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Reusable electronic products value prediction based on reinforcement learning 被引量:1
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作者 DU YongPing JIN XingNan +1 位作者 HAN HongGui WANG LuLin 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2022年第7期1578-1586,共9页
With the appearance of a huge number of reusable electronic products,the precise value evaluation has become an urgent problem to be solved in the recycling process.Traditional methods rely on manual intervention most... With the appearance of a huge number of reusable electronic products,the precise value evaluation has become an urgent problem to be solved in the recycling process.Traditional methods rely on manual intervention mostly.In order to make the model more suitable for the dynamic updating,this paper proposes the reinforcement learning based electronic products value prediction model which integrates market information to achieve timely and stable prediction results.The basic attributes and depreciation attributes of the product are modeled by two parallel neural networks separately to learn the different effects for prediction.Most importantly,the double deep Q network is adopted to fuse market information by reinforcement learning strategy,and the training on the old product data can be used to predict the following appeared product,which alleviates the cold start problem.Experiments on the real mobile phone recycling platform data verify that the model has achieved higher accuracy and it has a better generalization ability. 展开更多
关键词 electronic products value prediction reinforcement learning market factor deep Q network
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User Profiling for CSDN:Keyphrase Extraction,User Tagging and User Growth Value Prediction
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作者 Guoliang Xing Hao Gao +4 位作者 Qi Cao Xinyu Yue Bingbing Xu Keting Cen Huawei Shen 《Data Intelligence》 2019年第2期137-159,共23页
The Chinese Software Developer Network(CSDN)is one of the largest information technology communities and service platforms in China.This paper describes the user profiling for CSDN,an evaluation track of SMP Cup 2017.... The Chinese Software Developer Network(CSDN)is one of the largest information technology communities and service platforms in China.This paper describes the user profiling for CSDN,an evaluation track of SMP Cup 2017.It contains three tasks:(1)user document keyphrase extraction,(2)user tagging and(3)user growth value prediction.In the first task,we treat keyphrase extraction as a classification problem and train a Gradient-Boosting-Decision-Tree model with comprehensive features.In the second task,to deal with class imbalance and capture the interdependency between classes,we propose a two-stage framework:(1)for each class,we train a binary classifier to model each class against all of the other classes independently;(2)we feed the output of the trained classifiers into a softmax classifier,tagging each user with multiple labels.In the third task,we propose a comprehensive architecture to predict user growth value.Our contributions in this paper are summarized as follows:(1)we extract various types of features to identify the key factors in user value growth;(2)we use the semi-supervised method and the stacking technique to extend labeled data sets and increase the generality of the trained model,resulting in an impressive performance in our experiments.In the competition,we achieved the first place out of 329 teams. 展开更多
关键词 User profiling Keyphrase extraction User tagging Growth value prediction Word embedding
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Value of pre-treatment biomarkers in prediction of response to neoadjuvant endocrine therapy for hormone receptor-positive postmenopausal breast cancer 被引量:2
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作者 Min Ying Yingjian He +7 位作者 Meng Qi Bin Dong Aiping Lu Jinfeng Li Yuntao Xie Tianfeng Wang Benyao Lin Tao Ouyang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2013年第4期397-404,共8页
Objective: To determine the predictive ability of biomarkers for responses to neoadjuvant endocrine therapy (NET) in postmenopausal breast cancer. Methods: Consecutive 160 postmenopausal women with T 1-3 N 0-1 M 0... Objective: To determine the predictive ability of biomarkers for responses to neoadjuvant endocrine therapy (NET) in postmenopausal breast cancer. Methods: Consecutive 160 postmenopausal women with T 1-3 N 0-1 M 0 hormone receptor (HR)-positive invasive breast cancer were treated with anastrozole for 16 weeks before surgery. New slides of tumor specimens taken before and after treatment were conducted centrally for biomarker analysis and classified using the Applied Imaging Ariol MB-8 system. The pathological response was evaluated using the Miller & Payne classification. The cell cycle response was classified according to the change in the Ki67 index after treatment. Multivariable logistic regression analysis was used to calculate the combined index of the biomarkers. Receiver operating characteristic (ROC) curves were used to determine whether parameters may predict response. Results: The correlation between the pathological and cell cycle responses was low (Spearman correlation coefficient =0.241, P〈0.001; Kappa value =0.119, P=0.032). The cell cycle response was significantly associated with pre-treatment estrogen receptor (ER) status (P=0.001), progesterone receptor (PgR) status (P〈0.001), human epidermal growth factor receptor 2 (Her-2) status (P=0.050) and the Ki67 index (P〈0.001), but the pathological response was not correlated with these factors. Pre-treatment ER levels [area under the curve (AUC) =0.634, 95% confidence interval (95% CI), 0.534-0.735, P=0.008] and combined index of pre-treatment ER and PgR levels (AUC =0.684, 95% CI, 0.591-0.776, P〈0.001) could not predict the cell cycle response, but combined index including per-treatment ER/PR/Her-2/Ki67 expression levels could (AUC =0.830, 95% CI, 0.759-0.902, P〈0.001). Conclusions: The combined use of pre-treatment ER/PgR/Her-2/Ki67 expression levels, instead of HR expression levels, may predict the cell cycle response to NET. 展开更多
