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Impact of pre- and peri-operative risk factors on length of stay and hospital readmission following minimally-invasive partial nephrectomy
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作者 Vanessa A.Lukas Rahul Dutta +5 位作者 Ashok K.Hemal Matvey Tsivian Timothy E.Craven Nicholas A.Deebel David D.Thiel Ram Anil Pathak 《Asian Journal of Urology》 CSCD 2024年第1期72-79,共8页
Objective:We conducted an analysis of the American College of Surgeons National Surgical Quality Improvement Program database for minimally-invasive partial nephrectomy cases reported with the goal to identify pre-and... Objective:We conducted an analysis of the American College of Surgeons National Surgical Quality Improvement Program database for minimally-invasive partial nephrectomy cases reported with the goal to identify pre-and peri-operative variables associated with length of stay(LOS)greater than 3 days and readmission within 30 days.Methods:Records from 2008 to 2018 for“laparoscopy,surgical;partial nephrectomy”for prolonged LOS and readmission cohorts were compiled.Univariate analysis with Chi-square,t-tests,and multivariable logistic regression analysis with odds ratios(ORs),p-values,and 95%confidence intervals assessed statistical associations.Results:Totally,20306 records for LOS greater than 3 days and 15854 for readmission within 30 days were available.Univariate and multivariable analysis exhibited similar results.For LOS greater than 3 days,undergoing non-elective surgery(OR=5.247),transfusion of greater than four units within 72 h prior to surgery(OR=5.072),pre-operative renal failure or dialysis(OR=2.941),and poor pre-operative functional status(OR=2.540)exhibited the strongest statistically significant associations.For hospital readmission within 30 days,loss in body weight greater than 10%in 6 months prior to surgery(OR=2.227)and bleeding disorders(OR=2.081)exhibited strongest statistically significant associations.Conclusion:Multiple pre-and peri-operative risk factors are independently associated with prolonged LOS and hospital readmission within 30 days of surgery using the American College of Surgeons National Surgical Quality Improvement Program data.Recognizing the risks factors that can potentially be improved prior to minimally-invasive partial nephrectomy is crucial to informing patient selection,optimization strategies,and patient education. 展开更多
关键词 Minimally-invasive partial nephrectomy The American College of Surgeons National Surgical Quality Improvement Program Lengthof stay Hospital readmission
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Flexible Job Shop Composite Dispatching Rule Mining Approach Based on an Improved Genetic Programming Algorithm
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作者 Xixing Li Qingqing Zhao +4 位作者 Hongtao Tang Xing Guo Mengzhen Zhuang Yibing Li Xi Vincent Wang 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2024年第5期1390-1408,共19页
To obtain a suitable scheduling scheme in an effective time range,the minimum completion time is taken as the objective of Flexible Job Shop scheduling Problems(FJSP)with different scales,and Composite Dispatching Rul... To obtain a suitable scheduling scheme in an effective time range,the minimum completion time is taken as the objective of Flexible Job Shop scheduling Problems(FJSP)with different scales,and Composite Dispatching Rules(CDRs)are applied to generate feasible solutions.Firstly,the binary tree coding method is adopted,and the constructed function set is normalized.Secondly,a CDR mining approach based on an Improved Genetic Programming Algorithm(IGPA)is designed.Two population initialization methods are introduced to enrich the initial population,and a superior and inferior population separation strategy is designed to improve the global search ability of the algorithm.At the same time,two individual mutation methods are introduced to improve the algorithm’s local search ability,to achieve the balance between global search and local search.In addition,the effectiveness of the IGPA and the superiority of CDRs are verified through comparative analysis.Finally,Deep Reinforcement Learning(DRL)is employed to solve the FJSP by incorporating the CDRs as the action set,the selection times are counted to further verify the superiority of CDRs. 展开更多
关键词 flexible job shop scheduling composite dispatching rule improved genetic programming algorithm deep reinforcement learning
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Post-operative morbidity after neoadjuvant chemotherapy and resection for gallbladder cancer: A national surgical quality improvement program analysis
