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基于F-score和二进制灰狼优化的肿瘤基因选择方法
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作者 穆晓霞 郑李婧 《南京师大学报(自然科学版)》 CAS 2024年第1期111-120,共10页
针对肿瘤基因数据维度高、噪声多、冗余性高的现状,结合Spearman相关系数改进F-score算法,在此基础上优化二进制灰狼算法,提出了一种基于改进F-score和二进制灰狼算法的肿瘤基因选择算法.首先,考虑特征之间的相关性,计算每个特征的F-sc... 针对肿瘤基因数据维度高、噪声多、冗余性高的现状,结合Spearman相关系数改进F-score算法,在此基础上优化二进制灰狼算法,提出了一种基于改进F-score和二进制灰狼算法的肿瘤基因选择算法.首先,考虑特征之间的相关性,计算每个特征的F-score值和特征之间的Spearman相关系数的绝对值;然后,计算权重系数得出各个特征的权重值,依据重要性进行排序,选出初选特征子集;最后,通过收敛因子的衰减曲线和初始化方法优化二进制灰狼算法,调整全局搜索和局部搜索所占比例,增强全局搜索能力并提高局部搜索速度,有效节省时间开销,提升特征选择的分类性能和效率,得到最优特征子集.在9个肿瘤基因数据集上测试所提算法,在分类准确率和筛选特征数目两个指标上进行仿真实验,并与4种其他算法进行对比,实验结果证明所提算法表现良好,可有效降低基因数据维度,并具有较好的分类精度. 展开更多
关键词 肿瘤基因 Fisher-score Spearman 相关系数 二进制灰狼优化算法 特征选择
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基于SCORE-TCM的中医药团体标准抽样评价方案设计
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作者 宗星煜 李慧珍 +13 位作者 赵学尧 程瑾瑞 李军 王丁熠 林甲昊 陈琳 王晶亚 梁宁 张海力 王梦琪 车前子 王丽颖 王燕平 史楠楠 《中国中医基础医学杂志》 CAS CSCD 2024年第1期66-70,共5页
目前,各社会团体积极参与中医药标准的制定和发布,特别是“十四五”以来,中医药团体标准化工作更是迎来了提质增效的关键阶段。深入评估社会团体发布的中医药标准质量,是推进中医药团体标准工作的关键环节和重点任务。前期已研制并形成... 目前,各社会团体积极参与中医药标准的制定和发布,特别是“十四五”以来,中医药团体标准化工作更是迎来了提质增效的关键阶段。深入评估社会团体发布的中医药标准质量,是推进中医药团体标准工作的关键环节和重点任务。前期已研制并形成了中医药团体标准评价体系(System of Consortium Standards Rating and Evaluation of Traditional Chinese Medicine, SCORETCM)。在上述背景下,本研究通过专家共识法,设计了一套基于SCORE-TCM的中医药团体标准抽样评价方案,应用场景为对于特定社会团体发布的标准,或各团体发布的特定技术类别的标准进行快速评估。该方案涵盖了标准抽样、材料收集、标准评价、结果解读的完整流程,为中医药团体标准的抽样评价工作提供了参考方案。 展开更多
关键词 中医药 团体标准 抽样 中医药团体标准评价体系 评价方案
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Gustave Roussy Immune Score——结直肠癌患者的新型预后评分
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作者 韦珊珊 胡文蔚 耿一婷 《临床肿瘤学杂志》 CAS 2024年第1期43-49,共7页
目的探讨Gustave Roussy Immune Score(GRIm评分)在结直肠癌(CRC)根治术后患者预后评估中的价值。方法本研究共纳入2004年6月至2019年8月271例CRC根治术后患者。分析GRIm评分与CRC临床病理特征的关系。采用Kaplan-Meier法绘制CRC患者无... 目的探讨Gustave Roussy Immune Score(GRIm评分)在结直肠癌(CRC)根治术后患者预后评估中的价值。方法本研究共纳入2004年6月至2019年8月271例CRC根治术后患者。分析GRIm评分与CRC临床病理特征的关系。采用Kaplan-Meier法绘制CRC患者无病生存时间(DFS)曲线,生存差异行Log-rank检验;Cox风险比例回归模型分析影响CRC患者预后的因素;校准曲线和受试者工作特征(ROC)曲线检验基于GRIm评分的列线图的预测效能。结果GRIm评分与性别、肿瘤部位、神经侵犯、N分期、美国癌症联合委员会(AJCC)分期、白蛋白(ALB)评分和乳酸脱氢酶(LDH)评分有关(P<0.05);GRIm简化评分与肿瘤部位、肿瘤直径、癌栓、ALB评分和LDH评分有关(P<0.05)。Cox风险比例回归模型显示,GRIm评分是影响CRC患者DFS的独立因素(HR=2.546,95%CI:1.644~3.943,P<0.05)。包括GRIm评分的列线图对CRC患者DFS的预测能力优于第8版AJCC分期系统。结论GRIm评分是影响CRC患者DFS的独立因素,基于GRIm评分的列线图可以帮助临床医师有效评估CRC患者的预后,制定个体化治疗方案。 展开更多
关键词 结直肠癌 GRIm评分 列线图 预后
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Garg incontinence scores: New scoring system on the horizon to evaluate fecal incontinence. Will it make a difference?