关键词 Breast cancer neoadjuvant endocrine therapy (NET) RESPONSIVENESS predictive value
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Predictive value of diaphragm ultrasound for mechanical ventilation outcome in patients with acute exacerbation of chronic obstructive pulmonary disease 被引量:1
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作者 Lei-Lei Qu Wen-Ping Zhao +1 位作者 Ji-Ping Li Wei Zhang 《World Journal of Clinical Cases》 SCIE 2024年第26期5893-5900,共8页
BACKGROUND Acute exacerbation of chronic obstructive pulmonary disease(AECOPD)is often combined with respiratory failure,which increases the patient's morbidity and mortality.Diaphragm ultrasound(DUS)has developed... BACKGROUND Acute exacerbation of chronic obstructive pulmonary disease(AECOPD)is often combined with respiratory failure,which increases the patient's morbidity and mortality.Diaphragm ultrasound(DUS)has developed rapidly in the field of critical care in recent years.Studies with DUS monitoring diaphragm-related rapid shallow breathing index have demonstrated important results in guiding intensive care unit patients out of the ventilator.Early prediction of the indications for withdrawal of non-invasive ventilator and early evaluation of patients to avoid or reduce disease progression are very important.AIM To explore the predictive value of DUS indexes for non-invasive ventilation outcome in patients with AECOPD.METHODS Ninety-four patients with AECOPD who received mechanical ventilation in our hospital from January 2022 to December 2023 were retrospectively analyzed,and they were divided into a successful ventilation group(68 cases)and a failed ventilation group(26 cases)according to the outcome of ventilation.The clinical data of patients with successful and failed noninvasive ventilation were compared,and the independent predictors of noninvasive ventilation outcomes in AECOPD patients were identified by multivariate logistic regression analysis.RESULTS There were no significant differences in gender,age,body mass index,complications,systolic pressure,heart rate,mean arterial pressure,respiratory rate,oxygen saturation,partial pressure of oxygen,oxygenation index,or time of inspiration between patients with successful and failed mechanical ventilation(P>0.05).The patients with successful noninvasive ventilation had shorter hospital stays and lower partial pressure of carbon dioxide(PaCO_(2))than those with failed treatment,while potential of hydrogen(pH),diaphragm thickening fraction(DTF),diaphragm activity,and diaphragm movement time were significantly higher than those with failed treatment(P<0.05).pH[odds ratio(OR)=0.005,P<0.05],PaCO_(2)(OR=0.430,P<0.05),and DTF(OR=0.570,P<0.05)were identified to be independent factors influencing the outcome of mechanical ventilation in AECOPD patients.CONCLUSION The DUS index DTF can better predict the outcome of non-invasive ventilation in AECOPD patients. 展开更多
关键词 Diaphragm ultrasound Mechanical ventilation Acute exacerbation of chronic obstructive pulmonary disease Predictive value Diaphragm thickening fraction Diaphragm activity
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Prediction model of slurry pH based on mechanism and error compensation for mineral flotation process 被引量:1
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作者 Xiaoli Wang Lei Huang Chunhua Yang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第8期1766-1772,共7页
A suitable pH value of the slurry is a key to efficient mineral flotation. Considering the control delay problem of pH value caused by offline pH measurement, an integrated prediction model for pH value in bauxite fro... A suitable pH value of the slurry is a key to efficient mineral flotation. Considering the control delay problem of pH value caused by offline pH measurement, an integrated prediction model for pH value in bauxite froth flotation is proposed, which considers the effect of ore compositions on pH value. Firstly, a regression model is obtained for alkali(Na_2CO_3) consumed by the reaction between ore and alkali. According to the first-order hydrolysis of the remaining alkali, a mechanism-based prediction model is presented for the pH value. Then, considering the complexity of the flotation mechanism, an error prediction model which uses time series of the error of the mechanism model as inputs is presented based on autoregressive moving average(ARMA) method to compensate the mechanism model. Finally, expert rules are established to correct the error compensation direction, which could reflect the dynamic changes during the process accurately and effectively. Simulation results using industrial data show that the presented model meets the needs of the industrial process, which laid the foundation for predictive control of pH regulator. 展开更多
关键词 Froth flotation PH value prediction HYDROLYSIS Mechanism model ARMA Expert rule
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Performance value of high risk factors in colorectal cancer screening in China 被引量:44
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作者 Wen Meng Shan-Rong Cai +3 位作者 Lun Zhou Qi Dong Shu Zheng Su-Zhan Zhang 《World Journal of Gastroenterology》 SCIE CAS CSCD 2009年第48期6111-6116,共6页
