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Gearbox fault diagnosis is essential in the maintenance and preventive repair of industrial systems. However, in actual working environments, noise frequently interferes with fault signals, consequently reducing the accuracy of fault diagnosis. To effectively address this issue, this paper incorporates the noise attenuation of the DRSN-CW model. A compound fault detection method for gearboxes, integrated with a cross-attention module, is proposed to enhance fault diagnosis performance in noisy environments. First, frequency domain features are extracted from the public dataset by using the fast Fourier transform (FFT). Furthermore, the cross-attention mechanism model is inserted in the optimal position to improve the extraction and recognition rate of global and local fault features. Finally, noise-related features are filtered through soft thresholds within the network structure to efficiently mitigate noise interference. The experimental results show that, compared to existing network models, the proposed model exhibits superior noise immunity and high-precision fault diagnosis performance.
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BACKGROUND Cement leakage is the most common complication following percutaneous vertebroplasty (PVP) and percutaneous kyphoplasty (PKP) for osteoporotic vertebral compression fractures (OVCFs). Dynamic fracture mobility was determined by comparing preoperative standing lateral radiographs with intraoperative prone lateral radiographs. This retrospective study from a single center aimed to evaluate the effect of dynamic fracture mobility on cement leakage in PVP and PKP in 286 patients with OVCFs. MATERIAL AND METHODS Records of patients who underwent PVP or PKP in our department between January 2016 and December 2019 were retrospectively analyzed, showing that 156 patients received PVP and 130 patients received PKP. Variables that were significantly related to presence of cement leakage in the univariate analysis were subsequently included in a multivariate logistic regression analysis for determining the independent risk factors for cement leakage. RESULTS The univariate analysis showed that dynamic fracture mobility (P<0.001), operative approach (P=0.026), peripheral vertebrae wall damage (P<0.001), intravertebral cleft (P<0.001), and cement volume injected (P<0.001) were correlated with cement leakage. Factors that showed differences by univariate analysis underwent multivariate logistic regression analysis, showing that peripheral vertebrae wall damage (OR=11.774,95% CI 4.384-31.619, P=0.000), dynamic fracture mobility (OR=5.884, 95% CI 2.295-15.087, P=0.000), operative approach (OR=3.143, 95% CI 1.136-8.698, P=0.027), and cement volume injected (OR=1.486, 95% CI 1.119-1.973, P=0.006) were independent risk factors for postoperative cement leakage. CONCLUSIONS This retrospective study showed that dynamic fracture mobility, peripheral vertebrae wall damage, operative approach, and cement volume injected were risk factors for cement leak following PVP and PKP.
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Fracturas por Compresión , Cifoplastia , Fracturas Osteoporóticas , Fracturas de la Columna Vertebral , Vertebroplastia , Cementos para Huesos/efectos adversos , Fracturas por Compresión/etiología , Fracturas por Compresión/cirugía , Humanos , Cifoplastia/efectos adversos , Cifoplastia/métodos , Fracturas Osteoporóticas/etiología , Fracturas Osteoporóticas/cirugía , Estudios Retrospectivos , Fracturas de la Columna Vertebral/etiología , Fracturas de la Columna Vertebral/cirugía , Resultado del Tratamiento , Vertebroplastia/efectos adversos , Vertebroplastia/métodosRESUMEN
OBJECTIVE: To investigate whether dynamic fracture mobility could affect the outcome of conservative treatment in patients with acute osteoporotic vertebral compression fracture (OVCF). METHODS: A total of 158 patients who underwent conservative treatment in our hospital for painful OVCFs were included in this study and their data were retrospectively analyzed. According to the degree of pain relief, patients were divided into an excellent efficacy group and a poor efficacy group. Factors that may affect the outcome of conservative treatment were recorded for each patient. Variables with a statistical difference between the 2 groups were entered into multivariate logistic regression analysis to identify the factors influencing the outcome of conservative treatment. Receiver operating characteristic curve analysis was also performed. RESULTS: The result showed that dynamic fracture mobility, overweight, age, and bone mineral density (BMD) (all P < 0.001) were independent factors influencing the outcome of conservative treatment. Receiver operating characteristic curve analysis showed that the cutoff values for age and BMD that predicted treatment effect were 72.5 years and -3.30, respectively. CONCLUSIONS: This study confirmed that dynamic fracture mobility could be used as an independent factor predicting the outcome of conservative treatment in patients with acute OVCFs. It was also shown that overweight, age, and BMD were other independent factors influencing the outcome of conservative treatment. A comprehensive evaluation of these related factors can guide the doctor to take appropriate treatment for a unique acute OCVF.