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作者 Petr Tsarkov Inna Tulina +2 位作者 Parvez Sheikh Darya D Shlyk Pankaj Garg 《World Journal of Gastroenterology》 SCIE CAS 2024年第3期204-210,共7页
The main aim of this opinion review is to comment on the recent article published by Garg et al in the World Journal of Gastroenterology 2023;29:4593–4603.The authors in the published article developed a new scoring ... The main aim of this opinion review is to comment on the recent article published by Garg et al in the World Journal of Gastroenterology 2023;29:4593–4603.The authors in the published article developed a new scoring system,Garg incon-tinence scores(GIS),for fecal incontinence(FI).FI is a chronic debilitating disease that has a severe negative impact on the quality of life of the patients.Rome IV criteria define FI as multiple episodes of solid or liquid stool passed into the clothes at least twice a month.The associated social stigmatization often leads to significant under-reporting of the condition,which further impairs management.An important point is that the complexity and vagueness of the disease make it difficult for the patients to properly define and report the magnitude of the problem to their physicians.Due to this,the management becomes even more difficult.This issue is resolved up to a considerable extent by a scoring ques-tionnaire.There were several scoring systems in use for the last three decades.The prominent of them were the Cleveland Clinic scoring system or the Wexner scoring system,St.Marks Hospital or Vaizey’s scores,and the FI severity index.However,there were several shortcomings in these scoring systems.In the opinion review,we tried to analyze the strength of GIS and compare it to the existing scoring systems.The main pitfalls in the existing scoring systems were that most of them gave equal weightage to different types of FI(solid,liquid,flatus,etc.),were not comprehensive,and took only the surgeon’s perception of FI into view.In GIS,almost all shortcomings of previous scoring systems had been addressed:different weights were assigned to different types of FI by a robust statistical methodology;the scoring system was made comprehensive by including all types of FI that were previously omitted(urge,stress and mucus FI)and gave priority to patients’rather than the physicians’perceptions while developing the scoring system.Due to this,GIS indeed looked like a paradigm shift in the evaluation of FI.However,it is too early to conclude this,as GIS needs to be validated for accuracy and simplicity in future studies. 展开更多
关键词 Fecal incontinence Scoring system URGE Stress Flatus
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Are we ready to use new endoscopic scores for ulcerative colitis?
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作者 Rodrigo Quera Paulina Núñez F 《World Journal of Gastroenterology》 SCIE CAS 2024年第10期1466-1469,共4页
For ulcerative colitis(UC),the variability in inflammatory activity along the colon poses a challenge in management.The focus on achieving endoscopic healing in UC is evident,where the UC Endoscopic Index of Severity ... For ulcerative colitis(UC),the variability in inflammatory activity along the colon poses a challenge in management.The focus on achieving endoscopic healing in UC is evident,where the UC Endoscopic Index of Severity and Mayo Endoscopic Subscore are commonly used for evaluation.However,these indices primarily consider the most severely affected region.Liu et al recent study validates the Toronto Inflammatory Bowel Disease Global Endoscopic Reporting(TIGER)score offering a comprehensive assessment of inflammatory activity across diverse segments of the colon and rectum and a reliable index correlating strongly with UC Endoscopic Index of Severity and moderately with Mayo Endoscopic Subscore(MES).Despite recommendation,certain aspects warrant further invest-igation.Fecal calprotectin,an intermediate target,correlates with TIGER and should be explored.Determining TIGER scores defining endoscopic remission and response,evaluating agreement with histological activity,and assessing inter-endoscopist agreement for TIGER require scrutiny.Exploring the correlation between TIGER and intestinal ultrasound,akin to MES,adds value. 展开更多
关键词 Ulcerative colitis SIGMOIDOSCOPY COLONOSCOPY score index
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Role of albumin-bilirubin score in non-malignant liver disease
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作者 Shi-Xue Xu Fan Yang +2 位作者 Nan Ge Jin-Tao Guo Si-Yu Sun 《World Journal of Gastroenterology》 SCIE CAS 2024年第9期999-1004,共6页
The albumin-bilirubin(ALBI)score,which was proposed to assess the prognosis of patients with hepatocellular carcinoma,has gradually been extended to other liver diseases in recent years,including primary biliary chola... The albumin-bilirubin(ALBI)score,which was proposed to assess the prognosis of patients with hepatocellular carcinoma,has gradually been extended to other liver diseases in recent years,including primary biliary cholangitis,liver cirrhosis,hepatitis,liver transplantation,and liver injury.The ALBI score is often compared with classical scores such as the Child-Pugh and model for end-stage liver disease scores or other noninvasive prediction models.It is widely employed because of its immunity to subjective evaluation indicators and ease of obtaining detection indicators.An increasing number of studies have confirmed that it is highly accurate for assessing the prognosis of patients with chronic liver disease;additionally,it has demonstrated good predictive performance for outcomes beyond survival in patients with liver diseases,such as decompensation events.This article presents a review of the application of ALBI scores in various non-malignant liver diseases. 展开更多