AIM:To analyze the performance value of high risk factors in population-based colorectal cancer(CRC) screening in China.METHODS:We compared the performance value of the immunochemical fecal occult blood test(iFOBT) an... AIM:To analyze the performance value of high risk factors in population-based colorectal cancer(CRC) screening in China.METHODS:We compared the performance value of the immunochemical fecal occult blood test(iFOBT) and other high risk factors questionnaire in a population sample of 13 214 community residents who completed both the iFOBT and questionnaire investigation.Patients with either a positive iFOBT and/or questionnaire were regarded as a high risk population and those eligible were asked to undergo colonoscopy.RESULTS:The iFOBT had the highest positive predictive value and negative predictive value in screening for advanced neoplasia.The iFOBT had the highest sensitivity,lowest number of extra false positive results associated with the detection of one extra abnormality for screening advanced neoplasias and adenomas.A history of chronic cholecystitis or cholecystectomy,chronic appendicitis or appendectomy,and chronic diarrhea also had a higher sensitivity than a history of adenomatous polyps in screening for advanced neoplasias and adenomas.The sensitivity of a history of chronic cholecystitis or cholecystectomy was highest among the 10 high risk factors in screening for nonadenomatous polyps.A history of chronic appendicitis or appendectomy,chronic constipation,chronic diarrhea,mucous and bloody stool,CRC in first degree relatives,malignant tumor and a positive iFOBT also had higher sensitivities than a history of adenomas polyps in screening for non-adenomatous polyps.Except for a history of malignant tumor in screening for non-adenomatous polyps,the gain in sensitivity was associated with an increase in extra false positive results associated with the detection of one extra abnormality.CONCLUSION:The iFOBT may be the best marker for screening for advanced neoplasias and adenomas.Some unique high risk factors may play an important role in CRC screening in China. 展开更多
关键词 Colorectal cancer Cancer screening FECES Occult blood Risk factors Predictive value of tests
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Prediction of recurrence and prognosis in patients with hepatocellular carcinoma after resection by use of CLIP score 被引量:26
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作者 Wen He Zhao Zhi-Min Ma Xing-Ren Zhou Yi-Zheng Feng Bao-Shan Fang,Department of Oncosurgery,the First Affiliated Hospital,Zhejiang University,Medical College,Hangzhou 310003,Zhejiang Province,China 《World Journal of Gastroenterology》 SCIE CAS CSCD 2002年第2期237-242,共6页
AIM: The survival time of patients with hepatocellular carcinoma (HCC) after resection is hard to predict. Both residual liver function and tumor extension factors should be considered. A new scoring system has recent... AIM: The survival time of patients with hepatocellular carcinoma (HCC) after resection is hard to predict. Both residual liver function and tumor extension factors should be considered. A new scoring system has recently been proposed by the Cancer of the Liver Italian Program (CLIP). CLIP score was confirmed to be one of the best ways to stage patients with HCC. To our knowledge, however, the literature concerning the correlation between CLIP score and prognosis for patients with HCC after resection was not published. The aim of this study is to evaluate the recurrence and prognostic value of CLIP score for the patients with HCC after resection. METHODS: A retrospective survey was carried out in 174 patients undergoing resection of HCC from January 1986 to June 1998. Six patients who died in the hospital after operation and 11 patients with the recurrence of the disease were excluded at 1 month after hepatectomy. By the end of June 2001, 4 patients were lost and 153 patients with curative resection have been followed up for at least three years. Among 153 patients, 115 developed intrahepatic recurrence and 10 developed extrahepatic recurrence, whereas the other 28 remained free of recurrence. Recurrences were classified into early (【 or =3 year) and late (】3 year) recurrence. The CLIP score included the parameters involved in the Child-Pugh stage (0-2), plus macroscopic tumor morphology (0-2), AFP levels (0-1), and the presence or absence of portal thrombosis (0-1). By contrast, portal vein thrombosis was defined as the presence of tumor emboli within vascular channel analyzed by microscopic examination in this study. Risk factors for recurrence and prognostic factors for survival in each group were analyzed by the chi-square test, the Kaplan-Meier estimation and the COX proportional hazards model respectively. RESULTS: The 1-, 3-, 5-, 7-,and 10-year disease-free survival rates after curative resection of HCC were 57.2%, 28.3%, 23.5%, 18.8%, and 17.8%, respectively. Median survival time was 28, 10, 4, and 5 mo for CLIP score 0, 1, 2, 3, and 4 to 5, respectively. Early and late recurrence developed in 109 patients and 16 patients respectively. By the chi-square test, tumor size, microsatellite, venous invasion, tumor type (uninodular, multinodular, massive), tumor extension (【 or = or 】50% of liver parenchyma replaced by tumor), TNM stage, CLIP score, and resection margin were the risk factors for early recurrence, whereas CLIP score and Child-Pugh stage were significant risk factors for late recurrence. In univariate survival analysis, Child-Pugh stages, resection margin, tumor size, microsatellite, venous invasion, tumor type, tumor extension, TNM stages, and CLIP score were associated with prognosis. The multivariate analysis by COX proportional hazards model showed that the independent predictive factors of survival were resection margins and TNM stages. CONCLUSION: CLIP score has displayed a unique superiority in predicting the tumor early and late recurrence and prognosis in the patients with HCC after resection. 展开更多
关键词 Neoplasm Recurrence Local ADOLESCENT Adult Aged Carcinoma Hepatocellular Child Disease-Free Survival Female Humans Liver Neoplasms Male Middle Aged Neoplasm Staging Predictive value of Tests PROGNOSIS Retrospective Studies Risk Factors
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Predictive value and main determinants of abnormal features of intraoperative cholangiography during cholecystectomy 被引量:11
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作者 Shahram Yousefpour Azary Heshmat Kalbasi +5 位作者 Ali Setayesh Mirhadi Mousavi Asad Hashemi Mahsa Khodadoostan Mohammad Reza Zali Amir Houshang Mohammad Alizadeh 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS 2011年第3期308-312,共5页
