Data Imputation of Soil Pressure on Shield Tunnel Lining Based on Random Forest Model.

With the advancement of engineering techniques, underground shield tunneling projects have also started incorporating emerging technologies to monitor the forces and displacements during the construction and operation phases of shield tunnels. Monitoring devices installed on the tunnel segment components generate a large amount of data. However, due to various factors, data may be missing. Hence, the completion of the incomplete data is imperative to ensure the utmost safety of the engineering project. In this research, a missing data imputation technique utilizing Random Forest (RF) is introduced. The optimal combination of the number of decision trees, maximum depth, and number of features in the RF is determined by minimizing the Mean Squared Error (MSE). Subsequently, complete soil pressure data are artificially manipulated to create incomplete datasets with missing rates of 20%, 40%, and 60%. A comparative analysis of the imputation results using three methods-median, mean, and RF-reveals that this proposed method has the smallest imputation error. As the missing rate increases, the mean squared error of the Random Forest method and the other two methods also increases, with a maximum difference of about 70%. This indicates that the random forest method is suitable for imputing monitoring data.

Mechanical Behavior Monitoring and Load Inversion Analysis of Large-Diameter Underwater Shield Tunnel during Construction.

The construction of large-diameter shield tunnels underwater involves complex variations in water and earth load outside the tunnel segment, as well as intricate mechanical responses. This study analyzes the variation laws of external loads, axial forces, and bending moments acting on the segment ring during the shield assembly and removal from the shield tail. It accomplishes this through the establishment of an on-site monitoring system based on the Internet of Things (IoT) and proposes a Bayesian-genetic algorithm model to estimate the water and earth pressure. The fluctuation section exhibits a peak load twice as high as that in the stable section. These variations are influenced by Jack thrust, shield shell force, and grouting pressure. The peak load observed in the fluctuation section is twice as high as the load observed in the stable section. During the shield tail removal process, the internal forces undergo significant fluctuations due to changes in both load and boundary conditions, and the peak value of the axial force during the fluctuation section is eight times higher than that during the stable section, while the peak value of the bending moment during the fluctuation section is five times higher than that during the stable section. The earth and water pressure calculated using the inversion analysis method, which relies on the measured internal forces, closely matches the actual measured values. The results demonstrate that the accuracy of the water and earth pressure obtained through inversion analysis is twice as high as that obtained using the full coverage pressure method. These results can serve as a valuable reference for similar projects.

Confining Pressure Forecasting of Shield Tunnel Lining Based on GRU Model and RNN Model.

The confining pressure has a great effect on the internal force of the tunnel. During construction, the confining pressure which has a crucial impact on tunnel construction changes due to the variation of groundwater level and applied load. Therefore, the safety of tunnels must have the magnitude of confining pressure accurately estimated. In this study, a complete tunnel confining pressure time axis was obtained through high-frequency field monitoring, the data are segmented into a training set and a testing set. Using GRU and RNN models, a confining pressure prediction model was established, and the prediction results were analyzed. The results indicate that the GRU model has a fast-training speed and higher accuracy. On the other hand, the training speed of the RNN model is slow, with lower accuracy. The dynamic characteristics of soil pressure during tunnel construction require accurate prediction models to maintain the safety of the tunnel. The comparison between GRU and RNN models not only highlights the advantages of the GRU model but also emphasizes the necessity of balancing speed accuracy in tunnel construction confining pressure prediction modeling. This study is helpful in improving the understanding of soil pressure dynamics and developing effective prediction tools to promote safer and more reliable tunnel construction practices.

Clinical phenotypes study of 231 children with Williams syndrome in China: A single-center retrospective study.

BACKGROUND: Williams syndrome (WS) is a multisystem neurodevelopmental disorder caused by microdeletions in 7q11.23. This study aims to characterize the clinical phenotypes of Chinese children with WS to help for the early diagnosis and intervention of this disease. METHODS: 231 children diagnosed with WS were retrospectively recruited to the study. Clinical data were analyzed to obtain the incidence of different clinical phenotypes. The occurrence of phenotypes and the influence of gender and age on the incidence of different phenotypes were analyzed. RESULTS: All WS exhibited facial dysmorphism (100.0%). The majority had neurodevelopmental disorder (91.8%), hoarseness (87.4%) and cardiovascular anomalies (85.7%). The incidence of short stature (46.9%), inguinal hernia (47.2%), hypercalciuria (29.10%), hypercalcemia (9.1%), subclinical hypothyroidism (26.4%) and hypothyroidism (7.4%) were relatively higher. Gender differences were found in supravalvular aortic stenosis (SVAS, p < .001), ventricular septal defect (VSD, p < .05), inguinal hernia (p < .001), superior pulmonary stenosis (SVPS, p < .05) and neurodevelopmental disorder (p < .05). The incidence of neurodevelopmental disorder in WS increased with age (p < .05) while cardiovascular anomalies (p < .001), short stature (p < .001), hypercalciuria (p < .001) and hypercalcemia (p < .01) decreased with age. CONCLUSIONS: Facial dysmorphism, neurodevelopmental disorder, hoarseness and cardiovascular anomalies were the most common phenotypes. Genetic testing should be suggested to confirm the diagnosis for children with the above abnormalities. Gender and age should be taken into account when making diagnosis and intervention.

