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1.
J Urol ; 212(3): 483-493, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39115125

RESUMO

PURPOSE: We sought to evaluate the technical feasibility of performing a combined robotically assisted mini-percutaneous nephrolithotomy (PCNL) and flexible ureteroscopy (URS) procedure by a single urologist using the MONARCH Platform, Urology (Johnson & Johnson MedTech, Redwood City, California). MATERIAL AND METHODS: In this prospective, first-in-human clinical trial, 13 patients underwent robotically-assisted PCNL for renal calculi at the University of California-Irvine, Department of Urology. Successful completion of the procedure was assessed as the primary endpoint. Postoperative adverse events were monitored for 30 days following the completion of the procedure. Stone ablation efficiency was evaluated on postoperative day 30 with low-dose 2-3 mm slice CT scans. Patients were classified according to the maximum length of their residual stone fragments as either absolute stone-free (Grade A), < 2 mm remnants (Grade B), or 2.1-4.0 mm remnants (Grade C). RESULTS: The combined robotic mini-PCNL and URS procedure was successfully completed in 12 of 13 procedures. No robotic device-related adverse events occurred. Preoperative stone burden was quantified by both maximum linear measurement (median 32.8 mm) as well as by CT-based volume (median 1645.9 mm3). Using the unique robotically assisted targeting system, percutaneous access was gained directly through the center of the renal papilla in a single pass in all cases. Median operative time was 187 minutes (range: 83-383 minutes). On postoperative day 30, a 98.7% (range: 72.9%-100.0%) volume reduction was achieved, with 5 Grade A (38.5%), 1 Grade B (7.7%), and 2 Grade C (15.4%). Three patients experienced complications (2 grade 1 and one grade 2 Clavien-Dindo). CONCLUSIONS: Our preliminary investigation demonstrates the safety, efficacy, and feasibility of a unique robotic-assisted combined mini-PCNL and URS platform.


Assuntos
Estudos de Viabilidade , Cálculos Renais , Nefrolitotomia Percutânea , Procedimentos Cirúrgicos Robóticos , Ureteroscopia , Humanos , Ureteroscopia/métodos , Ureteroscopia/instrumentação , Estudos Prospectivos , Nefrolitotomia Percutânea/métodos , Nefrolitotomia Percutânea/instrumentação , Masculino , Cálculos Renais/cirurgia , Pessoa de Meia-Idade , Feminino , Procedimentos Cirúrgicos Robóticos/métodos , Adulto , Litotripsia/métodos , Litotripsia/instrumentação , Idoso , Ureteroscópios , Desenho de Equipamento , Resultado do Tratamento
3.
Urolithiasis ; 52(1): 112, 2024 Aug 06.
Artigo em Inglês | MEDLINE | ID: mdl-39105853

RESUMO

OBJECTIVES: To report our initial experience of one-stage flexible ureteroscopic lithotripsy(FURL) with 11/13Fr suctioning ureteral access sheath(UAS) and 8.55Fr single-use digital flexible ureteroscope(SDFU) in upper ureteral or renal calculi. MATERIALS AND METHODS: We retrospectively collected the clinical data of 900 adult patients with upper ureteral or renal calculi treated by FURL with 11/13Fr suctioning UAS and 8.55Fr SDFU from January 2022 to April 2024. Demographics, peri- and postoperative outcomes were assessed. RESULTS: In all, 40 of 940 cases(4.26%) failed to introduce UAS and required second-stage FURL because of ureterostenosis and were excluded. Mean stones size of the remaining 900 eligible cases was 1.68 ± 0.58 cm in greatest diameter. There were 228 cases of upper ureteral stone, 456 cases of renal stone and 216 cases of concomitant ureteral and renal calculi. The mean operation time was 52.20 ± 20.21 min and the postoperative hospital stay was 2.87 ± 1.37 days. The stone-free rate of 1 month postoperatively was 89.56% and only 2.44% of patients with residue underwent additional reoperation. The rate of postoperative fever, postoperative pain needing analgesic and slight ureteral mucosal injury were 5.11%, 8.22% and 7.78%, respectively. None of patient suffered from severe complications, such as sepsis or ureteral perforation. CONCLUSION: It's practical and suitable for the vast majority of adult patients to undergo FURL in single session with 11/13Fr suctioning UAS without preoperative stenting. FURL with 11/13Fr suctioning UAS and 8.55Fr SDFU is feasible, reliable, safe, and efficient in the management of renal stone and upper ureteral stone.