BACKGROUND:The major issue with intraoperative cholangiography (IOC) is whether its diagnostic accuracy for common bile duct (CBD) stones matches that of other diagnostic procedures,and thus,whether it will become a r... BACKGROUND:The major issue with intraoperative cholangiography (IOC) is whether its diagnostic accuracy for common bile duct (CBD) stones matches that of other diagnostic procedures,and thus,whether it will become a routine diagnostic procedure.The current study aimed to address the main determinants of CBD stone diagnosis in IOC among an Iranian population.METHODS:In a retrospective review database-based study conducted in Taleghani Hospital in Tehran between 2006 and 2008,baseline data and perioperative information of 2060 patients (male to female ratio 542:1518,mean age 53.7 years) who were candidates for cholecystectomy and underwent concomitant IOC for confirming CBD stones were reviewed.The predictive power of this procedure for diagnosis of abnormal biliary ducts with the focus on biliary stones was determined.RESULTS:Overall mortality and morbidity following cholecystectomy in the study population were 0.6% and 2.6%,respectively.Both early mortality and morbidity due to cholecystectomy were higher in male than female.The prevalence of CBD stones in IOC was 3.4% (5.2% in male and 2.8% in female,P=0.008).Among those without gallstones,8.7% had CBD stones and only 3.1% had concomitant gallstones and CBD stones.The main predictors of stone appearance as an abnormal feature of IOC during cholecystectomy were:advanced age (OR=1.022,P=0.001),male gender (OR=1.498,P=0.050),history of abdominal surgery (OR=1.543,P=0.040) and preoperative endoscopic retrograde cholangiopancreatography (OR=5.400,P<0.001).CONCLUSIONS:IOC is a safe and accurate method for the assessment of bile duct anatomy and stones.Therefore,the routine use of IOC within cholecystectomy seems reasonable and is recommended. 展开更多
关键词 intraoperative cholangiography common bile duct stone CHOLECYSTECTOMY predictive value diagnostic accuracy
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Predictive value of hypo-osmotic swelling test to identifyviable non-motile sperm 被引量:3
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作者 William M.Buckett 《Asian Journal of Andrology》 SCIE CAS CSCD 2003年第3期209-212,共4页
Aim: To determine the predictive value of the hypo-osmotic swelling (HOS) test to identify viable, non-motile sperm. Methods: Semen samples from 20 men with severe asthenozoospermia underwent traditional seminal analy... Aim: To determine the predictive value of the hypo-osmotic swelling (HOS) test to identify viable, non-motile sperm. Methods: Semen samples from 20 men with severe asthenozoospermia underwent traditional seminal analysis, eosin-nigrosin (EN) staining and the HOS test. A further EN stain was then performed on a HOS pre-treated aliquot and a total of 2000 further sperm examined. Results: The median sperm density was 5.1 million/mL (IQR 4.3-13.1) and the median motility was 3.0 % (IQR 0-7). Seven samples showed complete asthenozoospermia. Initial EN staining showed 59 % viability (range 48-69) despite the poor standard parameters and 47 % (range 33-61) in the complete asthenozoospermia subgroup. The HOS test showed 49.9 % reacted overall (range 40-59) and 41.7 % (range 22-61) in the complete asthenozoospermia subgroup. The combined HOS/EN stain showed the positive predictive value of the HOS test to identify viable sperm was 84.2 % overall and 79.7 % in the complete asthenozoospermia subgroup. Conclusion: The HOS test can effectively predict sperm viability in patients with severe and complete asthenozoospermia. 展开更多
关键词 azoospermia sperm spermmotility hypo-osmotic swelling (HOS) test sperm viability predictive value
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Predictive Value of Initial Serum Human Chorionic Gonadotropin Levels for Pregnancies after Single Fresh and Frozen Blastocyst Transfer 被引量:4
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作者 赵伟娥 李玉洁 +3 位作者 欧建平 孙鹏 陈文秋 梁晓燕 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2017年第3期395-400,共6页
As one of the earliest markers for predicting pregnancy outcomes, human chorionic gonadotropin(h CG) values have been inconclusive on reliability of the prediction after frozen and fresh embryo transfer(ET). In this r... As one of the earliest markers for predicting pregnancy outcomes, human chorionic gonadotropin(h CG) values have been inconclusive on reliability of the prediction after frozen and fresh embryo transfer(ET). In this retrospective study, patients with positive h CG(day 12 after transfer) were included to examine the h CG levels and their predictive value for pregnancy outcomes following 214 fresh and 1513 vitrified-warmed single-blastocyst transfer cycles. For patients who got clinical pregnancy, the mean initial h CG value was significantly higher after frozen cycles than fresh cycles, and the similar result was demonstrated for patients with live births(LB). The difference in h CG value existed even after adjusting for the potential covariates. The area under curves(AUC) and threshold values calculated by receiver operator characteristic curves were 0.944 and 213.05 m IU/m L for clinical pregnancy after fresh ET, 0.894 and 399.50 m IU/m L for clinical pregnancy after frozen ET, 0.812 and 222.86 m IU/m L for LB after fresh ET, and 0.808 and 410.80 m IU/mL for LB after frozen ET with acceptable sensitivity and specificity, respectively. In conclusion, single frozen blastocyst transfer leads to higher initial h CG values than single fresh blastocyst transfer, and the initial h CG level is a reliable predictive factor for predicting IVF outcomes. 展开更多
关键词 human chorionic gonadotropin single blastocyst transfer frozen embryo transfer fresh embryo transfer predictive value
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Is P2/MS score valuable for prediction in HBV-related variceal bleeding? 被引量:1
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作者 Firdevs Topal Umut Payza +3 位作者 Fatih Esad Topal Zeynep Karakaya Rezan Karaali Tahtaci Serkan Bilgin 《Journal of Acute Disease》 2018年第4期158-162,共5页