关键词 Albumin-bilirubin score Liver cirrhosis Primary biliary cholangitis Hepatitis Liver transplantation Liver injury
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Current status of magnetic resonance imaging radiomics in hepatocellular carcinoma:A quantitative review with Radiomics Quality Score
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作者 Valentina Brancato Marco Cerrone +2 位作者 Nunzia Garbino Marco Salvatore Carlo Cavaliere 《World Journal of Gastroenterology》 SCIE CAS 2024年第4期381-417,共37页
BACKGROUND Radiomics is a promising tool that may increase the value of magnetic resonance imaging(MRI)for different tasks related to the management of patients with hepatocellular carcinoma(HCC).However,its implement... BACKGROUND Radiomics is a promising tool that may increase the value of magnetic resonance imaging(MRI)for different tasks related to the management of patients with hepatocellular carcinoma(HCC).However,its implementation in clinical practice is still far,with many issues related to the methodological quality of radiomic studies.AIM To systematically review the current status of MRI radiomic studies concerning HCC using the Radiomics Quality Score(RQS).METHODS A systematic literature search of PubMed,Google Scholar,and Web of Science databases was performed to identify original articles focusing on the use of MRI radiomics for HCC management published between 2017 and 2023.The methodological quality of radiomic studies was assessed using the RQS tool.Spearman’s correlation(ρ)analysis was performed to explore if RQS was correlated with journal metrics and characteristics of the studies.The level of statistical significance was set at P<0.05.RESULTS One hundred and twenty-seven articles were included,of which 43 focused on HCC prognosis,39 on prediction of pathological findings,16 on prediction of the expression of molecular markers outcomes,18 had a diagnostic purpose,and 11 had multiple purposes.The mean RQS was 8±6.22,and the corresponding percentage was 24.15%±15.25%(ranging from 0.0% to 58.33%).RQS was positively correlated with journal impact factor(IF;ρ=0.36,P=2.98×10^(-5)),5-years IF(ρ=0.33,P=1.56×10^(-4)),number of patients included in the study(ρ=0.51,P<9.37×10^(-10))and number of radiomics features extracted in the study(ρ=0.59,P<4.59×10^(-13)),and time of publication(ρ=-0.23,P<0.0072).CONCLUSION Although MRI radiomics in HCC represents a promising tool to develop adequate personalized treatment as a noninvasive approach in HCC patients,our study revealed that studies in this field still lack the quality required to allow its introduction into clinical practice. 展开更多
关键词 Hepatocellular carcinoma Systematic review Magnetic resonance imaging Radiomics Radiomics quality score
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Usefulness of the Surgical Apgar Score to Predict the Occurrence of Major Complications in the Early Post-Operative Period of Major Surgeries: Experience of Two Second-Category Hospitals in Cameroon
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作者 Charles Emmanuel Toussaint Binam Bikoi Francis Ateba Ndongo +2 位作者 Serge Vivier Nga Nomo Édouard Léa Mekoui Ze Fidèle Binam 《Open Journal of Anesthesiology》 2024年第3期51-65,共15页
Objective: The Surgical Apgar Score (SAS) is a tool for intraoperative stratification of the risk of serious complications in the early postoperative period. It varies from 0 to 10 points divided into three risk categ... Objective: The Surgical Apgar Score (SAS) is a tool for intraoperative stratification of the risk of serious complications in the early postoperative period. It varies from 0 to 10 points divided into three risk categories (0 to 4 high, 5 to 7 moderate, 8 to 10 low). The aim of the study was to evaluate its relevance in predicting the appearance of these complications. Material and methods: This descriptive and analytical study was carried out at the “Laquintinie” Hospital in Douala and at the Central Hospital in Yaounde, Cameroon. The main data were collected on a population of patients over 18 years old and recorded on a survey form. They consisted of variables of main interest and exposure variables. Univariate and multivariate statistical analysis using top-down logistic regression models made it possible to evaluate the association of each variable of main interest and each exposure variable. The association was significant at P Results: Of the 88 patients studied, the SAS was 3 hours. In multivariate, this link persisted only and strongly for the SAS OR (IC) 0.1 (0.1 - 0.2) and p = 000. Conclusion: The study found a specific and powerful link between the SAS score < 4 and the occurrence of complications in the early postoperative period, in favor of its relevance in predicting them. 展开更多