Assuntos
Cálculos Renais , Litotripsia , Cálculos Ureterais , Ureteroscópios , Ureteroscopia , Humanos , Masculino , Feminino , Estudos Retrospectivos , Pessoa de Meia-Idade , Litotripsia/métodos , Litotripsia/instrumentação , Litotripsia/efeitos adversos , Adulto , Cálculos Renais/cirurgia , Cálculos Renais/terapia , Sucção/instrumentação , Sucção/métodos , Ureteroscopia/instrumentação , Ureteroscopia/efeitos adversos , Ureteroscopia/métodos , Cálculos Ureterais/cirurgia , Cálculos Ureterais/terapia , Desenho de Equipamento , Resultado do Tratamento , Idoso , Ureter/cirurgia , Duração da Cirurgia
6.
Urolithiasis ; 52(1): 116, 2024 Aug 12.
Artigo em Inglês | MEDLINE | ID: mdl-39133271

RESUMO

To present an efficient method for fabricating artificial kidney stones with acoustic and physical properties to assess their fragmentation efficiency under shock waves and laser lithotripsy for very hard stones. The mixture ratio of super-hard plaster and water was adjusted to produce artificial kidney stones for comparison with > 95% human genuine calcium oxalate monohydrate (COM) and uric acid (UA) stones. Acoustic and physical properties, such as wave speed, stone hardness, density, compressive strength, and stone-free rates under shock-wave and laser lithotripsy, were assessed. The longitudinal wave speed of artificial stones prepared at a plaster-to-water ratio of 15:3 closely matched that of COM stones. Similarly, the transverse wave speed of artificial stones prepared at a plaster-to-water ratio of 15:3 to 15:5 aligned with that of COM stones. Stone fragmentation using shock-wave of artificial stones with mixed ratios ranging from 15:3 to 15:5 resembled that of COM stones. The Vickers hardness was similar to that of artificial stones produced with a mixing ratio of 15:3, similar to that of COM stones, while that of artificial stones produced with a mixing ratio of 15:5 was similar to that of UA stones. Density-wise, artificial stones with mixing ratios of 15:4 and 15:5 resembled COM stones. Compressive strength test results did not confirm the similarity between natural and artificial stones. The stone fragmentation using laser showed that stones produced with higher moisture content at a mixing ratio of 15:6 were similar to COM stones. This novel method for fabricating artificial kidney stones could be used to provide reliable materials for lithotripsy research.


Assuntos
Oxalato de Cálcio , Cálculos Renais , Litotripsia a Laser , Cálculos Renais/terapia , Cálculos Renais/química , Humanos , Litotripsia a Laser/métodos , Litotripsia a Laser/instrumentação , Oxalato de Cálcio/análise , Ácido Úrico/análise , Ácido Úrico/química , Dureza , Acústica , Litotripsia/métodos , Litotripsia/instrumentação
7.
World J Gastroenterol ; 30(28): 3393-3402, 2024 Jul 28.
Artigo em Inglês | MEDLINE | ID: mdl-39091711

RESUMO

BACKGROUND: Biliary stone disease is a highly prevalent condition and a leading cause of hospitalization worldwide. Hepatolithiasis with associated strictures has high residual and recurrence rates after traditional multisession percutaneous transhepatic cholangioscopic lithotripsy (PTCSL). AIM: To study one-step PTCSL using the percutaneous transhepatic one-step biliary fistulation (PTOBF) technique guided by three-dimensional (3D) visualization. METHODS: This was a retrospective, single-center study analyzing, 140 patients who, between October 2016 and October 2023, underwent one-step PTCSL for hepatolithiasis. The patients were divided into two groups: The 3D-PTOBF group and the PTOBF group. Stone clearance on choledochoscopy, complications, and long-term clearance and recurrence rates were assessed. RESULTS: Age, total bilirubin, direct bilirubin, Child-Pugh class, and stone location were similar between the 2 groups, but there was a significant difference in bile duct strictures, with biliary strictures more common in the 3D-PTOBF group (P = 0.001). The median follow-up time was 55.0 (55.0, 512.0) days. The immediate stone clearance ratio (88.6% vs 27.1%, P = 0.000) and stricture resolution ratio (97.1% vs 78.6%, P = 0.001) in the 3D-PTOBF group were significantly greater than those in the PTOBF group. Postoperative complication (8.6% vs 41.4%, P = 0.000) and stone recurrence rates (7.1% vs 38.6%, P = 0.000) were significantly lower in the 3D-PTOBF group. CONCLUSION: Three-dimensional visualization helps make one-step PTCSL a safe, effective, and promising treatment for patients with complicated primary hepatolithiasis. The perioperative and long-term outcomes are satisfactory for patients with complicated primary hepatolithiasis. This minimally invasive method has the potential to be used as a substitute for hepatobiliary surgery.


