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1.
J Urol ; 208(6): 1314-1322, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36215077

RESUMO

PURPOSE: Vesicoureteral reflux grading from voiding cystourethrograms is highly subjective with low reliability. We aimed to demonstrate improved reliability for vesicoureteral reflux grading with simple and machine learning approaches using ureteral tortuosity and dilatation on voiding cystourethrograms. MATERIALS AND METHODS: Voiding cystourethrograms were collected from our institution for training and 5 external data sets for validation. Each voiding cystourethrogram was graded by 5-7 raters to determine a consensus vesicoureteral reflux grade label and inter- and intra-rater reliability was assessed. Each voiding cystourethrogram was assessed for 4 features: ureteral tortuosity, proximal, distal, and maximum ureteral dilatation. The labels were then assigned to the combination of the 4 features. A machine learning-based model, qVUR, was trained to predict vesicoureteral reflux grade from these features and model performance was assessed by AUROC (area under the receiver-operator-characteristic). RESULTS: A total of 1,492 kidneys and ureters were collected from voiding cystourethrograms resulting in a total of 8,230 independent gradings. The internal inter-rater reliability for vesicoureteral reflux grading was 0.44 with a median percent agreement of 0.71 and low intra-rater reliability. Higher values for each feature were associated with higher vesicoureteral reflux grade. qVUR performed with an accuracy of 0.62 (AUROC=0.84) with stable performance across all external data sets. The model improved vesicoureteral reflux grade reliability by 3.6-fold compared to traditional grading (P < .001). CONCLUSIONS: In a large pediatric population from multiple institutions, we show that machine learning-based assessment for vesicoureteral reflux improves reliability compared to current grading methods. qVUR is generalizable and robust with similar accuracy to clinicians but the added prognostic value of quantitative measures warrants further study.


Assuntos
Ureter , Refluxo Vesicoureteral , Criança , Humanos , Refluxo Vesicoureteral/diagnóstico por imagem , Reprodutibilidade dos Testes , Cistografia/métodos , Aprendizado de Máquina , Estudos Retrospectivos
2.
urol. colomb. (Bogotá. En línea) ; 30(3): 199-203, 15/09/2021. tab, ilus
Artigo em Inglês | LILACS, COLNAL | ID: biblio-1369431

RESUMO

Introduction and objective Standardization of surgical interventions reduces complications and costs and positively impacts intra and postoperative outcomes. Implementation of the lean concept, initially proposed in the auto industry, now becomes an interesting approach in the surgical setting. We want to present the results of how percutaneous nephrolithotripsy (PCNL) in a high-level center can be positively impacted by implementing the lean concept. Methods We evaluated a total of 140 PCNL procedures. Group 1 included all cases operated prior to implementing the lean concept and group 2 was composed of those operated after implementing the lean concept. We looked for all seven sources of waste to identify and modify our practice to improve efficiency and safety. We then collected intraoperative times and compared the ones prior to those after the implementation. Results After implementing the lean concept, with an average of six PCNL cases per day, a comparison was made to an equivalent number of cases prior to the lean implementation (group 1). The average total operative time for PCNL preintervention was 138 (confidence interval [CI]: 79 to 170) minutes and postlean intervention was 71.1 (CI: 43 to 157) minutes. Surgical time (cystoscopy to skin closure) was 36.1 (CI: 25 to 50) minutes prelean and 50 minutes postlean (CI: 23 to 154). For this last one, bilateral procedures were performed. Operative room turnover time was 27.8 (CI: 21 to 38) minutes prelean and 5.67 (CI: 3.5 to 12) minutes postlean. Induction time was 16.5 (CI: 5 to 55) minutes prelean and 5.4 (CI: 3.5 to 7.5) minutes postlean. Conclusion Implementation of the lean concept enables optimization of the surgical procedure, allowing hospitals to reduce costs and standardization.