关键词 Early Postoperative Complications Major Surgeries Surgical Apgar score
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Clinical effect of laparoscopic radical resection of colorectal cancer based on propensity score matching
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作者 Yang Liu Xian-Xue Wang +3 位作者 Yu-Lin Li Wen-Tao He Hong Li Hua Chen 《World Journal of Gastrointestinal Surgery》 SCIE 2024年第1期124-133,共10页
BACKGROUND The incidence of colorectal cancer(CRC)is increasing annually.Laparoscopic radical resection of CRC is a minimally invasive procedure preferred in clinical practice.AIM To investigate the clinical effect of... BACKGROUND The incidence of colorectal cancer(CRC)is increasing annually.Laparoscopic radical resection of CRC is a minimally invasive procedure preferred in clinical practice.AIM To investigate the clinical effect of laparoscopic radical resection of CRC on the basis of propensity score matching(PSM).METHODS The clinical data of 100 patients who received inpatient treatment for CRC at Changde Hospital,Xiangya School of Medicine,Central South University(The First People’s Hospital of Changde City)were analyzed retrospectively.The control group included patients who underwent open surgery(n=43),and those who underwent laparoscopic surgery formed the observation group(n=57).The baseline information of both groups was equipoised using 1×1 PSM.Differences in the perioperative parameters,inflammatory response,immune function,degree of pain,and physical status between the groups were analyzed.RESULTS Thirty patients from both groups were successfully matched.After PSM,baseline data showed no statistically significant differences between the groups:(1)Periop-erative parameters:The observation group had a longer surgery time,less intra-operative blood loss,earlier first ambulation and first anal exhaust times,and shorter gastric tube indwelling time than the control group;(2)Inflammatory response:24 h after surgery,the levels of interleukin-6(IL-6),C-reactive protein(CRP),and tumor necrosis factor-α(TNF-α)between groups were higher than preoperatively.IL-6,CRP,and TNF-αlevels in the observation group were lower than in the control group;(3)Immune function:At 24 h after surgery,counts of CD4-positive T-lymphocytes(CD4+)and CD4+/CD8-positive T-lymphocytes(CD8+)in both groups were lower than those before surgery,whereas CD8+was higher than that before surgery.At 24 h after surgery,both CD4+counts and CD4+/CD8+in the observation group were higher than those in the control group,whereas CD8+counts were lower;(4)Degree of pain:The visual analog scale scores in the observation group were lower than those in the control group at 24 and 72 h after surgery;and(5)Physical status:One month after surgery,the Karnofsky performance score in the observation group was higher than that in the control group.CONCLUSION Laparoscopic radical resection of CRC has significant benefits,such as reducing postoperative pain and postoperative inflammatory response,avoiding excessive immune inhibition,and contributing to postoperative recovery. 展开更多
关键词 Colorectal cancer LAPAROSCOPIC Open surgery Inflammatory reaction Immune function Propensity score
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Can propensity score matching replace randomized controlled trials?
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作者 Matthias Yi Quan Liau En Qi Toh +2 位作者 Shamir Muhamed Surya Varma Selvakumar Vishalkumar Girishchandra Shelat 《World Journal of Methodology》 2024年第1期58-70,共13页
Randomized controlled trials(RCTs)have long been recognized as the gold standard for establishing causal relationships in clinical research.Despite that,various limitations of RCTs prevent its widespread implementatio... Randomized controlled trials(RCTs)have long been recognized as the gold standard for establishing causal relationships in clinical research.Despite that,various limitations of RCTs prevent its widespread implementation,ranging from the ethicality of withholding potentially-lifesaving treatment from a group to relatively poor external validity due to stringent inclusion criteria,amongst others.However,with the introduction of propensity score matching(PSM)as a retrospective statistical tool,new frontiers in establishing causation in clinical research were opened up.PSM predicts treatment effects using observational data from existing sources such as registries or electronic health records,to create a matched sample of participants who received or did not receive the intervention based on their propensity scores,which takes into account characteristics such as age,gender and comorbidities.Given its retrospective nature and its use of observational data from existing sources,PSM circumvents the aforementioned ethical issues faced by RCTs.Majority of RCTs exclude elderly,pregnant women and young children;thus,evidence of therapy efficacy is rarely proven by robust clinical research for this population.On the other hand,by matching study patient characteristics to that of the population of interest,including the elderly,pregnant women and young