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Fracturas por Compresión , Cifoplastia , Fracturas Osteoporóticas , Fracturas de la Columna Vertebral , Vertebroplastia , Humanos , Fracturas por Compresión/cirugía , Fracturas por Compresión/etiología , Fracturas de la Columna Vertebral/complicaciones , Fracturas de la Columna Vertebral/cirugía , Estudios Retrospectivos , Tratamiento Conservador , Sobrepeso , Fracturas Osteoporóticas/cirugía , Fracturas Osteoporóticas/etiología , Resultado del Tratamiento , Vertebroplastia/efectos adversos , Cifoplastia/efectos adversosRESUMEN
PURPOSE: To compare the application value of the American College of Radiology (ACR) Thyroid Imaging Reporting and Data System (TI-RADS) and the American Thyroid Association (ATA) guidelines in the risk stratification of thyroid isthmic nodules. METHODS: A total of 315 patients with thyroid isthmic nodules (315 nodules) confirmed by surgical pathology or fine-needle aspiration biopsy (FNAB) were selected in this retrospective study. The nodules were evaluated and classified according to ACR TI-RADS and the ATA guidelines. Taking pathological results as the reference, receiver operating characteristic (ROC) curves were drawn to evaluate the diagnostic capabilities of the ACR TI-RADS and the ATA guidelines for the risk stratification of thyroid isthmic nodules. The unnecessary biopsy rates and false-negative rates were compared. RESULTS: Multivariate analysis of ultrasonographic features of suspicious malignancies showed that an aspect ratio >â1 was not an independent risk factor for malignant thyroid nodules located in the isthmus (odds ratio: 3.193, 95%confidence interval: 0.882-11.552) (Pâ=â0.077). The area under the ROC curves for diagnosing malignant thyroid nodules located in the isthmus in by the ACR TI-RADS and the ATA guidelines were 0.853 and 0.835, respectively. Under the management recommendations of the ACR TI-RADS and ATA guidelines, the false-negative rates of malignant thyroid nodules were 66.2%(ATA intermediate suspicion), 62.3%(ACR TR 4), 81.8%(ATA high suspicion) and 86.5%(ACR TR 5). CONCLUSION: Both the ACR TI-RADS and the ATA guidelines have high diagnostic capabilities for the risk stratification of thyroid isthmic nodules. For ACR TR 4 and 5 and ATA intermediate- and high-suspicion thyroid isthmic nodules with a maximum diameter <â1âcm, the criteria for puncture should be lowered, and FNAB should be done to clarify their diagnosis.
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Nódulo Tiroideo , Sistemas de Datos , Humanos , Estudios Retrospectivos , Nódulo Tiroideo/diagnóstico por imagen , Nódulo Tiroideo/patología , Ultrasonografía/métodosRESUMEN
Purpose: This retrospective study aimed to verify whether the use of a balloon in balloon kyphoplasty (BKP) could offer a higher degree of vertebral height restoration and deformity correction than percutaneous vertebroplasty (PVP) after adjustment for preoperative dynamic fracture mobility. We expect that this research will help surgeons to determine the optimum operation choice (PVP or BKP) for treating osteoporotic vertebral compression fractures (OVCFs). Patients and Methods: We evaluated retrospectively 262 patients who were treated by PVP or BKP for acute, single-level OVCF at our institution from July 2015 to July 2019. According to the presence or absence of dynamic fracture mobility, the patients were divided into two groups: mobile group and fixed group. We compared the changes in the vertebral height and kyphotic angle for PVP and BKP, respectively, within each group. Results: In the mobile group, the anterior vertebral height restoration (BKP group, 8.73±5.27%; PVP group, 2.96±1.59%), middle vertebral height restoration (BKP group, 7.58±5.18%; PVP group, 2.74±1.24%) and kyphotic angle correction (BKP group, 4.41±4.46°; PVP group, 1.38±1.60°) due to percutaneous vertebral augmentation technique itself were more obvious in BKP group compared with PVP group (P < 0.05). The BKP group has lower incidence of bone cement leakage (BKP group, 10.17%; PVP group, 25.53%, P < 0.05). In the fixed group, differences from comparison of changes were not statistically significant between PVP and BKP (P > 0.05). Conclusion: The use of a balloon in BKP could offer greater kyphosis correction, higher vertebral body height restoration, and lower cement leakage rate than PVP if a fractured vertebral body existed dynamic mobility. However, all these advantages of BKP over PVP are not obvious and could be overrated for a fixed fracture exhibited no mobility. BKP is recommended for a fractured vertebral body with dynamic mobility. PVP is suggested for a fixed fractured vertebral body with no mobility as it produces similar capability of vertebral height restoration, kyphosis correction, and cement leakage as BKP.