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作者 Minha Kim Stephanie Stroever +3 位作者 Krist Aploks Alexander Ostapenko Xiang Da Dong Ramanathan Seshadri 《World Journal of Gastrointestinal Surgery》 SCIE 2024年第1期95-102,共8页
BACKGROUND Gallbladder cancer is the most common malignancy of the biliary tract.Neo-adjuvant chemotherapy(NACT)has improved overall survival by enabling R0 resection.Currently,there is no consensus of guidelines for ... BACKGROUND Gallbladder cancer is the most common malignancy of the biliary tract.Neo-adjuvant chemotherapy(NACT)has improved overall survival by enabling R0 resection.Currently,there is no consensus of guidelines for neoadjuvant therapy in gallbladder cancer.As investigations continue to analyze the regimen and benefit of NACT for ongoing care of gallbladder cancer patients,we examined American College of Surgeons National Surgical Quality Improvement Program(NSQIP)database to determine if there was higher morbidity among the neo-adjuvant group within the 30-day post-operative period.We hypothesized patients who underwent NACT were more likely to have higher post-operative morbidity.AIM To investigate the 30-day post-operative morbidity outcomes between patients who received NACT and underwent surgery and patients who only had surgery.METHODS A retrospective analysis of the targeted hepatectomy NSQIP data between 2015 and 2019 was performed to determine if NACT in gallbladder cancer increased the risk for post-operative morbidity(bile leak,infection rate,rate of converting to open surgery,etc.)compared to the group who only had surgery.To calculate the odds ratio for the primary and secondary outcomes,a crude logistic regression was performed.RESULTS Of the 452 patients,52 patients received NACT prior to surgery.There were no statistically significant differences in the odds of morbidity between the two groups,including bile leak[odds ratio(OR),0.69;95%confidence interval(95%CI):0.16-2.10;P=0.55],superficial wound infection(OR,0.58;95%CI:0.03-3.02;P=0.61),and organ space wound infection(OR,0.63;95%CI:0.18-1.63;P=0.61).CONCLUSION There was no significant difference in the risk of 30-day post-operative morbidity between the NACT and surgery group and the surgery only group. 展开更多
关键词 Gallbladder cancer Neoadjuvant chemotherapy Radical cholecystectomy National Surgery Quality Improvement Program Postoperative outcome
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Set Programming Method and Performance Improvement of Phase Change Random Access Memory Arrays
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作者 范茜 陈后鹏 +6 位作者 王倩 王月青 吕士龙 刘燕 宋志棠 冯高明 刘波 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第6期184-187,共4页
A novel slow-down set waveform is proposed to improve the set performance and a 1 kb phase change random access memory chip fabricated with a 13nm CMOS technology is implemented to investigate the set performance by d... A novel slow-down set waveform is proposed to improve the set performance and a 1 kb phase change random access memory chip fabricated with a 13nm CMOS technology is implemented to investigate the set performance by different set programming strategies based on this new set pulse. The amplitude difference (I1 - I2) of the set pulse is proved to be a crucial parameter for set programming. We observe and analyze the cell characteristics with different I1 - I2 by means of thermal simulations and high-resolution transmission electron microscopy, which reveal that an incomplete set programming will occur when the proposed slow-down pulse is set with an improperly high I1 - I2. This will lead to an amorphous residue in the active region. We also discuss the programming method to avoid the set performance degradations. 展开更多
关键词 PCRAM Set programming Method and Performance Improvement of Phase Change Random Access Memory Arrays
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Pilot Program Sheds Light on Improved Services
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作者 Zhang Weiqing 《China Population Today》 1999年第Z2期2-3,共2页
关键词 Pilot Program Sheds Light on improved Services
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Radiation therapy prior to a pancreaticoduodenectomy for adenocarcinoma is associated with longer operative times and higher blood loss
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作者 Krist Aploks Minha Kim +6 位作者 Stephanie Stroever Alexander Ostapenko Young Bo Sim Ashwinkumar Sooriyakumar Arash Rahimi-Ardabily Ramanathan Seshadri Xiang Da Dong 《World Journal of Gastrointestinal Surgery》 SCIE 2023年第8期1663-1672,共10页