children,PSM allows for generalization of results to the wider population and hence greatly increases the external validity.Instead of replacing RCTs with PSM,the synergistic integration of PSM into RCTs stands to provide better research outcomes with both methods complementing each other.For example,in an RCT investigating the impact of mannitol on outcomes among participants of the Intensive Blood Pressure Reduction in Acute Cerebral Hemorrhage Trial,the baseline characteristics of comorbidities and current medications between treatment and control arms were significantly different despite the randomization protocol.Therefore,PSM was incorporated in its analysis to create samples from the treatment and control arms that were matched in terms of these baseline characteristics,thus providing a fairer comparison for the impact of mannitol.This literature review reports the applications,advantages,and considerations of using PSM with RCTs,illustrating its utility in refining randomization,improving external validity,and accounting for non-compliance to protocol.Future research should consider integrating the use of PSM in RCTs to better generalize outcomes to target populations for clinical practice and thereby benefit a wider range of patients,while maintaining the robustness of randomization offered by RCTs. 展开更多
关键词 Propensity score matching Randomized controlled trials RANDOMIZATION Clinical practice Validity ETHICS
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Smaller & Smarter: Score-Driven Network Chaining of Smaller Language Models
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作者 Gunika Dhingra Siddansh Chawla +1 位作者 Vijay K. Madisetti Arshdeep Bahga 《Journal of Software Engineering and Applications》 2024年第1期23-42,共20页
With the continuous evolution and expanding applications of Large Language Models (LLMs), there has been a noticeable surge in the size of the emerging models. It is not solely the growth in model size, primarily meas... With the continuous evolution and expanding applications of Large Language Models (LLMs), there has been a noticeable surge in the size of the emerging models. It is not solely the growth in model size, primarily measured by the number of parameters, but also the subsequent escalation in computational demands, hardware and software prerequisites for training, all culminating in a substantial financial investment as well. In this paper, we present novel techniques like supervision, parallelization, and scoring functions to get better results out of chains of smaller language models, rather than relying solely on scaling up model size. Firstly, we propose an approach to quantify the performance of a Smaller Language Models (SLM) by introducing a corresponding supervisor model that incrementally corrects the encountered errors. Secondly, we propose an approach to utilize two smaller language models (in a network) performing the same task and retrieving the best relevant output from the two, ensuring peak performance for a specific task. Experimental evaluations establish the quantitative accuracy improvements on financial reasoning and arithmetic calculation tasks from utilizing techniques like supervisor models (in a network of model scenario), threshold scoring and parallel processing over a baseline study. 展开更多
关键词 Large Language Models (LLMs) Smaller Language Models (SLMs) FINANCE NETWORKING Supervisor Model Scoring Function
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Work Ability Index and Work Ability Score: A Comparation between both Scores in a Persistent COVID-19 Cohort
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作者 Carmen Muñoz-Ruiperez Diego Alvaredo Rodrigo +3 位作者 Daniel Arroyo-Sánchez Juan Francisco Álvarez Zarallo Ignacio Sánchez-Arcilla Conejo José Lorenzo Bravo Grande 《Occupational Diseases and Environmental Medicine》 2024年第1期49-57,共9页
Aims: The present study aims to compare the assessment of work ability based on the use of the Work Ability Index (WAI) with another questionnaire base only on the use of WAI’s first item, termed as the “Work Abilit... Aims: The present study aims to compare the assessment of work ability based on the use of the Work Ability Index (WAI) with another questionnaire base only on the use of WAI’s first item, termed as the “Work Ability Score” (WAS). Study design: A cohort of 384 Spanish workers included in a Post COVID-19 condition or persistent COVID-19 multicenter research was utilized. Place and Duration of Study: This cohort was enlisted in four hospitals (Hospital Universitario 12 de Octubre, Madrid;Hospital Universitario Virgen Macarena, Sevilla, Andalucía;Hospital Universitario Gregorio Marañón, Madrid and Complejo Asistencial Universitario de Salamanca, Castilla y León), since 2021 until 2022. Methodology: 384 Spanish workers (176 men and 208 women;aged 20 to 70 years) with Post COVID-19 condition or persistent COVID-19 were included. Descriptive analysis of primary scores was conducted. Given the non-normal distribution of data, the Mann-Whitney and Kruskal-Wallis tests were employed. Spearman and Kendall correlations were employed to assess the relationship between WAI and WAS, also used weighted Kappa to estimate the degree agreement between WAI and WAS. Logistic regression models were utilized to study determinants influencing WAI and WAS, categorized as poor or moderate. Results: WAI had an average score of 32.98 (SD = 10.28), whereas WAS had an average of 5.95 (SD = 2.77). Significant differences were observed in both WAI and WAS across the same variables. Strong and statistically significant correlations were evident between WAI and WAS (rs = 0.83, p < 0.001). All the variables used in the logistic regression model (gender, the sector employment, and previous chronic diseases) were statistically significant in both questionnaires. Conclusion: WAS questionnaire could be used as a tool for reliable assessment of work ability among Spanish workers with Post COVID-19 condition or Persistent CO-VID-19. 