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STUDY DESIGN: The pattern of neurological recovery in the overall modified Japanese Orthopedic Association scores, upper limb function score, and lower limb function score after surgical decompression for patients suffering from multilevel cervical spondylotic myelopathy (CSM) were analyzed in this independent retrospective study. OBJECTIVE: The primary objective of this retrospective study was to compare the upper and lower limb function changes after anterior decompression with fusion versus posterior decompression with laminoplasty for patients suffering from multilevel CSM. An additional objective was to describe the neural recovery speed. SUMMARY OF BACKGROUND DATA: Few comparative studies have been conducted to evaluate the outcome of anterior versus posterior surgery in multilevel CSM. However, these assessments tend to be of a more global perspective, looking at a composite score for upper limb, lower limb, and bladder function. No reports have separately analyzed the upper and lower limb function changes after anterior and posterior decompression for multilevel CSM. MATERIALS AND METHODS: A total of 132 patients were classified into anterior and posterior decompression groups based on the different surgical approach they underwent. The pattern of neurological recovery in the overall modified Japanese Orthopedic Association scores, upper limb function score, and lower limb function score after surgical decompression were documented and analyzed. RESULTS: There was no significant difference in the overall neurological recovery between anterior and posterior decompression groups. But in terms of the upper or lower limb function changes after operation, it appeared that the upper limbs recovered better with anterior decompression. The surgical approach did not significantly alter lower extremity recovery potential. In addition, most of the neurological recovery occurred in the first 9 months after surgical decompression. CONCLUSIONS: We recommend a individualized approach when it is difficult to determine an anterior or posterior surgery for multilevel CSM. Rehabilitation training should be carried out as early as possible.
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Vértebras Cervicales/cirugía , Descompresión Quirúrgica/métodos , Laminoplastia , Recuperación de la Función , Fusión Vertebral/métodos , Espondilosis/cirugía , Descompresión Quirúrgica/efectos adversos , Femenino , Humanos , Extremidad Inferior/fisiopatología , Masculino , Persona de Mediana Edad , Complicaciones Posoperatorias/etiología , Fusión Vertebral/efectos adversos , Extremidad Superior/fisiopatologíaRESUMEN
BACKGROUND: In the literature, graft tension was mostly assessed under direct arthroscopy vision for a MPFL reconstruction. The purpose of this study was to prospectively assess the outcomes of MPFL reconstruction with graft tension of self-balance technique in comparison with arthroscopy-view technique. METHODS: Sixty patients with recurrent patellar dislocation were randomly divided into two groups to undergo MPFL reconstruction with graft tension either by the self-balance technique (SB group) or the arthroscopy-view technique (AV group). At a minimum of 24months of follow up, patellar stability was evaluated with the apprehension test. Patellofemoral morphology was measured on an axial CT scan and knee function was evaluated using the Kujala and Lysholm scores. RESULTS: Twenty-three patients in the SB group and 25 patients in the AV group were followed for a minimum of 24months. No recurrent dislocation or subluxation was reported. Apprehension signs remained in two patients in the SB group and in one patient in the AV group. The postoperative Kujala score for the SB group and AV group were 91.4±5.1 and 90.3±5.5, respectively, and the Lysholm score was 90.1±6.4 and 88.4±6.3, respectively, with no significant differences. On CT images, congruence angle, patellar tilt angle and lateral patellar angle were restored to the normal range. CONCLUSIONS: At a minimum of 24months of follow-up, graft tensioning using the self-balance technique yielded similar patellar stability and knee function compared with the arthroscopy-view procedure in the MPFL reconstruction. The self-balance technique as a simple procedure is recommended as a good alternative method for graft tensioning in the MPFL reconstruction.