Crouzon syndrome in a fraternal twin: A case report and review of the literature.

BACKGROUND: Crouzon syndrome (CS; OMIM 123500) is an autosomal dominant inherited craniofacial disorder caused by mutations in the fibroblast growth factor receptor 2 (FGFR2) gene. CS is characterized by craniofacial dysostosis, exophthalmos, and facial anomalies with hypoplastic maxilla and relative mandibular prognathism. CASE SUMMARY: Our report involves a 6-year-old fraternal twin boy with many caries in the oral cavity who presented with characteristic features of CS based on clinical and radiographic examinations along with Sanger sequencing. The fraternal girl did not show any abnormalities indicating CS. Carious teeth and poor oral hygiene were managed promptly through administering appropriate behavior guidance, orthodontic treatment was planned, and preventive procedures were described. CONCLUSION: CS could occur in a fraternal twin caused by a de novo mutation of the FGFR2 gene. Oral hygiene instruction, preventive programs on oral hygiene, orthodontic treatment, and maxillary osteotomy were required for treatment.

CSB modulates the competition between HIF-1 and p53 upon hypoxia.

Both hypoxia-inducible factor-1 (HIF-1) and tumor suppressor p53 are involved in the cellular response to hypoxia. It has been reported that HIF-1α induces cockayne syndrome B (CSB) to compete with p53 for limited p300. We developed a network model to clarify how the interplay between HIF-1 and p53 modulates cellular output in the presence of CSB. Our results revealed that HIF-1α is progressively activated depending on the severity of hypoxia. Activated HIF-1α promotes its own activation by inducing CSB to dissociate p300 from p53 under moderate hypoxia; in severe hypoxia, p53 accumulates remarkably due to ATR-dependent phosphorylation and wins the competition for p300. As a result, HIF-1α induces PFKL and VEGF to facilitate cellular adaptation to mild and moderate hypoxia respectively, while p53 is activated to induce apoptosis under severe hypoxia. This work may advance the understanding of the modulation of the interplay between HIF-1 and p53 in the hypoxic response.

Three years of follow-up of otodental syndrome in 3-year-old Chinese boy: a rare case report.

BACKGROUND: Otodental syndrome is an exceptionally rare autosomal dominant condition characterized by a delayed eruption of posterior teeth, globodontia, lisping, and sensorineural hearing loss. In this case report, we reported a 3-year-old Chinese boy with the otodental syndrome. CASE PRESENTATION: A 3-year-old Chinese boy was referred to our hospital with complaint of no eruption of primary canines and molars. Three years follow-up showed lately erupted bulbous primary canines with hypoplastic enamel spot, globe-shaped primary molars and sensorineural hearing loss at 4 and a half-year-old age. We diagnosed otodental syndrome in the patient's mother with hearing loss at 16-year-old age. Gene sequencing and analysis of deafness-related genes GJB2, GJB3, SLC26A4, and mtDNA did not reveal any mutation or SNPs in the patient and his mother. CONCLUSIONS: This case report highlights the importance of detailed medical, dental, and family history examination, as well as multi-disciplinary teamwork for diagnosis and treatment of otodental syndrome.

Statistical Analysis of Stress Signals from Bridge Monitoring by FBG System.