展开更多
关键词 Work Ability Index Work Ability score Post COVID-19 Condition Occupational Health Occupational Medicine
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Evaluation of the Neurodevelopmental Outcome of Toddlers with Spinal Dysraphism after Surgical Repair Using ASQ-3 Scores
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作者 Mujahid Imam Fawaz Eljili Marhoom +4 位作者 Sawsan Aldeaf Ali Awad Ahmed Zidan Mohamed Mustafa Ahmed Sanna Taha 《Open Journal of Modern Neurosurgery》 2024年第1期14-29,共16页
Background: Spinal dysraphism represents a wide spectrum of congenital abnormalities of the spine. Myelomeningocele is considered the most common malformation and the most common we saw in our community, with its morb... Background: Spinal dysraphism represents a wide spectrum of congenital abnormalities of the spine. Myelomeningocele is considered the most common malformation and the most common we saw in our community, with its morbidity problems seen commonly in the postoperative period. ASQ-3<sup>TM</sup> Scores are the ages and stages questionnaire, third edition, and represent a tool to assess the development progress, especially in toddlers. Objectives: Evaluation of neurodevelopmental outcome among Sudanese toddlers with spinal dysraphism after surgical closure with or without a VP shunt using ASQ-3<sup>TM</sup> Scores. Methodology: This is a retrospective hospital-based study of 84 patients who underwent myelomeningocele repair at the National Center for Neurological Sciences (NCNS) during the period from 2017 up to 2019. Data were collected through a constructed questionnaire, including ASQ-3<sup>TM</sup> Scores. Data were processed and analyzed using the Statistical Package for Social Science (SPSS) computer program. Version 25. Results: 84 patients were included in this study;all patients were diagnosed with spinal dysraphism. Out of them, 51 (60.7%) were 2 years old, 33 (39.3%) were 3 years old, 45 (53.6%) were male, 45 (53.6%) of patients mothers attended ANC irregularly, and 54 (64.3%) their mothers didn’t receive folate supplements. 44 (52.3%) of patients underwent MMC repair only, while 40 (47.7%) underwent MMC repair and VP shunt. The commonest postoperative complication was infection, reported in 12 (14.3%) of patients, followed by VP shunt revision in 9 (10.7%) of patients. Neurological assessment showed that the majority of patients need further assessment with a professional, 57 (67.9%) of children don’t walk, run, or climb like other toddlers as their parent’s state;also, half of patients (42, 50%) had medical problems, and 27 (32.1%) of their parent’s state that they do not talk like other toddlers their age. There was a statistically significant association between post-operative complications and communication development, problem-solving development, and personal social development (P value = 0.05), and a statistically significant association was found between age at repair and neurological development (P value = 0.05). Conclusion: The majority of patients had motor deficiency (particularly gross motor) and poor personal and social skills. Age at repair and postoperative complications significantly influenced the neurological development. 展开更多
关键词 Toddlers’ Neurodevelopmental Outcome Myelomeningocele Evaluation ASQ-3 scores Spinal Dysraphasim Neurodevelopmental Outcome
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基于Fisher Score特征选择的电力系统暂态稳定评估方法 被引量:2
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作者 李鹏 董鑫剑 +1 位作者 孟庆伟 陈继明 《电力自动化设备》 EI CSCD 北大核心 2023年第7期117-123,共7页
针对不同电气输入特征与电力系统暂态稳定关联程度不同以及当输入特征受到干扰时评估准确率明显下降的问题,提出一种基于Fisher Score特征选择的电力系统暂态稳定评估方法。设计一种面向电力系统暂态稳定评估二分类问题的样本特征Fisher... 针对不同电气输入特征与电力系统暂态稳定关联程度不同以及当输入特征受到干扰时评估准确率明显下降的问题,提出一种基于Fisher Score特征选择的电力系统暂态稳定评估方法。设计一种面向电力系统暂态稳定评估二分类问题的样本特征Fisher Score值计算方案;通过Fisher Score值排序有效区分重要特征与冗余特征、噪声特征与非噪声特征;将选择的电气特征输入不同机器学习模型中进行训练和评估。新英格兰39节点系统和IEEE 145节点系统的仿真结果表明,所提特征选择方案能有效筛选电力系统暂态稳定评估中重要度高的特征,提升了评估模型的预测性能。 展开更多
关键词 电力系统 暂态稳定评估 特征选择 Fisher score算法
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基于互信息的Fisher Score多标记特征选择 被引量:2
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作者 孙林 张起峰 徐久成 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第1期55-66,共12页