Assuntos
Imageamento Tridimensional , Litotripsia , Hepatopatias , Recidiva , Humanos , Masculino , Feminino , Pessoa de Meia-Idade , Estudos Retrospectivos , Litotripsia/métodos , Litotripsia/efeitos adversos , Resultado do Tratamento , Idoso , Imageamento Tridimensional/métodos , Hepatopatias/diagnóstico por imagem , Hepatopatias/terapia , Adulto , Litíase/cirurgia , Litíase/terapia , Litíase/diagnóstico por imagem , Endoscopia do Sistema Digestório/métodos , Complicações Pós-Operatórias/etiologia , Complicações Pós-Operatórias/epidemiologia
8.
Zhongguo Yi Xue Ke Xue Yuan Xue Bao ; 46(3): 444-448, 2024 Jun.
Artigo em Chinês | MEDLINE | ID: mdl-38953269

RESUMO

The incidence of urinary calculi in children has been increasing annually,and most of the cases are upper urinary tract stones.At present,surgery is the main way to treat upper urinary tract stones in children.With the gradual development of minimally invasive techniques in surgery,percutaneous nephrolithotomy,retrograde intrarenal surgery,and extracorporeal shock wave lithotripsy have become the main methods for treating upper urinary tract stones in children.We reviewed the current progress in surgical treatment of upper urinary tract stones in children and provided prospects for future treatment options.


Assuntos
Nefrolitotomia Percutânea , Humanos , Criança , Nefrolitotomia Percutânea/métodos , Litotripsia/métodos , Cálculos Urinários/cirurgia , Cálculos Urinários/terapia , Cálculos Renais/cirurgia
10.
Arch Esp Urol ; 77(5): 517-524, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38982780

RESUMO

OBJECTIVE: Upper urinary tract stones (UUTSs) are among the most common types of urinary stones, and their incidence rate has been increasing annually in recent years, seriously affecting the daily lives of patients. This study aimed to compare the treatment efficacy of one-stage and staged flexible ureteroscopic lithotripsy (FURL) for UUTSs. METHODS: A total of 142 patients with UUTSs admitted to our hospital between December 2019 and March 2023 were selected for retrospective analysis, including 76 patients who received staged FURL (control group) and 66 patients who received one-stage FURL (observation group). The duration of surgery, length of stay, stone clearance rate, incidence of postoperative complications (from postsurgery to discharge), and total hospitalization cost were analyzed in both groups. The visual analog scale (VAS) score and activities of daily living (ADL) score were assessed before surgery (T0), 3 days after surgery (T1), and 7 days after surgery (T2). Patients were followed up for 1 month after surgery, and their quality of life was assessed using the MOS Item Short Form Health Survey (SF-36). RESULTS: There was no difference in the stone clearance rate or incidence of postoperative complications between the two groups (p > 0.05). The operation time, hospitalization time and hospitalization cost in the observation group were 75.58 ± 15.91 min, 4.20 ± 1.24 days and 14312.62 ± 1078.89 yuan, respectively, which were lower than those in the control group (p < 0.05). In addition, the VAS score at T3 was decreased to 1.49 ± 0.70, while the ADL and SF-36 scores were higher in the observation group (p < 0.05). CONCLUSIONS: One-stage FURL shortens the duration of surgery and length of stay, reduces hospitalization costs, and improves the quality of life of patients with UUTSs.