Introducción y objetivo La estandarización de los procedimientos quirúrgicos reduce complicaciones, costos, y mejora resultados intra y postoperatorios. El concepto lean fue utilizado por primera vez en la industria automotriz. El presente trabajo busca implementar el concepto lean para optimizar el procedimiento de nefrolitotomía percutánea (NLP) en nuestro medio. Métodos Se realizaron 140 procedimientos de nefrolitotomía percutánea, los cuales se dividieron en 2 grupos: uno en el cual se registraron los tiempos intraoperatorios, y el segundo en que se registraron los tiempos luego de la implementación del concepto lean. Resultados Durante el período estudiado, se realizaron 70 procedimientos luego de la implementación del concepto lean, y se logró realizar un promedio de 6 procedimientos por día. Se compararon los tiempos operatorios, y se encontró un tiempo operatorio total promedio de 138 (intervalo de confianza [IC]: 79 a 170) minutos pre-lean, y de 71,1 (IC: 43 a 157) minutos post-lean. El tiempo quirúrgico (cistoscopia a cierre de piel) pre-lean fue de 36,1 (IC: 25 a 50) minutos, y el post-lean fue de 50 (IC: 23 a 154) minutos. Para este último, se trató de procedimientos bilaterales. El cambio de sala fue de 27,8 (IC: 21a 38) minutos pre-lean, y de 5,67 (IC: 3.5 a 12) minutos post-lean. El tiempo de inducción fue de 16.5 (IC: 5 a 55) minutos pre-lean, y de 5.4 (IC: 3.5 a 7.5) minutos post-lean. Conclusiones La implementación del concepto lean permite optimizar el procedimiento, con reducción de costos y estandarización del modelo de atención para cualquier centro asistencial. La movilización de los especialistas en nuestro modelo de atención permite un mayor cubrimiento poblacional de alta calidad.


Assuntos
Humanos , Procedimentos Cirúrgicos Operatórios , Gestão da Qualidade Total , Cistoscopia , Nefrolitotomia Percutânea , Organização e Administração , Otimização de Processos , Duração da Cirurgia
3.
Urology ; 139: 141-150, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32068110

RESUMO

OBJECTIVE: To review the literature of 5 pediatric urology topics and conduct gender based and forecasting analyses of first and corresponding authors. METHODS: A PubMed search was performed for hypospadias, hydronephrosis, vesicoureteral reflux, bladder and bowel dysfunction, and cryptorchidism over 3 decades from 1990 to 2019. The 50 most relevant "best match" papers from each decade were extracted by topic. Author gender, specialty, and advanced degrees, along with journal and publication variables were collected. Forecasting analyses were conducted through the Holt-Winters method. RESULTS: Among 750 papers analyzed, 78% of corresponding and 70% of first authors were male. A significant upward trend was observed for female-authored publications in both first and corresponding positions over time (P <.01). Forecasting analyses predicted a continuing upward trend for female corresponding (55%) and first authors (83%) by 2049. Most studies originated from pediatric urology (59%), followed by pediatric surgery (9%) and endocrinology/genetics (5%). Papers focused in The Journal of Urology (30%) with the majority originating from the United States (38%). Most were retrospective (44%) and discussed medical (54%) versus surgical management (20%). CONCLUSION: The majority of pediatric urology literature has been generated by male authors. A persistent, rising trend in female authorship across all examined pediatric urology topics was noted. These encouraging findings are projected to continue to increase in the future, suggesting a movement toward equal and fair gender representation in authorship in pediatric urology.


Assuntos
Autoria , Bibliometria , Pediatria , Médicas , Editoração , Urologia , Humanos , Pediatria/métodos , Pediatria/organização & administração , Pediatria/tendências , Médicas/estatística & dados numéricos , Médicas/tendências , Editoração/ética , Editoração/organização & administração , Editoração/tendências , Sexismo/prevenção & controle , Sexismo/tendências , Estados Unidos , Urologia/métodos , Urologia/organização & administração , Urologia/tendências
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