BACKGROUND Pancreatic adenocarcinoma is currently the fourth leading cause of cancer-related deaths in the United States.In patients with“borderline resectable”disease,current National Comprehensive Cancer Center gu... BACKGROUND Pancreatic adenocarcinoma is currently the fourth leading cause of cancer-related deaths in the United States.In patients with“borderline resectable”disease,current National Comprehensive Cancer Center guidelines recommend the use of neoadjuvant chemoradiation prior to a pancreaticoduodenectomy.Although neoadjuvant radiotherapy may improve negative margin resection rate,it is theorized that its administration increases operative times and complexity.AIM To investigate the association between neoadjuvant radiotherapy and 30-d morbidity and mortality outcomes among patients receiving a pancreaticoduodenectomy for pancreatic adenocarcinoma.METHODS Patients listed in the 2015-2019 National Surgery Quality Improvement Program data set,who received a pancreaticoduodenectomy for pancreatic adenocarcinoma,were divided into two groups based off neoadjuvant radiotherapy status.Multivariable regression was used to determine if there is a significant correlation between neoadjuvant radiotherapy,perioperative blood transfusion status,total operative time,and other perioperative outcomes.RESULTS Of the 11458 patients included in the study,1470(12.8%)underwent neoadjuvant radiotherapy.Patients who received neoadjuvant radiotherapy were significantly more likely to require a perioperative blood transfusion[adjusted odds ratio(aOR)=1.58,95%confidence interval(CI):1.37-1.82;P<0.001]and have longer surgeries(insulin receptor-related receptor=1.14,95%CI:1.11-1.16;P<0.001),while simultaneously having lower rates of organ space infections(aOR=0.80,95%CI:0.66-0.97;P=0.02)and pancreatic fistula formation(aOR=0.50,95%CI:0.40-0.63;P<0.001)compared to those who underwent surgery alone.CONCLUSION Neoadjuvant radiotherapy,while not associated with increased mortality,will impact the complexity of surgical resection in patients with pancreatic adenocarcinoma. 展开更多
关键词 PANCREATICODUODENECTOMY Pancreatic adenocarcinoma Neoadjuvant chemoradiation National Surgery Quality Improvement Program Whipple procedure Operative time
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Applications of Molecular Markers in Fruit Crops for Breeding Programs—A Review 被引量:1
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作者 Riaz Ahmad Muhammad Akbar Anjum +1 位作者 Safina Naz Rashad Mukhtar Balal 《Phyton-International Journal of Experimental Botany》 SCIE 2021年第1期17-34,共18页
Selection and use of molecular markers for evaluation of DNA polymorphism in plants are couple of the most important approaches in the field of molecular genetics.The assessment of genetic diversity using morphologica... Selection and use of molecular markers for evaluation of DNA polymorphism in plants are couple of the most important approaches in the field of molecular genetics.The assessment of genetic diversity using morphological markers is not sufficient due to little differentiating traits among the species,genera or their individuals.Morphological markers are not only highly influenced by environmental factors but skilled assessment is also prerequisite to find the variations in plant genetic resources.Therefore,molecular markers are considered as efficient tools for detailed DNA based characterization of fruit crops.Molecular markers provide new directions to the efforts of plant breeders particularly in genetic variability,gene tags,gene localization,taxonomy,genetic diversity,phylogenetic analysis and also play an important role to decrease the time required for development of new and excellent cultivars.The success of molecular markers technology in genetic improvement programs depends on the close relationship among the plant breeders,biotechnologists,skilled manpower and good financial support.The present review describes application and success of molecular markers technology used for genetic improvement in different fruit crops. 展开更多
关键词 DNA fingerprinting genetic diversity genetic improvement programs germplasm characterization marker assisted selection
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Motor relearning program and Bobath method improve motor function of the upper extremities in patients with stroke 被引量:2
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作者 Jinjing Liu Fengsheng Li Guihua Liu 《Neural Regeneration Research》 SCIE CAS CSCD 2006年第9期850-852,共3页