In this paper, a fiber Bragg grating (FBG)-based stress monitoring system instrumented on an orthotropic steel deck arch bridge is demonstrated. The FBG sensors are installed at two types of critical fatigue-prone welded joints to measure the strain and temperature signals. A total of 64 FBG sensors are deployed around the rib-to-deck and rib-to-diagram areas at the mid-span and quarter-span of the investigated orthotropic steel bridge. The local stress behaviors caused by the highway loading and temperature effect during the construction and operation periods are presented with the aid of a wavelet multi-resolution analysis approach. In addition, the multi-modal characteristic of the rainflow counted stress spectrum is modeled by the method of finite mixture distribution together with a genetic algorithm (GA)-based parameter estimation approach. The optimal probability distribution of the stress spectrum is determined by use of Bayesian information criterion (BIC). Furthermore, the hot spot stress of the welded joint is calculated by an extrapolation method recommended in the specification of International Institute of Welding (IIW). The stochastic characteristic of stress concentration factor (SCF) of the concerned welded joint is addressed. The proposed FBG-based stress monitoring system and probabilistic stress evaluation methods can provide an effective tool for structural monitoring and condition assessment of orthotropic steel bridges.

[Role of immunologic abnormality in recurrent parotitis in children].

OBJECTIVE: To investigate the relationship between immune function and the recurrent parotitis (RP) for children. METHODS: The children diagnosed as RP were divided into two groups: aged under 6y and over 6y and the immune function were measured and compared with that of normal children. RESULTS: For RP children the ratio of CD4+ T cell in over 6y group was significantly lower than that in under 6y group (P<0.05), while IgG value in over 6y group was higher than that in under 6y group (P<0.05). Compared with normal children, RP children in under 6y group had higher CD8+ T cell ratio and IgG, IgE, IgA and C3 value (P<0.01) and lower CD4+ T cell ratio (P<0.01), while RP children over 6y group, they had higher CD8+ T cell ratio, IgE value (P<0.01) and C3 (P<0.05), lower CD4

[The study of emergency facial trauma in children and parents' cognition on it].

OBJECTIVE: To analyze the characteristics of emergency facial trauma in children and mother's cognition on it. METHODS: Descriptive analysis was undertaken for 216 children with maxillofacial trauma. The analysis included age distributions of the children, reasons and places for the trauma, and positions and severity degrees of the trauma. The questionnaires were carried out for the patients' mothers, to understand the cognition degrees and prognosis factors. RESULTS: Most of the patients with facial trauma were aged 1-6, with the male and female ratio of 1.4:1. Falls were the leading cause for the maxillofacial injuries(83.33%). The most common types of injury were the soft tissue injuries (63.43%) and the teeth injuries (31.94%), the jaw fractures were least. 50.00% accidents occurred at home. 97.22% mothers had no knowledge of the facial injuries in children. 69.44% mothers thought it avoidable. It were relevant between mothers' educations and injuries times (chi2 = 18.16, P < 0.05). CONCLUSION: Mothers lack the knowledge is one of the most important reasons for the maxillofacial injuries in children. Propaganda should be increased among them to reduce risks of maxillofacial injuries.

[Children's temperament characteristics and dental fear].

OBJECTIVE: To evaluate the relationship between children's temperament and dental fear. METHODS: 254 children(aged 4-6 years) during first dental treatment took part in the investigation. Their parents answered the Chinese preschool children's temperament scales (CPTS). The Frankl method was used to classify the degree of the children's dental fear. The K independent samples test and One-way ANOVA test were performed to find the differences of the type of temperament and the scores of temperament dimension among three groups. RESULTS: Among the 254 children(aged 4-6 years), 104 had no fear, 80 had fear and 70 had extreme fear. The incidence of dental fear in children was 59.06%. There were no statistical differences (P > 0.05) of dental fear between boys and girls. There were statistically significant differences for the type of temperament among no fear group, fear group and extreme fear group. The scores of adaptability and quality of mood were higher in the extreme fear group and fear group than that in the no fear group. The differences in scores of adaptability and quality of mood was statistically significant between the extreme fear group and no fear group. But the scores of other seven temperament dimensions had no statistical significant differences among three groups. CONCLUSION: Children's dental fear is correlated to their temperaments. The tendencies of negative mood and slow adaptability should be considered that the patients were at risk of developing dental fear problem.

Pressure from the lips and the tongue in children with class III malocclusion.