Assuntos
Cálculos Renais , Cálculos Ureterais , Ureteroscopia , Humanos , Masculino , Feminino , Ureteroscopia/métodos , Estudos Retrospectivos , Pessoa de Meia-Idade , Resultado do Tratamento , Cálculos Renais/cirurgia , Cálculos Ureterais/cirurgia , Adulto , Litotripsia/métodos , Ureteroscópios , Idoso
11.
J Cardiothorac Surg ; 19(1): 434, 2024 Jul 10.
Artigo em Inglês | MEDLINE | ID: mdl-38987849

RESUMO

BACKGROUND: The purpose of this study was to evaluate the effectiveness of intravascular lithotripsy (IVL) in the treatment of severe coronary artery calcification (CAC) lesions. METHODS: In this study, we selected patients diagnosed with severe CAC lesions confirmed by coronary angiography (CAG) who were hospitalized in Yulin First People's Hospital between December 2021 and December 2022 and required percutaneous coronary intervention (PCI). Using a random number table, we divided all patients into the IVL group and the PCI group in the order of interventional therapy. We compared both groups in terms of the surgical success rate, intraoperative manipulation characteristics, procedural complication, and cumulative incidence of major adverse cardiovascular events (MACE). RESULTS: (1) There were no differences in the surgical success rate, incidence of MACE, and occurrence of procedural complication between the two groups; (2) Compared with the conventional PCI group, patients in the IVL group used fewer predilatation balloons, and the difference was statistically significant (all P < 0.05); (3) Compared with the conventional PCI group, patients in the IVL group had lesser surgery time and lesser radiation time, with lesser proportion of patients who were assisted with stent implantation using coronary artery rotational atherectomy, and this difference was statistically significant (P < 0.05); (4) The mean stent diameter and length in the IVL group was greater than those in the conventional PCI group but the difference was not statistically significant (P > 0.05). CONCLUSION: In this study, we found that IVL was a highly safe and effective procedure in the treatment of severe CAC lesions that did not increase the surgery and radiation time, and it could also reduce the use of predilatation balloons, thus improving the management of CAC lesions. Thus, IVL can be a novel choice in treating severe CAC lesions.


Assuntos
Doença da Artéria Coronariana , Litotripsia , Intervenção Coronária Percutânea , Calcificação Vascular , Humanos , Litotripsia/métodos , Masculino , Feminino , Calcificação Vascular/cirurgia , Calcificação Vascular/terapia , Calcificação Vascular/diagnóstico por imagem , Doença da Artéria Coronariana/cirurgia , Doença da Artéria Coronariana/terapia , Intervenção Coronária Percutânea/métodos , Pessoa de Meia-Idade , Idoso , Angiografia Coronária , Resultado do Tratamento , Índice de Gravidade de Doença , Vasos Coronários/diagnóstico por imagem , Vasos Coronários/cirurgia , Estudos Retrospectivos
12.
Investig Clin Urol ; 65(4): 351-360, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38978215

RESUMO

PURPOSE: Stone extraction is an important treatment option when performing flexible ureteroscopic lithotripsy (f-URSL) for upper urinary stones. We used a f-URSL simulator model to investigate surgical factors affecting the efficacy of stone extraction with the one-surgeon basketing technique. MATERIALS AND METHODS: This simulator-based study involved eight urologists and eight residents. These participants each performed two tasks, with Flexor (Cook Medical) and Navigator (Boston Scientific) ureteral access sheaths, with and without the M-arm (MC Medical) single-use basket holder, and with models representing both left and right kidneys. The two tasks were to touch each renal calix with the ureteroscope, and to extract stones. As outcomes, we recorded the number of times that the ureteroscope became stuck during insertion, the number of times a stone was dropped during removal, the number of times the basket forceps were opened and closed, and the time required to accomplish each task. RESULTS: The ureteroscope became stuck significantly more often when Navigator was used compared with Flexor overall, and for both urologists and residents (all p<0.01). Stones were dropped significantly more often on the ipsilateral side (kidney on the same side as the operator's hand) than on the contralateral side overall (p=0.01), and the basket forceps were opened and closed significantly more often on the ipsilateral side than on the contralateral side both overall and by residents (all p<0.01). CONCLUSIONS: The efficiency of stone extraction during f-URSL with the one-surgeon basketing technique was affected by differences in ureteral access sheath and the kidney side.