BACKGROUND: In the natural evolution of cerebrovascular disease, unconscious use of affected extremity during drug treatment and daily life can improve the function of affected upper extremity partially, but it is ver... BACKGROUND: In the natural evolution of cerebrovascular disease, unconscious use of affected extremity during drug treatment and daily life can improve the function of affected upper extremity partially, but it is very slow and also accompanied by the formation of abnormal mode. Therefore, functional training should be emphasized in recovering the motor function of extremity. OBJECTIVE: To observe the effects of combination of motor relearning program and Bobath method on motor function of upper extremity of patients with stroke. DESIGN: Comparison of therapeutic effects taking stroke patients as observation subjects. SETTING: Department of Neurology, General Hospital of Beijing Jingmei Group. PARTICIPANTS: Totally 120 stroke patients, including 60 males and 60 females, averaged (59±3) years, who hospitalized in the Department of Neurology, General Hospital of Beijing Jingmei Group between January 2005 and June 2006 were recruited. The involved patients met the following criteria: Stroke attack within 2 weeks; diagnosis criteria of cerebral hemorrhage or infarction made in the 4th National Cerebrovascular Disease Conference; confirmed by skull CT or MRI; Informed consents of therapeutic regimen were obtained. The patients were assigned into 2 groups according to their wills: rehabilitation group and control group, with 30 males and 30 females in each group. Patients in rehabilitation group averaged (59±2)years old, and those in the control group averaged (58±2)years old. METHODS: ① Patients in two groups received routine treatment in the Department of Neurology. When the vital signs of patients in the rehabilitation group were stable, individualized treatment was conducted by combined application of motor relearning program and Bobath method. Meanwhile, training of activity of daily living was performed according to the disease condition changes of patients at different phases, including the nursing and instruction of body posture, the maintenance of good extremity position, bed exercise, bedside sit up and sitting position balance, sit up exercise, dynamic and static balance exercise, walking exercise, active training and passive training. The strength, time and speed of training were increased gradually according to their physical abilities. Patients were trained 45 to 60 minutes once, 5 times a week, within 2 weeks. ② Evaluation criteria of therapeutic effect: The motor function of upper extremity was evaluated by Fugl-Meyer method on the day of beginning and end of treatment. Higher points indicated better function of upper extremity. ③ t test and paired t test were used for comparing the difference of intergroup and intragroup measurement data, respectively. MAIN OUTCOME MEASURES: Changes in Fugl-Meyer scoring of two groups before and after treatment. RESULTS: Totally 120 stroke patients participated in the final analysis. Before treatment, Fugl-Meyer scoring was close between rehabilitation group and control group [(14.47±2.38),(14.16±2.39) points, P > 0.05]; Fugl-Meyer scoring of rehabilitation group after treatment was significantly higher than that before treatment and that of control group[(37.93±2.67),(18.36±2.43) points, t =11.053, 5.408, P < 0.01]; There were no significant differences in Fugl-Meyer scoring between before treatment in the control group and control group (P > 0.05). CONCLUSION: Combined application of motor relearning program and Bobath method can significantly improve the motor function of upper extremity of patients with stroke. 展开更多
关键词 Motor relearning program and Bobath method improve motor function of the upper extremities in patients with stroke
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Modeling and optimization for oil well production scheduling 被引量:1
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作者 Jin Lang Jiao Zhao 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第10期1423-1430,共8页