OBJECTIVE: To discuss possible relationships between class III malocclusion and perioral forces by measuring the pressure from the lips and the tongue of children with class III malocclusion. METHODS: Thirty-one children with class III malocclusion were investigated and their perioral forces were measured at rest and during swallowing under natural head position by a custom-made miniperioral force computer measuring system. RESULTS: The resting pressures exerted on the labial side and palatine side of the upper left incisor, as well as the labial side and lingual side of the lower left incisor, were 0 g/cm(2), 0 g/cm(2), 0.57 g/cm(2) and 0.23 g/cm(2), respectively. Correspondingly, the swallowing forces were 2.87 g/cm(2), 5.97 g/cm(2), 4.09 g/cm(2) and 7.89 g/cm(2), respectively. No statistical difference between muscular pressure and gender existed. During swallowing, the lingual forces were significantly higher than the labial forces (P<0.01), however, at rest there was no significantly different force between these two sides. Compared to the normal occlusion patients, children with class III malocclusion had lower perioral forces. The upper labial resting forces (P<0.01), the lower labial resting forces (P<0.05) and all the swallowing pressures from the lips and the tongue (P<0.01) showed statistical differences between the two different occlusion conditions. Meanwhile, no significant difference was found for the resting pressure from the tongue between class III malocclusion and normal occlusion. CONCLUSION: Patients with class III malocclusion have lower perioral forces and this muscle hypofunction may be secondary to the spatial relations of the jaws. The findings support the spatial matrix hypothesis.

[The characteristics of uncooperative children's temperament during dental treatment].

PURPOSE: To compare the temperament of uncooperative and cooperative children during dental treatment, and find out the characteristics of the uncooperative children's temperament. METHODS: Fifty-two cooperative children (aged from 3 to 7 years) and thirty-five uncooperative children (aged from 3 to 7 years) during dental treatment were included in the investigation. Their parents were asked to answer the Chinese Preschool Children's Temperament Scale (CPTS). The two independent sample's Mann-whitney test and Student's t test were performed to find the difference of the type of temperament and the temperamental dimension between the two groups. RESULTS: (1) There was a statistically significant difference (P<0.05) in the type of temperament between the uncooperative group and the cooperative group. In the uncooperative group, the number of difficult temperament children was significantly larger than that in the uncooperative group. (2) The scores of adaptability and quality of mood were significantly higher in the uncooperative group than that in the cooperative group. CONCLUSIONS: Children's cooperation in pediatric dentistry was correlated to their temperament. The tendencies of negative mood and slow adaptation and difficult temperament should be considered patients at risk of uncooperation in pediatric dentistry.

[Analysis on the prognostic factors in patients with large hepatocarcinoma treated by shentao ruangan pill and hydroxycamptothecine].

OBJECTIVE: To observe the effect of intervention therapy with Shentao Ruangan pill (SRP) and hydroxycamptothecine (HCPT) in treating 85 patients with middle-advanced large hepatocarcinoma, and to analyze the factors that could affect the prognosis. METHODS: Eighty-five patients were randomly divided into the treated group (n = 52) and the control group (n = 33). The treated group was treated by oral taking of SRP combined with local perfusion of HCPT through hepatic artery catheterization, while to the control group, the conventional therapy, transcatheter arterial chemoembolization (TACE) was conducted for control. The clinical efficacy of treatment in the two groups was evaluated by the change of tumor size, the factors related with prognosis were analyzed using Cox proportional hazards model and the analysis of survival conducted by Kaplan-Meier method. RESULTS: (1) The tumor size reducing rate in the treated group was 19.2% and the tumor size stabilizing rate was 82.7%, while those in the control group was 21.2% and 81.8% respectively, comparison of the criteria between the two groups showed insignificant difference (P > 0.05); (2) The median survival time, 0.5- year, 1- year and 2- year survival rate in the treated group was 326 days, 80.95%, 41.39% and 12.42% respectively, those in the control group was 262 days, 64.29%, 25.00% and 8.33% respectively, comparison between the two groups showed significant difference (P < 0.05); (3) Among the 3 TCM types in patients, the survival time and rates in patients of Gan-excess with Pi-deficiency type was similar to those in patients of Gan-heat with blood stasis type showing insignificant difference (P > 0.05), but as compared with those in patients of Gan-Shen Yin-deficiency type, the difference was significant (P < 0.05) ; (4) Beneficial factor to the prognosis were therapeutic method, that used in the treated group was superior to that used in the control group. The risk factors to the prognosis were TCM type, clinical stage and liver function. Patients of Gan-excess with Pi-deficiency type had the optimal prognosis, those of Gan-heat with blood stasis type the next and of Gan-Shen Yin-deficiency the worst. The later the clinical stage and the worse the Child-Pugh grade of liver function was, the worse the prognosis would be. CONCLUSION: (1) SRP combined with HCPT intervention treatment is superior to the simple TACE treatment in elevating patients' survival rate and time; (2) There are some relations between TCM types and prognosis; (3) Local Chinese drug therapy combined with systemic therapy could be one of the effective measures of non-operational therapy in treating large hepatocarcinoma.