Objective:To determine the predictive value of P2/MS in patients with chronic HBV-related cirrhosis, and to predict high-risk esophageal varices, and obtain a cut-off value.Methods:A total of 412 patients with HBV-rel... Objective:To determine the predictive value of P2/MS in patients with chronic HBV-related cirrhosis, and to predict high-risk esophageal varices, and obtain a cut-off value.Methods:A total of 412 patients with HBV-related cirrhosis who were admitted to our hospital between August 2014 and August 2017 were retrospectively evaluated. A diagnosis of cirrhosis was made with standard laboratory, radiological and physical examination findings. According to these evaluations, esophageal varices were classified as small, medium and large. For all obtained data, P2/MS was calculated. Two threshold values (P2/MS<11 and P2/MS>25) were considered in predicting the presence of high-risk EVs during recording. And the optimal cut-off value of the P2/MS index was determined for high-risk esophageal varices in patients with chronic viral hepatitis B.Results:A total of 375 patients who met the inclusion criteria were included in the study. When the P2/MS index was compared with other noninvasive tests, the mean and median P2/MS scores were respectively 54.17 and 33.25. The P2/MS value of the patients without esophageal varices was higher than that of the patients with esophageal varices. When these results were evaluated, the higher the score, the lower the risk of varices. We obtained a positive predictive value of 93.80% [95%CI(80.20-98.70)] when the cut-off value of P2/MS was taken as <11, and obtained a negative predictive value of 94.30% [95%CI(86.20-98.20%)] when the cut-off value of P2/MS was taken as >25.Conclusions:We could predict the patients with high-risk esophageal varices within this group at a extremely good rate. We also compared the results of this test with other non-invasive tests and achieved successful results. We have shown that P2/MS can be used in order to optimally select patients for endoscopic screening and prevent all of the expensive and unnecessary procedures safely. 展开更多
关键词 P2/MS score Chronic HBV-related cirrhosis Esophageal varices Predictive value
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Predictive value of serum alpha-fetoprotein for tumor regression after preoperative chemotherapy for rectal cancer
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作者 Da-Kui Zhang Jun Qiao +2 位作者 Shao-Xuan Chen Zhi-Yong Hou Jian-Zheng Jie 《World Journal of Gastrointestinal Oncology》 SCIE 2022年第2期525-532,共8页
BACKGROUND Preoperative therapy is widely used in locally advanced rectal cancer.It can improve local control of rectal cancer.However,there are few indicators that can predict the effect of preoperative chemotherapy ... BACKGROUND Preoperative therapy is widely used in locally advanced rectal cancer.It can improve local control of rectal cancer.However,there are few indicators that can predict the effect of preoperative chemotherapy accurately.AIM To investigate whether the increase in serumα-fetoprotein(AFP)can predict better efficacy of preoperative chemotherapy.METHODS This was a retrospective study.We analyzed 125 patients admitted between 2017 and 2019 with locally advanced rectal cancer.All patients received six cycles of preoperative chemotherapy(mFOLFOX6 every 2 wk).Serum AFP of 26 patients rose slightly after three or four cycles of chemotherapy,and fell to normal again within 2 mo.The other 99 patients had a normal level of serum AFP during chemotherapy.Patients were divided into two groups(AFP risen and AFP normal).According to postoperative pathology,we compared tumor regression and complete response rate between the two groups.The primary outcome measure was the tumor regression grade(TRG)after chemotherapy.The difference in pathological complete response between the two groups was also investigated.RESULTS There were no tumor progression and distant metastasis in both groups during preoperative chemotherapy.Patients in the AFP risen group achieved better TRG 0/1 than those in the AFP normal group(61.5%vs 39.4%).The increase in AFP was a significant predictor for better tumor regression[χ2=4.144,odds ratio(OR)=2.666,P=0.04].In the AFP risen group,the complete response rate was 30.8%,which was higher than in the AFP normal group(30.8%vs 12.1%,χ2=4.542,OR=3.251,P=0.03).CONCLUSION Patients with a slight increase in serum AFP can achieve better tumor regression during preoperative chemotherapy,and are more likely to achieve pathological complete response. 展开更多
关键词 Rectal cancer Preoperative chemotherapy ALPHA-FETOPROTEIN Predictive value TUMOR
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Characteristics of lymph node stations/basins metastasis and construction and validation of a preoperative combination prediction model that accurately excludes lymph node metastasis in early gastric cancer
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作者 Mengyu Feng Jingtao Wei +6 位作者 Ke Ji Yinan Zhang Heli Yang Xiaojiang Wu Ji Zhang Zhaode Bu Jiafu Ji 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2022年第5期519-532,共14页
Objective:To explore the candidate indications for function-preserving curative gastrectomy and sentinel lymph node navigation surgery in early gastric cancer(EGC).Methods:The clinicopathological data of 561 patients ... Objective:To explore the candidate indications for function-preserving curative gastrectomy and sentinel lymph node navigation surgery in early gastric cancer(EGC).Methods:The clinicopathological data of 561 patients with EGC who underwent radical gastrectomy for gastric cancer at Peking University Cancer Hospital from November 2010 to November 2020 with postoperative pathological stage pT1 and complete examination data,were collected.Pearson’s Chi-square test was used and binary logistic regression was employed for univariate and multivariate analyses.Combined analysis of multiple risk and protective factors for lymph node metastasis(LNM)of EGC was performed.A negative predictive value(NPV)combination model was