In this paper,an oil well production scheduling problem for the light load oil well during petroleum field exploitation was studied.The oil well production scheduling was to determine the turn on/off status and oil fl... In this paper,an oil well production scheduling problem for the light load oil well during petroleum field exploitation was studied.The oil well production scheduling was to determine the turn on/off status and oil flow rates of the wells in a given oil reservoir,subject to a number of constraints such as minimum up/down time limits and well grouping.The problem was formulated as a mixed integer nonlinear programming model that minimized the total production operating cost and start-up cost.Due to the NP-hardness of the problem,an improved particle swarm optimization(PSO) algorithm with a new velocity updating formula was developed to solve the problem approximately.Computational experiments on randomly generated instances were carried out to evaluate the performance of the model and the algorithm's effectiveness.Compared with the commercial solver CPLEX,the improved PSO can obtain high-quality schedules within a much shorter running time for all the instances. 展开更多
关键词 Oil well production Scheduling Mixed integer nonlinear programming(MINLP)improved partide swarm optimization
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National Swine Genetic Improvement: An overview of essential program components and organizational structure needed for success
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作者 John MABRY 《华南农业大学学报》 CAS CSCD 北大核心 2005年第S1期20-27,共8页
The swine industry in China is a thriving and evolving industry that has shown phenomenal growth over the past 10 years. To insure long term success and viability in a worldwide competitive industry such as pork, ther... The swine industry in China is a thriving and evolving industry that has shown phenomenal growth over the past 10 years. To insure long term success and viability in a worldwide competitive industry such as pork, there is need for a National Swine Genetic Improvement Program. This program needs to draw on expertise and technology from across the world for its development, but it should be based on the structure of the pig industry in China and be led by Chinese scientists, administrators and producers. National Genetic Improvement requires more than just technology. A successful program of national genetic improvement will require cooperation from the industry and the government. The support for the university system is essential for the success of the pig industry. The university system has a vital role on education (of students, faculty, producers and consumers) as well as research and technology transfer. The government could also have a role in supporting the central test stations and AI stations across the country. An accurate and comprehensive pedigree maintenance system is essential to genetic improvement. And it will be vitally important to be active in the importation of new genetics to sample other populations. 展开更多
关键词 SWINE National Genetic Improvement Program organizational structure
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Training Program to Improve NGOs' capacity
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作者 XUYANG JINGJING 《The Journal of Human Rights》 2008年第2期26-27,共2页
Murong Feng, a 31-year-old activist from Hebei Province in northern China, had attended several training workshops for non-governmental organizations (NGOs) related to HIV/AIDS prevention before he came to Beijing ... Murong Feng, a 31-year-old activist from Hebei Province in northern China, had attended several training workshops for non-governmental organizations (NGOs) related to HIV/AIDS prevention before he came to Beijing last October for another one. 展开更多
关键词 AIDS PRO capacity Training Program to Improve NGOs HIV NG
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Real-time Energy Management Method for Electric-hydrogen Hybrid Energy Storage Microgrids Based on DP-MPC 被引量:1
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作者 Qi Li Xueli Zou +1 位作者 Yuchen Pu Weirong Chen 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第1期324-336,共13页
With the increasing presence of intermittent energy resources in microgrids,it is difficult to precisely predict the output of renewable resources and their load demand.In order to realize the economical operations of... With the increasing presence of intermittent energy resources in microgrids,it is difficult to precisely predict the output of renewable resources and their load demand.In order to realize the economical operations of the system,an energy management method based on a model predictive control(MPC)and dynamic programming(DP)algorithm is proposed.This method can reasonably distribute the energy of the battery,fuel cell,electrolyzer and external grid,and maximize the output of the distributed power supply while ensuring the power balance and cost optimization of the system.Based on an ultra-shortterm forecast,the output power of the photovoltaic array and the demand power of the system load are predicted.The offline global optimization of traditional dynamic programming is replaced by the repeated rolling optimization in a limited period of time to obtain power values of each unit in the energy storage system.Compared with the traditional DP,MILP-MPC and the logic based real-time management method,the proposed energy management method is proved to be feasible and effective. 展开更多
