidemiología , Neuroblastoma/genética , Estudios Retrospectivos , Factores de Riesgo , Factores Sexuales
4.
Meta Gene ; 1: 8-14, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-25411654

RESUMEN

Mitochondrial encephalomyopathy, lactic acidosis, and stroke-like episodes (MELAS) syndrome is a mitochondrial disorder in which nitric oxide (NO) deficiency may play a role in the pathogenesis of several complications including stroke-like episodes and lactic acidosis. Supplementing the NO precursors arginine and citrulline restores NO production in MELAS syndrome. In this study we evaluated the effect of arginine or citrulline on lactic acidemia in adults with MELAS syndrome. Plasma lactate decreased significantly after citrulline supplementation, whereas the effect of arginine supplementation did not reach statistical significance. These results support the potential therapeutic utility of arginine and citrulline in MELAS syndrome and suggest that citrulline supplementation may be more efficacious. However, therapeutic efficacy of these compounds should be further evaluated in clinical trials.

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