Assuntos
Litotripsia , Ureteroscopia , Humanos , Ureteroscopia/métodos , Litotripsia/métodos , Cálculos Renais/cirurgia , Competência Clínica , Treinamento por Simulação , Modelos Anatômicos , Ureteroscópios
13.
Medicine (Baltimore) ; 103(30): e39103, 2024 Jul 26.
Artigo em Inglês | MEDLINE | ID: mdl-39058849

RESUMO

This study aimed to determine the effectiveness of extracorporeal shockwave lithotripsy (SWL) performed in the early period (within the first 24 hours). Data of patients who underwent SWL with a diagnosis of unilateral radiopaque 5 to 10 mm upper ureteral stones were retrospectively examined. Patients were divided into 2 groups. Group 1 (early SWL) consisted of patients with SWL performed within 24 hours after the onset of colic pain (<24 hours), while group 2 (deferred SWL) comprised patients with SWL performed 24 hours or more from the onset of pain (≥24 hours). The primary endpoint of the study was planned to determine 1-month SFR in both groups. The secondary endpoint was determined to be the factor affecting SWL success. The mean age of 216 patients (130 men, 86 women) included in this study was 46.5 ±â€…12.1 years. SFR within 1 month was detected in 175 patients (81%). In the early SWL group, the average number of SWL sessions was fewer (1.26 vs 1.83 P = .026) and the time to the stone-free state was shorter (11 vs 15.4 days P = .044). SFR within 1 month was higher in the early SWL group (85.5% vs 71.8% P = .036). In multivariate analysis, stone size, Hounsfield Units, and early SWL were predictive factors for SWL success. Performing SWL within the first 24 hours is highly effective in patients with symptomatic 5 to 10 mm upper ureteral stones.


Assuntos
Litotripsia , Cálculos Ureterais , Humanos , Masculino , Feminino , Cálculos Ureterais/terapia , Litotripsia/métodos , Pessoa de Meia-Idade , Estudos Retrospectivos , Adulto , Resultado do Tratamento , Fatores de Tempo , Tempo para o Tratamento/estatística & dados numéricos
14.
World J Urol ; 42(1): 397, 2024 Jul 10.
Artigo em Inglês | MEDLINE | ID: mdl-38985166

RESUMO

PURPOSE: This study aims to investigate the predictive value of CT-based radiomics in determining the success of extracorporeal shock wave lithotripsy (SWL) treatment for ureteral stones larger than 10mm in adult patients. MATERIALS AND METHODS: A total of 301 eligible patients (165/136 successful/unsuccessful) who underwent SWL were retrospectively evaluated and divided into a training cohort (n = 241) and a test cohort (n = 60) following an 8:2 ratio. Univariate analysis was performed to assess clinical characteristics for constructing a nomogram. Radiomics and conventional radiological characteristics of stones were evaluated. Following feature selection, radiomics and radiological models were constructed using logistic regression (LR), support vector machine (SVM), random forest (RF), K nearest neighbor (KNN), and XGBoost. The models' performance was compared using metrics such as the area under the receiver operating characteristic curve (AUC), precision, recall, accuracy, and F1 score. Finally, a nomogram was created incorporating the best image model signature and clinical predictors. RESULTS: The SVM-based radiomics model showed superior predictive performance in both training and test cohorts (AUC: 0.956, 0.891, respectively). The nomogram, which combined SVM-based radiomics signature with proximal ureter diameter (PUD), demonstrated further improved predictive performance in the test cohort (AUC: 0.891 vs. 0.939, P = 0.166). CONCLUSIONS: Integration of CT-derived radiomics and PUD showed excellent ability to predict SWL treatment success in patients with ureteral stones larger than 10mm, providing a promising approach for clinical decision-making.


Assuntos
Litotripsia , Valor Preditivo dos Testes , Tomografia Computadorizada por Raios X , Cálculos Ureterais , Humanos , Cálculos Ureterais/terapia , Cálculos Ureterais/diagnóstico por imagem , Litotripsia/métodos , Masculino , Feminino , Estudos Retrospectivos , Pessoa de Meia-Idade , Adulto , Resultado do Tratamento , Nomogramas , Idoso , Radiômica
15.
World J Urol ; 42(1): 392, 2024 Jul 10.
Artigo em Inglês | MEDLINE | ID: mdl-38985346