built and validated.Results:LNM occurred in 85 of 561 patients with EGC,and the LNM rate was 15.15%.NPV for LNM reached 100%based on three characteristics,including ulcer-free,moderately well differentiation and patient<65years old or tumor located at the proximal 1/3 of the stomach.Regarding lymphatic basin metastasis,multivariate analysis showed that the metastatic proportion of the left gastric artery lymphatic basin was significantly higher in male patients compared with female patients(65.96%vs.38.89%,P<0.05).The proportion of right gastroepiploic artery lymphatic basin metastasis in patients with a maximum tumor diameter>2 cm was significantly greater than that noted in patients with a maximum tumor diameter≤2 cm(60.78%vs.28.13%,P<0.05).Conclusions:Characteristics of lymph node stations/basins metastasis will facilitate precise lymph node resection.The NPV for LNM reaches 100%based on the following two conditions:young and middle-aged EGC patients,well-differentiated tumors,and without ulcers;or well-differentiated tumors,without ulcers,and tumors located in the proximal stomach.These findings can be used as the recommended indications for functionpreserving curative gastrectomy and sentinel lymph node navigation surgery. 展开更多
关键词 Early gastric cancer lymph node metastasis lymphatic basin negative predictive value function-preserving curative gastrectomy with lymphatic basin dissection
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Predictive value of alarm symptoms in Rome IV irritable bowel syndrome:A multicenter cross-sectional study
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作者 Qian Yang Zhong-Cao Wei +10 位作者 Na Liu Yang-Lin Pan Xiao-Sa Jiang Xin-Xing Tantai Qi Yang Juan Yang Jing-Jie Wang Lei Shang Qiang Lin Cai-Lan Xiao Jin-Hai Wang 《World Journal of Clinical Cases》 SCIE 2022年第2期563-575,共13页
BACKGROUND Irritable bowel syndrome(IBS)is a common functional bowel disease that shares features with many organic diseases and cannot be accurately diagnosed by symptom-based criteria.Alarm symptoms have long been a... BACKGROUND Irritable bowel syndrome(IBS)is a common functional bowel disease that shares features with many organic diseases and cannot be accurately diagnosed by symptom-based criteria.Alarm symptoms have long been applied in the clinical diagnosis of IBS.However,no study has explored the predictive value of alarm symptoms in suspected IBS patients based on the latest Rome IV criteria.AIM To investigate the predictive value of alarm symptoms in suspected IBS patients based on the Rome IV criteria.METHODS In this multicenter cross-sectional study,we collected data from 730 suspected IBS patients evaluated at 3 tertiary care centers from August 2018 to August 2019.Patients with IBS-like symptoms who completed colonoscopy during the study period were initially identified by investigators through medical records.Eligible patients completed questionnaires,underwent laboratory tests,and were assigned to the IBS or organic disease group according to colonoscopy findings and pathology results(if a biopsy was taken).Independent risk factors for organic disease were explored by logistic regression analysis,and the positive predictive value(PPV)and missed diagnosis rate were calculated.RESULTS The incidence of alarm symptoms in suspected IBS patients was 75.34%.Anemia[odds ratio(OR)=2.825,95%confidence interval(CI):1.273-6.267,P=0.011],fecal occult blood[OR=1.940(95%CI:1.041-3.613),P=0.037],unintended weight loss(P=0.009),female sex[OR=0.560(95%CI:0.330-0.949),P=0.031]and marital status(P=0.030)were independently correlated with organic disease.The prevalence of organic disease was 10.41%in suspected IBS patients.The PPV of alarm symptoms for organic disease was highest for anemia(22.92%),fecal occult blood(19.35%)and unintended weight loss(16.48%),and it was 100%when these three factors were combined.The PPV and missed diagnosis rate for diagnosing IBS were 91.67%and 74.77%when all alarm symptoms were combined with Rome IV and 92.09%and 34.10%when only fecal occult blood,unintended weight loss and anemia were combined with Rome IV,respectively.CONCLUSION Anemia,fecal occult blood and unintended weight loss have high predictive value for organic disease in suspected IBS patients and can help identify patients requiring further examination but are not recommended as exclusion criteria for IBS. 展开更多
关键词 Alarm symptom Irritable bowel syndrome Predictive value Rome IV Organic disease
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Diagnostic Accuracy and Predictive Value of Clinical Symptoms for the Diagnosis of Mild COVID-19
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作者 Vasyl Popovych Ivana Koshel +2 位作者 Yulia Haman Vitaly Leschak Ruslan Duplikhin 《Journal of Biosciences and Medicines》 2021年第6期137-149,共13页
<strong>Objective:</strong> To assess the diagnostic accuracy and predictive values of clinical symptoms in patients with suspected mild COVID-19 to identify target groups for self-isolation and outpatient... <strong>Objective:</strong> To assess the diagnostic accuracy and predictive values of clinical symptoms in patients with suspected mild COVID-19 to identify target groups for self-isolation and outpatient treatment without additional testing. <strong>Methods:</strong> We conducted an open-label prospective study in patients aged 18 to 72 years with suspected mild COVID-19. The clinical diagnosis was based on the acute onset of such symptoms as olfactory dysfunction, hyperthermia, myalgia, nasal congestion, nasal discharge, cough, rhinolalia, sore throat, without pneumonia in persons in contact with a confirmed case of COVID-19. The physician assessed clinical symptoms using a 4-point scale. The patient self-assessed clinical symptoms using a ten-point visual analogue scale (VAS). All enrolled patients underwent laboratory testing to confirm the diagnosis of COVID-19. <strong>Results:</strong> Of the 120 patients underwent testing, the diagnosis of mild COVID-19 was confirmed in 96 patients and ruled out in 24 patients. When assessing symptoms by a physician according to the correlation analysis, hyperthermia, myalgia, nasal congestion and rhinolalia have a positive predictive value with a significance level of more than 0.6. When self-assessing symptoms by a patient, fever, myalgia and nasal congestion have a diagnostic accuracy with a significance level of more than 0.5. Nasal discharge, cough and sore throat have negative predictive values. <strong>Conclusion: </strong>The presence of these symptoms in patients with an acute onset of the disease can help to make a clinical diagnosis of coronavirus disease and identify target groups for self-isolation and outpatient treatment without additional testing. Highly suspect asymptomatic patients are not considered as those who have possible mild COVID-19 infection. 展开更多