关键词 Electric-hydrogen hybrid energy economic energy management improved dynamic programming MICROGRID model predictive control
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The Synergized Quality Improvement Program in Teacher Education:A Policy for Improving the Quality of China's Rural Teachers
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作者 赵健 《ECNU Review of Education》 2024年第2期442-452,共11页
Purpose This study elucidates the rationale,implementation,values,and challenges of the Synergized Quality Improvement Program in Teacher Education(SQIPTE)—the first policy specifically dedicated to the development o... Purpose This study elucidates the rationale,implementation,values,and challenges of the Synergized Quality Improvement Program in Teacher Education(SQIPTE)—the first policy specifically dedicated to the development of teaching staff since the founding of the People's Republic of China.Design/Approach/Methods After introducing the primary structure and rationale of the SQIPTE,this study reviews the existing data and research to explain why the program focuses on local normal colleges and determine how it could be implemented more effectively.Findings In establishing group-based assistance under the principle of“1+M+N”(M≥N),the SQIPTE seeks to make normal colleges the primary force in the education of rural teachers and explores a collaborative operating mechanism to this end.Evidence suggests that this innovative program will provide new practical experience for the collaborative development and quality improvement of teachers.Originality/Value This study reviews the SQIPTE as a new Chinese intervention to improve the quality of rural teachers.There is strong evidence to suggest that this innovative program will inspire the construction of collaborative operating mechanisms incorporating multiple resources for teacher education systems across different areas. 展开更多
关键词 Local normal college rural teacher Synergized Quality Improvement Program in Teacher Education teacher quality POLICY
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An Improved Graphic Representation for Structured Program Design 被引量:2
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作者 周启海 《Journal of Computer Science & Technology》 SCIE EI CSCD 1991年第2期205-208,共4页
In this paper,an improved graphic representation for Structured Program Design——N-S-Z (Nassi-Shneiderman-Zhou Diagram)is proposed.It not only preserves the advantages of the conventional graphic and non-graphic repr... In this paper,an improved graphic representation for Structured Program Design——N-S-Z (Nassi-Shneiderman-Zhou Diagram)is proposed.It not only preserves the advantages of the conventional graphic and non-graphic representations,but also adds some new features which will enhance the representa- tive power of the original diagram. 展开更多
关键词 An improved Graphic Representation for Structured Program Design
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Research on the Optimization Approach for Cargo Oil Tank Design Based on the Improved Particle Swarm Optimization Algorithm 被引量:1
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作者 姜文英 林焰 +1 位作者 陈明 于雁云 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第5期565-570,共6页
Based on the improved particle swarm optimization(PSO) algorithm,an optimization approach for the cargo oil tank design(COTD) is presented in this paper.The purpose is to design an optimal overall dimension of the car... Based on the improved particle swarm optimization(PSO) algorithm,an optimization approach for the cargo oil tank design(COTD) is presented in this paper.The purpose is to design an optimal overall dimension of the cargo oil tank(COT) under various kinds of constraints in the preliminary design stage.A non-linear programming model is built to simulate the optimization design,in which the requirements and rules for COTD are used as the constraints.Considering the distance between the inner shell and hull,a fuzzy constraint is used to express the feasibility degree of the double-hull configuration.In terms of the characteristic of COTD,the PSO algorithm is improved to solve this problem.A bivariate extremum strategy is presented to deal with the fuzzy constraint,by which the maximum and minimum cargo capacities are obtained simultaneously.Finally,the simulation demonstrates the feasibility and effectiveness of the proposed approach. 展开更多