目前,Fisher Score模型在处理多标记数据时没有考虑样本和整个特征空间之间以及特征和标记之间的关系.提出一种基于互信息的Fisher Score多标记特征选择方法.首先,在多标记决策系统中考虑整个样本空间对特征选择的影响,根据异类样本与... 目前,Fisher Score模型在处理多标记数据时没有考虑样本和整个特征空间之间以及特征和标记之间的关系.提出一种基于互信息的Fisher Score多标记特征选择方法.首先,在多标记决策系统中考虑整个样本空间对特征选择的影响,根据异类样本与同类样本之间的欧式距离定义权重公式,并在特征空间下对标记赋予权重衡量标记的重要程度.然后,基于互信息理论定义特征与每个标记之间的互信息来计算每个特征和每个标记之间的相关度,将特征与标记之间的相关度与该标记所占的权重相结合来定义特征和标记集之间的总相关度.将Fisher得分与总相关度结合,定义每个特征的新的Fisher得分,进而构建多标记Fisher Score模型.最后,设计了一种基于互信息的Fisher Score多标记特征选择算法.在六个多标记数据集上的实验证明,提出的算法与其他算法相比,其四种评价指标都表现良好,分类性能出色. 展开更多
关键词 多标记学习 特征选择 互信息 Fisher score
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Etiology and classification of acute pancreatitis in children admitted to ICU using the Pediatric Sequential Organ Failure Assessment (pSOFA) score 被引量:2
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作者 Vratislav Smolka Marie Rohanova +4 位作者 Miroslav Seda Eva Karaskova Oksana Tkachyk Martin Zapalka Jana Volejnikova 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2023年第3期317-322,共6页
Background:Pediatric acute pancreatitis(AP)is rare but increasing.Severe AP is associated with higher morbidity and mortality.However,there are no universally accepted prognostic criteria for AP.Methods:This retrospec... Background:Pediatric acute pancreatitis(AP)is rare but increasing.Severe AP is associated with higher morbidity and mortality.However,there are no universally accepted prognostic criteria for AP.Methods:This retrospective study included children with AP admitted to an intensive care unit(ICU)of our tertiary pediatric center between January 2009 and December 2018.The severity of organ dysfunction in AP was assessed according to the modified Atlanta criteria using the Pediatric Sequential Organ Failure Assessment(p SOFA)and Computed Tomography Severity Index(CTSI).Results:Seventy acute episodes of AP were evaluated in 55 children with primary pancreatitis.In addition,secondary AP was diagnosed in 15 patients originally admitted to ICU for different indications.Mild AP[no organ dysfunction,normal computed tomography(CT)finding]was the most prevalent(64/85 episodes in 49 children),followed by moderate AP(15 children;p SOFA 2-9 points,CTSI 3-4 points on admission).Severe AP(p SOFA 4-17 points,CTSI 6-10 points)was diagnosed in 6 children with traumatic or secondary AP.The most frequent etiologies of primary AP episodes were idiopathic(39%)and biliary(31%).Children with idiopathic AP had frequent relapses and comorbidities.Hereditary AP was typically mild,but presented with high pancreatic enzyme levels and recurrence rates.Admission at ICU and an interval without enteral nutrition(EN)were relatively short in drug-induced AP and relatively long in secondary and traumatic AP.Endoscopic retrograde cholangiopancreatography(ERCP)was performed in 13 patients with biliary AP and in 4 patients with traumatic AP.No AP-related death was observed.Conclusion:p SOFA score accurately reflects the severity and prognosis of AP in children. 展开更多
关键词 Acute pancreatitis CHILDREN Organ dysfunction PROGNOSIS pSOFA score
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基于Fisher score与模糊邻域熵的多标记特征选择算法
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作者 孙林 马天娇 薛占熬 《计算机应用》 CSCD 北大核心 2023年第12期3779-3789,共11页
针对Fisher score未充分考虑特征与标记以及标记之间的相关性,以及一些邻域粗糙集模型容易忽略边界域中知识粒的不确定性,导致算法分类性能偏低等问题,提出一种基于Fisher score与模糊邻域熵的多标记特征选择算法(MLFSF)。首先,利用最... 针对Fisher score未充分考虑特征与标记以及标记之间的相关性,以及一些邻域粗糙集模型容易忽略边界域中知识粒的不确定性,导致算法分类性能偏低等问题,提出一种基于Fisher score与模糊邻域熵的多标记特征选择算法(MLFSF)。首先,利用最大信息系数(MIC)衡量特征与标记之间的关联程度,构建特征与标记关系矩阵;基于修正余弦相似度定义标记关系矩阵,分析标记之间的相关性。其次,给出一种二阶策略获得多个二阶标记关系组,以此重新划分多标记论域;通过增强标记之间的强相关性和削弱标记之间的弱相关性得到每个特征的得分,进而改进Fisher score模型,对多标记数据进行预处理。再次,引入多标记分类间隔,定义自适应邻域半径和邻域类并构造了上、下近似集;在此基础上提出了多标记粗糙隶属度函数,将多标记邻域粗糙集映射到模糊集,基于多标记模糊邻域给出了上、下近似集以及多标记模糊邻域粗糙集模型,由此定义模糊邻域熵和多标记模糊邻域熵,有效度量边界域的不确定性。最后,设计基于二阶标记相关性的多标记Fisher score特征选择算法(MFSLC),从而构建MLFSF。在多标记K近邻(MLKNN)分类器下11个多标记数据集上的实验结果表明,相较于ReliefF多标记特征选择(MFSR)等6种先进算法,MLFSF的平均分类精度(AP)的均值提高了2.47~6.66个百分点;同时,在多数数据集上,MLFSF在5个评价指标上均能取得最优值。 展开更多
关键词 多标记学习 特征选择 Fisher score 多标记模糊邻域粗糙集 模糊邻域熵
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基于Fisher Score与最大信息系数混合模型的三电平逆变器故障特征选择方法
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作者 杜磊 任晓红 +2 位作者 刘显策 韩向栋 俞啸 《电子设计工程》 2023年第1期83-88,共6页
针对三电平逆变器在特征提取时出现特征表达不一致和冗余问题,以提高三电平逆变器故障识别准确率为目的,提出一种基于Fisher Score与最大信息系数混合模型的三电平逆变器故障特征选择方法。该方法采用Fisher Score方法对原始特征集进行... 针对三电平逆变器在特征提取时出现特征表达不一致和冗余问题,以提高三电平逆变器故障识别准确率为目的,提出一种基于Fisher Score与最大信息系数混合模型的三电平逆变器故障特征选择方法。该方法采用Fisher Score方法对原始特征集进行故障特征重要度排序,且利用最大信息系数对特征之间的相关性进行评价,进而对特征排序结果进行调整;以故障分类准确率为评判依据,基于随机森林算法对Fisher Score与最大信息系数混合模型进行修正,实现敏感故障特征筛选与分类;利用仿真和实验台的逆变器故障数据集进行实验,实验结果表明所提出的故障诊断模型准确率分别为93.3%和90.2%,与传统reliefF特征选择方法相比,所提出的特征选择方法筛选的敏感特征更有利于三电平逆变器故障诊断识别分类,故障识别准确率分别提高了2.1%和1.3%。 展开更多
关键词 三电平逆变器 Fisher score 特征选择 最大信息系数 随机森林
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Validation of the albumin-bilirubin score for identifying decompensation risk in patients with compensated cirrhosis 被引量:1
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作者 Huttakan Navadurong Kessarin Thanapirom +4 位作者 Salisa Wejnaruemarn Thaninee Prasoppokakorn Roongruedee Chaiteerakij Piyawat Komolmit Sombat Treeprasertsuk 《World Journal of Gastroenterology》 SCIE CAS 2023年第32期4873-4882,共10页