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Traumatismos de la Rodilla/cirugía , Ligamentos Articulares/cirugía , Articulación Patelofemoral/cirugía , Adulto , Artroscopía , Femenino , Humanos , Inestabilidad de la Articulación/fisiopatología , Inestabilidad de la Articulación/cirugía , Traumatismos de la Rodilla/fisiopatología , Ligamentos Articulares/fisiopatología , Masculino , Articulación Patelofemoral/fisiopatología , Estudios Prospectivos , Adulto JovenRESUMEN
Posterior reversible encephalopathy syndrome (PRES) is a rare but serious clinical-neuroradiological entity characterized by headache, vomiting, visual disturbances, altered mental status, seizures, and unconsciousness associated with the characteristic imaging findings including sub-cortical vasogenic edema at the bilateral parietal and occipital lobes. We describe a case of 28-year-old PRES patient secondary to delayed maternal postpartum eclampsia. This patient was not initially diagnosed with pre-eclampsia and PRES. The diagnosis was established after magnetic resonance imaging. After treatment this patient's PRES resolved. Early diagnosis and treatment are the keys to reverse PRES. A literature review for PRES is provided in this report.
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Deep vein thrombosis is a rare complication after arthroscopic anterior cruciate ligament reconstruction. We present a patient with primary thrombocytopenia who had deep vein thrombosis after arthroscopic anterior cruciate ligament reconstruction. The patient recovered well at a 2-year follow-up. The purpose of this study was to enhance the awareness on venous thrombosis, a rare complication after arthroscopic anterior cruciate ligament reconstruction.
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Reconstrucción del Ligamento Cruzado Anterior/métodos , Artroscopía/métodos , Trombocitopenia/complicaciones , Trombosis de la Vena/etiología , Femenino , Humanos , Rodilla/diagnóstico por imagen , Rodilla/cirugía , Persona de Mediana Edad , Complicaciones Posoperatorias , Radiografía , Ultrasonografía , Trombosis de la Vena/diagnóstico por imagenRESUMEN
BACKGROUND: The comparative clinical outcome of anatomic reconstruction of the medial patellofemoral ligament (MPFL) between the Y-graft technique and C-graft technique for chronic patellar instability is unknown. HYPOTHESIS: Anatomic reconstruction of the MPFL with a Y-graft technique (a Y-shaped graft: femoral fixation first with separate tensioning of the 2 bundles) would yield better clinical results than a C-graft procedure (a C-shaped graft: patellar fixation first with simultaneous tensioning of both bundles) for chronic patellar instability. STUDY DESIGN: Randomized controlled trial; Level of evidence, 2. METHODS: Ninety patients with symptomatic chronic patellar dislocations or instability were randomly divided into 2 groups to undergo double-bundle MPFL reconstruction either with the Y-graft technique or C-graft technique. Follow-ups were performed at 3, 6, 12, and 24 months postoperatively. The patellar stability was evaluated with the apprehension test at follow-up. The patellofemoral morphological characteristics were evaluated on axial computed tomography (CT) scans at 30° of knee flexion, and knee function was evaluated using the Lysholm and Kujala scores preoperatively and at 24 months postoperatively. RESULTS: Forty patients in the Y-graft group and 42 patients in the C-graft group were followed for 24 months. No recurrent dislocation or subluxation was reported in either group. On CT scans, congruence angle, patellar tilt angle, lateral patellar angle, and lateral displacement were restored to the normal range. The mean postoperative Lysholm scores for the Y-graft group and C-graft group were 92.3 ± 3.9 and 88.4 ± 6.8, respectively (P = .001). The mean postoperative Kujala scores were 95.9 ± 4.7 and 91.3 ± 9.7 for the Y-graft group and C-graft group, respectively (P = .001), with a good or excellent rate of 97.5% in the Y-graft group compared with 83.3% in the C-graft group (P = .031). CONCLUSION: With no patellar redislocations reported, the Y-graft technique for the double-bundle anatomic MPFL reconstruction achieved statistically better knee function than the C-graft procedure at a minimum 2-year follow-up. However, the increase was less than the minimal clinically important difference, and further research is required to demonstrate its meaningful clinical improvement.