关键词 cargo oil tank optimization design nonlinear programming improved particle swarm optimization(PSO)algorithm fuzzy constraint construction feasibility degree
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Machine learning predicts unpredicted deaths with high accuracy following hepatopancreatic surgery 被引量:1
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作者 Kota Sahara Anghela Z.Paredes +8 位作者 Diamantis I.Tsilimigras Kazunari Sasaki Amika Moro JMadison Hyer Rittal Mehta Syeda A.Farooq Lu Wu Itaru Endo Timothy M.Pawlik 《Hepatobiliary Surgery and Nutrition》 SCIE 2021年第1期20-30,I0001,I0002,共13页
Background:Machine learning to predict morbidity and mortality-especially in a population traditionally considered low risk-has not been previously examined.We sought to characterize the incidence of death among patie... Background:Machine learning to predict morbidity and mortality-especially in a population traditionally considered low risk-has not been previously examined.We sought to characterize the incidence of death among patients with a low estimated morbidity and mortality risk based on the National Surgical Quality Improvement Program(NSQIP)estimated probability(EP),as well as develop a machine learning model to identify individuals at risk for“unpredicted death”(UD)among patients undergoing hepatopancreatic(HP)procedures.Methods:The NSQIP database was used to identify patients who underwent elective HP surgery between 2012-2017.The risk of morbidity and mortality was stratified into three tiers(low,intermediate,or high estimated)using a k-means clustering method with bin sorting.A machine learning classification tree and multivariable regression analyses were used to predict 30-day mortality with a 10-fold cross validation.C statistics were used to compare model performance.Results:Among 63,507 patients who underwent an HP procedure,median patient age was 63(IQR:54-71)years.Patients underwent either pancreatectomy(n=38,209,60.2%)or hepatic resection(n=25,298,39.8%).Patients were stratified into three tiers of predicted morbidity and mortality risk based on the NSQIP EP:low(n=36,923,58.1%),intermediate(n=23,609,37.2%)and high risk(n=2,975,4.7%).Among 36,923 patients with low estimated risk of morbidity and mortality,237 patients(0.6%)experienced a UD.According to the classification tree analysis,age was the most important factor to predict UD(importance 16.9)followed by preoperative albumin level(importance:10.8),disseminated cancer(importance:6.5),preoperative platelet count(importance:6.5),and sex(importance 5.9).Among patients deemed to be low risk,the c-statistic for the machine learning derived prediction model was 0.807 compared with an AUC of only 0.662 for the NSQIP EP.Conclusions:A prognostic model derived using machine learning methodology performed better than the NSQIP EP in predicting 30-day UD among low risk patients undergoing HP surgery. 展开更多
关键词 MORTALITY unpredicted machine learning National Surgical Quality Improvement Program(NSQIP)
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An NSQIP evaluation of practice patterns and outcomes following surgery for anorectal abscess and fistula in patients with and without Crohn’s disease
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作者 Marlin Wayne Causey Daniel Nelson +5 位作者 Eric K.Johnson Justin Maykel Brad Davis David E.Rivadeneira Brad Champagne Scott R.Steele 《Gastroenterology Report》 SCIE EI 2013年第1期58-63,共6页
Background:Patients with Crohn’s disease(CD)are believed to have more aggressive anorectal abscess and fistula disease.We assessed the types of procedures performed and perioperative complications associated with the... Background:Patients with Crohn’s disease(CD)are believed to have more aggressive anorectal abscess and fistula disease.We assessed the types of procedures performed and perioperative complications associated with the surgical management of anorectal abscess and fistula disease in patients with and without CD.Methods:The American College of Surgeons National Surgical Quality Improvement Program database(ACS-NSQIP,2005-2010)was used to calculate 30-day outcomes using regression modeling,accounting for demographics,comorbidities and surgical procedures.ICD-9 codes for anorectal abscess or fistula were used for initial selection.Patients were then stratified,based on the presence or absence of underlying CD.Local procedures included incision and drainage of abscesses,fistulotomy and seton placement.Cutaneous fistulas were considered simple,while all