BACKGROUND The albumin-bilirubin(ALBI)score is an index of liver function recently developed to assess prognosis in patients with hepatocellular carcinoma(HCC).It can detect small changes in liver dysfunction and has ... BACKGROUND The albumin-bilirubin(ALBI)score is an index of liver function recently developed to assess prognosis in patients with hepatocellular carcinoma(HCC).It can detect small changes in liver dysfunction and has been successfully applied to the prediction of survival in patients with non-malignant liver diseases of various etiologies.AIM To investigate the ALBI score for identifying decompensation risk at the 3-year follow-up in patients with compensated cirrhosis.METHODS One-hundred and twenty-three patients with compensated cirrhosis without HCC in King Chulalongkorn Memorial Hospital diagnosed by imaging were retrospectively enrolled from January 2016 to December 2020.A total of 113 patients(91.9%)had Child A cirrhosis with a median model for end-stage liver disease(MELD)score of less than 9.Baseline clinical and laboratory variables and decompensation events were collected.The ALBI score was calculated and validated to classify decompensation risk into low-,middle-,and high-risk groups using three ALBI grade ranges(ALBI grade 1:≤-2.60;grade 2:>-2.60 but≤-1.39;grade 3:>-1.39).Decompensation events were defined as ascites development,variceal bleeding,or grade 3 or 4 hepatic encephalopathy.RESULTS Among 123 cirrhotic patients enrolled,13.8%(n=17)developed decompensating events at a median time of 25[95%confidence interval(CI):17-31]mo.Median baseline ALBI score in compensated cirrhosis was significantly lower than that of patients who developed decompensation events[-2.768(-2.956 to-2.453)vs-2.007(-2.533 to-1.537);P=0.01].Analysis of decompensation risk at 3 years showed that ALBI score had a time-dependent area under the curve(tAUC)of 0.86(95%CI:0.78-0.92),which was significantly better than that of ALBI-Fibrosis-4(ALBI-FIB4)score(tAUC=0.77),MELD score(tAUC=0.66),Child-Pugh score(tAUC=0.65),and FIB-4 score(tAUC=0.48)(P<0.05 for all).The 3-year cumulative incidence of decompensation was 3.1%,22.6%,and 50%in the low-,middle-,and high-risk groups,respectively(P<0.001).The odds ratio for decompensation in patients of the high-risk group was 23.33(95%CI:3.88-140.12,P=0.001).CONCLUSION The ALBI score accurately identifies decompensation risk at the 3-year follow-up in patients with compensated cirrhosis.Those cirrhotic patients with a high-risk grade of ALBI score showed a 23 times greater odds of decompensation. 展开更多
关键词 Albumin-bilirubin score Compensated cirrhosis Hepatic decompensation risk
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Laparoscopic liver resection for hepatocellular carcinoma complicated with significant portal hypertension:A propensity score-matched survival analysis 被引量:1
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作者 Zhang-You Guo Yuan Hong +2 位作者 Bing Tu Yao Cheng Xiao-Mei Wang 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2023年第4期358-365,共8页
Background: Significant portal hypertension(SPH) is a relative contraindication for patients with resectable hepatocellular carcinoma(HCC). However, increasing evidence indicates that liver resection is feasible for H... Background: Significant portal hypertension(SPH) is a relative contraindication for patients with resectable hepatocellular carcinoma(HCC). However, increasing evidence indicates that liver resection is feasible for HCC patients with SPH. Methods: HCC patients with cirrhosis who underwent laparoscopic liver resection(LLR) in two centers from January 2013 to April 2018 were included. Surgical and survival outcomes were analyzed to explore potential prognostic factors. Propensity score matching(PSM) analysis was performed to minimize bias. Results: A total of 165 patients were divided into two groups based on the presence(SPH, n = 76) or absence(non-SPH, n = 89) of SPH. Patients in the SPH group had longer operative time, more blood loss, and more advanced TNM stage than patients in the non-SPH group( P < 0.05). However, there were no significant differences in the postoperative 90-day mortality rate( n = 0), overall postoperative complications(47.4% vs. 41.6%, P = 0.455), Clavien-Dindo classification( P = 0.347), conversion to open surgery(9.2% vs. 6.7%, P = 0.557), or length of hospitalization(16 vs. 15 days, P = 0.203) between the SPH and non-SPH groups before PSM. Similar results were obtained after PSM. The 1-, 3-, and 5-year overall survival(OS) and recurrence-free survival rates in the SPH group were not significantly different from those in the non-SPH group both before and after PSM(log-rank P > 0.05). After PSM, alpha-fetoprotein(AFP) ≥ 400 μg/L [hazard ratio(HR) = 4.71, 95% confidence interval(CI): 2.69-8.25], ascites(HR = 2.18, 95% CI: 1.30-3.66), American Society of Anesthesiologists(ASA) classification(Ⅲ vs. Ⅱ)(HR = 2.13, 95% CI: 1.11-4.07) and tumor diameter > 5 cm(HR = 3.91, 95% CI: 2.02-7.56) independently predicted worse OS. Conclusions: LLR for patients with HCC complicated with SPH appears feasible at the price of increasing operative time and blood loss. AFP, ascites, ASA classification and tumor diameter may predict the prognosis of HCC complicated with SPH after LLR. 展开更多
关键词 Hepatocellular carcinoma Significant portal hypertension Laparoscopic liver resection Propensity score matching analysis
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