关键词 Diagnostic Accuracy Predictive values COVID-19 SYMPTOM
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Evaluation of Sensitivity and Positive Predictive Values of Cytopathologic Diagnosis of Solid Masses in Dogs
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作者 Richard M. Kabuusu Tracy Volger +7 位作者 Sachin Kumthekar Keshaw Tiwari Alfred Chikweto Muhammad I. Bhaiyat Claude De Allie Ruth Alexander Carla Richards Ravindra N. Sharma 《Open Journal of Veterinary Medicine》 2016年第6期95-98,共4页
In this retrospective study, a total of 275 solid masses were examined for cytopathologic diagnosis. Twenty four percent (67/275) of these cytologic samples were followed by surgical biopsy and histopathologic diagnos... In this retrospective study, a total of 275 solid masses were examined for cytopathologic diagnosis. Twenty four percent (67/275) of these cytologic samples were followed by surgical biopsy and histopathologic diagnosis, allowing for comparisons. On average, the cutaneous and subcutaneous solid masses were recognized when the dogs were aged between 6 and 9 years old. The origins of the solid masses included connective tissue tumors 37.1% (23/62), epithelial tissue tumors 33.9% (21/62), round cell tumors 19.4% (12/62), masses of inflammatory lesions 4.8% (3/62) and lesions due to other causes 4.8% (3/62). The sensitivity and positive predictive value (PPV) of cytopathology in the diagnosis of solid masses were 93% (62/67) and 97% (62/64), respectively. Generally, neo-plasms were over diagnosed by cytopathology as was indicated by the positive predictive value. Both the sensitivity and the PPV of cytopathology comparative to histopathology in the diagnosis of inflammatory processes were 100% (3/3). The inflammatory lesions were eventually confirmed as necrotizing myositis, necro-suppurative cystitis and endocrine inflammatory dermatopathy based on histopathology. Less than 8% (5/67) of samples were incorrectly diagnosed by cytology. The study showed high accuracy between cytological and histopathological examination of solid masses in dogs, and thus a reliable diagnostic tool in patient care. 展开更多
关键词 CYTOPATHOLOGY HISTOPATHOLOGY DOG Sensitivity Positive Predictive value Solid Masses
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Predictive value of symptoms and demographics in diagnosing malignancy or peptic stricture
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作者 Iain A Murray Joanne Palmer +1 位作者 Carolyn Waters Harry R Dalton 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第32期4357-4362,共6页
AIM:To determine which features of history and demographics predict a diagnosis of malignancy or peptic stricture in patients presenting with dysphagia.METHODS:A prospective case-control study of 2000 consecutive refe... AIM:To determine which features of history and demographics predict a diagnosis of malignancy or peptic stricture in patients presenting with dysphagia.METHODS:A prospective case-control study of 2000 consecutive referrals(1031 female,age range:17-103 years) to a rapid access service for dysphagia,based in a teaching hospital within the United Kingdom,over 7 years.The service consists of a nurse-led telephone triage followed by investigation(barium swallow or gastroscopy),if appropriate,within 2 wk.Logistic regression analysis of demographic and clinical variables was performed.This includes age,sex,duration of dysphagia,whether to liquids or solids,and whether there are associated features(reflux,odynophagia,weight loss,regurgitation).We determined odds ratio(OR) for these variables for the diagnoses of malignancy and peptic stricture.We determined the value of the Edinburgh Dysphagia Score(EDS) in predicting cancer in our cohort.Multivariate logistic regression was performed and P < 0.05 considered significant.The local ethics committee confirmed ethics approval was not required(audit).RESULTS:The commonest diagnosis is gastro-esophageal reflux disease(41.3%).Malignancy(11.0%) and peptic stricture(10.0%) were also relatively common.Malignancies were diagnosed by histology(97%) or on radiological criteria,either sequential barium swallows showing progression of disease or unequivocal evidence of malignancy on computed tomography.The majority of malignancies were esophago-gastric in origin but ear,nose and throat tumors,pancreatic cancer and extrinsic compression from lung or mediastinal metastatic cancer were also found.Malignancy was statistically more frequent in older patients(aged >73 years,OR 1.1-3.3,age < 60 years 6.5%,60-73 years 11.2%,> 73 years 11.8%,P < 0.05),males(OR 2.2-4.8,males 14.5%,females 5.6%,P < 0.0005),short duration of dysphagia(≤ 8 wk,OR 4.5-20.7,16.6%,8-26 wk 14.5%,> 26 wk 2.5%,P < 0.0005),progressive symptoms(OR 1.3-2.6:progressive 14.8%,intermittent 9.3%,P < 0.001),with weight loss of ≥ 2 kg(OR 2.5-5.1,weight loss 22.1%,without weight loss 6.4%,P < 0.0005) and without reflux(OR 1.2-2.5,reflux 7.2%,no reflux 15.5%,P < 0.0005).The likelihood of malignancy was greater in those who described true dysphagia(food or drink sticking within 5 s of swallowing than those who did not(15.1%vs 5.2% respectively,P < 0.001).The sensitivity,specificity,positive predictive value and negative predictive value of the EDS were 98.4%,9.3%,11.8% and 98.0% respectively.Three patients with an EDS of 3(high risk EDS ≥ 3.5) had malignancy.Unlike the original validation cohort,there was no difference in likelihood of malignancy based on level of dysphagia(pharyngeal level dysphagia 11.9% vs mid sternal or lower sternal dysphagia 12.4%).Peptic stricture was statistically more frequent in those with longer duration of symptoms(> 6 mo,OR 1.2-2.9,≤ 8 wk 9.8%,8-26 wk 10.6%,> 26 wk 15.7%,P < 0.05) and over 60 s(OR 1.2-3.0,age < 60 years 6.2%,60-73 years 10.2%,> 73 years 10.6%,P < 0.05).CONCLUSION:Malignancy and peptic stricture are frequent findings in those referred with dysphagia.The predictive value for associated features could help determine need for fast track investigation whilst reducing service pressures. 展开更多