others were classified as complex(-vaginal,-urethral and-vesical).Results:A total of 7,218 patients(mean age 45 years;64%male)met inclusion criteria,with underlying CD in 345(4.8%).CD patients were more likely to have a seton placed(9.9 vs 8.2%,P<0.001)and be on steroids(15.4 vs 4.3%,P<0.001).Thirty-seven percent of CD patients underwent local procedures,while 46%had a proctectomy and8%underwent diversion.Fistulotomy was more common in those without underlying CD(16 vs 11%,P<0.001).The overall complication rate after local treatment was 4.9%,with no difference between patients with and without CD(7.7 vs 4.9%,P=0.144).This was not affected by fistula type-simple(7.9 vs 3.9%,P=0.194)vs complex(33 vs 7.1%,P=0.21)—or when stratified by wound(3.8 vs 2.4%;P=0.26)or systemic complications(3.8 vs 2.5%;P=0.53).Yet,complications following emergency procedures were higher in patients with CD(21.4 vs 5.9%,P=0.047).Factors significantly associated with increased complications were Crohn’s disease(OR=8.2),lack of functional independence(OR=2.0),pre-operative weight loss(OR=2.6)and pre-operative acute renal failure(OR=5.6).Steroids were also associated with a 1.7-fold increase in complications,independent from CD.Conclusions:While most patients with anorectal abscess/fistula are treated with local procedures,proctectomy and diversion use is fairly common in those with underlying CD.Although complication rates following elective local procedures for anorectal abscess/fistula are similar in patients with and without CD,they are higher in patients on steroids and in CD patients undergoing emergent procedures. 展开更多
关键词 National Surgical Quality Improvement Program(NSQIP) Crohn’s disease anorectal diseases anorectal abscess FISTULA-IN-ANO
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A propensity score matched analysis of obesity as an independent risk factor for postoperative complications in reduction mammaplasty
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作者 James D.Goggin Stacy Wong +1 位作者 Jessica E.Pruszynski Jon P.Ver Halen 《Plastic and Aesthetic Research》 2016年第1期259-268,共10页
Aim:Reduction mammaplasty is a commonly performed procedure for the treatment of symptomatic macromastia and is increasingly desired by the obese population.With the increasing prevalence obesity in the population,it ... Aim:Reduction mammaplasty is a commonly performed procedure for the treatment of symptomatic macromastia and is increasingly desired by the obese population.With the increasing prevalence obesity in the population,it is imperative to understand its effect on postoperative outcomes.The purpose of this study is to evaluate obesity as an independent risk factor for postoperative complications in breast reduction surgery using 1:1 patient matching through propensity scores between obese patients and non-obese controls.Methods:Between 2005 and 2013,the National Surgical Quality Improvement Program dataset identified a total of 6,016 patients as having undergone primary reduction mammaplasty with 30-day postoperative follow-up.Patients were divided into obese[body mass index(BMI)of 30 or more]vs.not obese(BMI below 30).Patients were initially analyzed using standard multivariable analysis.Using propensity scores obtained from a logistic regression model,patients were subsequently matched 1:1 according to preoperative and operative variables to truly isolate the effect of obesity on surgical outcomes.Outcomes were compared between the matched cohorts using McNemar’s test and the Wilcoxon signed rank test.Results:In unmatched multivariable analysis,rates of overall complications(7.2%vs.5.3%,P=0.0024),wound complications(5.5%vs.3.6%,P=0.0004),superficial surgical site infection(4.1%vs.2.8%,P=0.0050),and wound dehiscence(0.3%vs.1.1%,P=0.0005)were found to be statistically different between obese vs.non-obese,respectively.However,when comparing 1:1 matched obese and non-obese patients,only wound complications(4.6%vs.3.1%,P=0.0334)were significantly increased in the obese cohort.Conclusion:Using the most robust statistical tools available,obesity was determined to affect wound complications after breast reduction without increased detriment on other major complications when compared to the non-obese.Obesity should be a considered with other preoperative comorbidities,rather than an independent contraindication to surgery.Breast reduction appears to be safe in the obese patient who is otherwise healthy. 展开更多
关键词 OBESITY breast reduction reduction mammoplasty National Surgical Quality Improvement Program propensity score
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