RESUMO

OBJECTIVE: We sought to prospectively evaluate the impact of previously failed SWL on subsequent URS outcomes in the treatment of upper urinary tract stones. MATERIALS AND METHODS: Between May 2021 and May 2023, one hundred thirty-six patients with proximal ureteral stones < 1.5 cm and renal stones < 2.5 cm who were candidates for URS were prospectively assigned to a non-SWL group, which included patients without a history of failed SWL before URS, and a post-SWL group, which included patients with a history of failed SWL before URS. The success rate was the primary outcome. The perioperative data of the two groups were compared. RESULTS: The stone-free rate was 83.3% in the post-SWL group versus 81.3% in the non-SWL group, and 8.3% in the post-SWL group versus 9.4% in the non-SWL group had clinically insignificant residual fragments. There was no significant difference in the stone-free rate or success rate between the groups. No significant differences in intraoperative fluoroscopy time, operative time, intraoperative stone appearance, perioperative complications, or the presence of embedded fragments in the ureteral mucosa were detected between the two groups. CONCLUSION: Compared with patients who underwent primary URS, patients who underwent salvage URS for upper urinary tract stones had similar stone-free rates, success rates, operative times, fluoroscopy times, and complication rates without any significant differences.


Assuntos
Cálculos Renais , Litotripsia , Falha de Tratamento , Cálculos Ureterais , Ureteroscopia , Humanos , Estudos Prospectivos , Feminino , Litotripsia/métodos , Ureteroscopia/métodos , Masculino , Pessoa de Meia-Idade , Cálculos Ureterais/terapia , Cálculos Ureterais/cirurgia , Cálculos Renais/cirurgia , Cálculos Renais/terapia , Adulto , Resultado do Tratamento , Idoso
16.
Urolithiasis ; 52(1): 107, 2024 Jul 22.
Artigo em Inglês | MEDLINE | ID: mdl-39039382

RESUMO

The purpose of this study is to compare the outcomes of transperitoneal laparoscopic ureterolithotomy (TPLU), retrograde flexible ureteroscopy (R-fURS), and mini-percutaneous antegrade flexible ureteroscopy (A-fURS) for treating large (≥ 15 mm) impacted proximal ureteral stones. A total of 105 adult patients were randomized into 3 equal groups: group A (35) patients underwent TPLU, group B (35) patients underwent R-fURS, and group C (35) patients underwent A-fURS. The initial stone-free rate was 100%, 68.6%, and 80% in groups A, B, and C, respectively. The mean operative time (OT) was (85.0 ± 7.57 min) in group A, (61.0 ± 8.21 min) in group B, and (89.57 ± 15.12 min) in group C. The three groups were comparable concerning the overall complications. R-fURS is a less invasive modality for treating such stones; however, it is associated with a lower SFR and a higher rate of auxiliary procedures. Both TPLU and miniperc A-fURS are effective and valuable alternatives for treating large impacted proximal ureteric stones.


Assuntos
Laparoscopia , Litotripsia , Cálculos Ureterais , Ureteroscopia , Humanos , Ureteroscopia/métodos , Ureteroscopia/instrumentação , Cálculos Ureterais/cirurgia , Cálculos Ureterais/terapia , Feminino , Masculino , Adulto , Laparoscopia/métodos , Estudos Prospectivos , Pessoa de Meia-Idade , Litotripsia/métodos , Resultado do Tratamento , Duração da Cirurgia , Ureteroscópios
17.
Comput Biol Med ; 179: 108904, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39047504

RESUMO

Urinary tract stones are a common and frequently recurring medical issue. Accurately predicting the success rate after surgery can help avoid ineffective medical procedures and reduce unnecessary healthcare costs. This study collected data from patients with upper ureter stones who underwent extracorporeal shock wave lithotripsy, including cases of successful as well as unsuccessful stone removal after the first and second lithotripsy procedures, and constructed prediction systems for the outcomes of the first and second lithotripsy procedures. Features were extracted from three categories of information: patient characteristics, stone characteristics, and extracorporeal shock wave lithotripsy machine data, and additional features were created using Feature Creation. Finally, the impact of features on the models was analyzed using six methods to calculate feature importance. Our prediction model for the first lithotripsy, selected from among 43 methods and seven ensemble learning techniques, achieves an AUC of 0.91. For the second lithotripsy, the AUC reaches 0.76. The results indicate that the detailed and binary information provided by patients regarding their history of stone experiences contributes differently to the predictive accuracy of the first and second lithotripsy procedures. The prediction tool is available at https://predictor.isu.edu.tw/ks.


Assuntos
Litotripsia , Aprendizado de Máquina , Cálculos Ureterais , Humanos , Litotripsia/métodos , Cálculos Ureterais/terapia , Feminino , Masculino , Pessoa de Meia-Idade , Adulto , Resultado do Tratamento , Idoso
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