关键词 Dysphagia Deglutition disorders Esophageal neoplasms Esophageal stenosis Gastroscopy Barium swallow Predictive value of tests
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Predictive Value of Serum pgRNA on HBeAg Clearance in Patients with Chronic Hepatitis B with Low HBeAg Levels Treated with Pegylated Interferon
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作者 Yu Li Yifei Lyu +1 位作者 Feng-Yu Xi Ying Gao 《Journal of Clinical and Nursing Research》 2023年第4期165-169,共5页
Objective:To study the predictive value of serum pregenomic RNA(pgRNA)on HBeAg clearance in patients with chronic hepatitis B with low HBeAg levels during pegylated interferon therapy.Methods:Twenty chronic hepatitis ... Objective:To study the predictive value of serum pregenomic RNA(pgRNA)on HBeAg clearance in patients with chronic hepatitis B with low HBeAg levels during pegylated interferon therapy.Methods:Twenty chronic hepatitis B patients with HBeAg positive and quantitative<50S/CO were selected for this study.The subjects underwent pegylated interferon therapy for 48-96 weeks and were followed up in the outpatient clinic after treatment.The patients were then divided into groups based on whether their HbeAg turned negative.The predictive ability of each indicator for HBeAg negative conversion was evaluated in the HBeAg negative group and the HBeAg positive group.Results:The results of logistic regression analysis suggested that pgRNA and HBcrAg were better indicators for predicting the clearance of HBeAg after treatment.Conclusion:For patients with chronic hepatitis B with low HBeAg levels,pgRNA is a good indicator in predicting HBeAg clearance during pegylated interferon therapy. 展开更多
关键词 Serum pgRNA Pegylated interferon Low HBeAg level Chronic hepatitis B HBeAg clearance Predictive value
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Predictive value of SinoSCORE on in-hospital mortality and postoperative complications after coronary artery bypass surgery
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作者 苏丕雄 《外科研究与新技术》 2011年第3期181-182,共2页
Objective To evaluate the performance of the Sino System for Coronary Operative Risk Evaluation (SinoSCORE) on in hospital mortality and postoperative complications in patients undergoing coronary artery bypass grafti... Objective To evaluate the performance of the Sino System for Coronary Operative Risk Evaluation (SinoSCORE) on in hospital mortality and postoperative complications in patients undergoing coronary artery bypass grafting (CABG) in a single heart center. Methods From January 2007 to December 2008,clinical information of 201 consecutive patients undergoing isolated CABG in our hospital was collected. The SinoSCORE was used to 展开更多
关键词 CABG Predictive value of SinoSCORE on in-hospital mortality and postoperative complications after coronary artery bypass surgery IABP
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Early peripheral perfusion index predicts 28-day outcome in patients with septic shock
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作者 Cheng Chi Hao Gong +2 位作者 Kai Yang Peng Peng Xiaoxia Zhang 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2024年第5期372-378,共7页
BACKGROUND:To investigate the prognostic value of the peripheral perfusion index(PPI)in patients with septic shock.METHODS:This prospective cohort study,conducted at the emergency intensive care unit of Peking Univers... BACKGROUND:To investigate the prognostic value of the peripheral perfusion index(PPI)in patients with septic shock.METHODS:This prospective cohort study,conducted at the emergency intensive care unit of Peking University People's Hospital,recruited 200 patients with septic shock between January 2023 and August 2023.These patients were divided into survival(n=84)and death(n=116)groups based on 28-day outcomes.Clinical evaluations included laboratory tests and clinical scores,with lactate and PPI values assessed upon admission to the emergency room and at 6 h and 12 h after admission.Risk factors associated with mortality were analyzed using univariate and multivariate Cox regression analyses.Receiver operator characteristic(ROC)curve was used to assess predictive performance.Mortality rates were compared,and Kaplan-Meier survival plots were created.RESULTS:Compared to the survival group,patients in the death group were older and had more severe liver damage and coagulation dysfunction,necessitating higher norepinephrine doses and increased fl uid replacement.Higher lactate levels and lower PPI levels at 0 h,6 h,and 12 h were observed in the death group.Multivariate Cox regression identifi ed prolonged prothrombin time(PT),decreased 6-h PPI and 12-h PPI as independent risk factors for death.The area under the curves for 6-h PPI and 12-h PPI were 0.802(95%CI 0.742-0.863,P<0.001)and 0.945(95%CI 0.915-0.974,P<0.001),respectively,which were superior to Glasgow Coma Scale(GCS),Sequential Organ Failure Assessment(SOFA)scores(0.864 and 0.928).Cumulative mortality in the low PPI groups at 6 h and 12 h was signifi cantly higher than in the high PPI groups(6-h PPI:77.52%vs.22.54%;12-h PPI:92.04%vs.13.79%,P<0.001).CONCLUSION:PPI may have value in predicting 28-day mortality in patients with septic shock. 展开更多
关键词 Peripheral perfusion index Septic shock PROGNOSIS Predictive value
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