• Title/Summary/Keyword: Recurrence Method

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Classification for Imbalanced Breast Cancer Dataset Using Resampling Methods

  • Hana Babiker, Nassar
    • International Journal of Computer Science & Network Security
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    • v.23 no.1
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    • pp.89-95
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    • 2023
  • Analyzing breast cancer patient files is becoming an exciting area of medical information analysis, especially with the increasing number of patient files. In this paper, breast cancer data is collected from Khartoum state hospital, and the dataset is classified into recurrence and no recurrence. The data is imbalanced, meaning that one of the two classes have more sample than the other. Many pre-processing techniques are applied to classify this imbalanced data, resampling, attribute selection, and handling missing values, and then different classifiers models are built. In the first experiment, five classifiers (ANN, REP TREE, SVM, and J48) are used, and in the second experiment, meta-learning algorithms (Bagging, Boosting, and Random subspace). Finally, the ensemble model is used. The best result was obtained from the ensemble model (Boosting with J48) with the highest accuracy 95.2797% among all the algorithms, followed by Bagging with J48(90.559%) and random subspace with J48(84.2657%). The breast cancer imbalanced dataset was classified into recurrence, and no recurrence with different classified algorithms and the best result was obtained from the ensemble model.

ON SEMILOCAL CONVERGENCE OF A MULTIPOINT THIRD ORDER METHOD WITH R-ORDER (2 + p) UNDER A MILD DIFFERENTIABILITY CONDITION

  • Parida, P.K.;Gupta, D.K.;Parhi, S.K.
    • Journal of applied mathematics & informatics
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    • v.31 no.3_4
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    • pp.399-416
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    • 2013
  • The semilocal convergence of a third order iterative method used for solving nonlinear operator equations in Banach spaces is established by using recurrence relations under the assumption that the second Fr´echet derivative of the involved operator satisfies the ${\omega}$-continuity condition given by $||F^{\prime\prime}(x)-F^{\prime\prime}(y)||{\leq}{\omega}(||x-y||)$, $x,y{\in}{\Omega}$, where, ${\omega}(x)$ is a nondecreasing continuous real function for x > 0, such that ${\omega}(0){\geq}0$. This condition is milder than the usual Lipschitz/H$\ddot{o}$lder continuity condition on $F^{\prime\prime}$. A family of recurrence relations based on two constants depending on the involved operator is derived. An existence-uniqueness theorem is established to show that the R-order convergence of the method is (2+$p$), where $p{\in}(0,1]$. A priori error bounds for the method are also derived. Two numerical examples are worked out to demonstrate the efficacy of our approach and comparisons are elucidated with a known result.

Lateral Canthoplasty Using Lateral Cantotomy and Y-V Advancement (외안각 절개술과 Y-V 피판술을 이용한 외안각 성형술)

  • Han, Byung Kee;Jung, Hyun Seok
    • Archives of Plastic Surgery
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    • v.34 no.5
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    • pp.641-646
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    • 2007
  • Purpose: Lateral canthoplasty is utilized in aesthetic surgery to lengthen the lateral palpebral fissure of the lateral canthal area. However, complication such as recurrence, contour deformity or hypertrophic scar make its results doubtful. Therefore, we developed lateral canthoplasty with lateral canthotomy and Y-V advancement to effectively lengthen the palpebral fissure without recurrence. Methods: A total number of 117 patients were reviewed from March 1991 to April 2005. The operative procedure was lateral canthoplasty with lateral canthotomy and Y-V advancement. To prevent recurrence, we dissected lateral conjunctiva of lower eyelid. The author believes that by this procedure, V flap would be able to advance laterally without tension. Results: We performed lateral canthoplasty in 117 patients. There were no recurrence and patients were satisfied with the results. There were 12 patients who presented with complication. Complication included hypertrophic scar in 4 patients, web formation in 3 patients and over-correction in 5 patients. Conclusion: Lateral canthoplasty with lateral canthotomy and simple Y-V advancement may be used as an effective method to lengthen palpebral fissure without recurrence.

Correction of Lowerlid Entropion by Using Skin-tarsal Fixation Method (피부검판 고정술을 이용한 하안검 내반증의 교정)

  • Hong, Jung Soo;Kim, Han Koo;Kim, Woo Seob;Kim, Seung Hong
    • Archives of Plastic Surgery
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    • v.32 no.3
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    • pp.397-402
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    • 2005
  • For its lowerlid entropion correction, nonsurgical eyelid suture or surgical eyelid suture can be employed. Different types of surgical eyelid suture such as the Hotz method and the Callahan method, are generally performed, but were not sufficient for correcting of entropion. In our hospital we performed modified skin-tarsal fixation on 15 patients, 5 male and 10 female from January 20, 1999 to December 16, 2002. We corrected lower eyelid entropion with the excision of the skin and orbicularis oculi muscle and buried suture of tarsal plate and dermis which is a variant of the Callahan method. All the patients were satisfied with the operation results, and there was no case of recurrence of the lower eyelid pricking the cornea. During the 6 months period after the operation, the lower eyelids slightly turned inward but there was no further progression. The correction was performed excessively, therefore there was no case of recurrence after the operation and the results were satisfactory. There developed a dimple at the suture margin caused by skin contraction but it usually disappeared within 2 months after the operation. To avoid recurrence and to achieve satisfactory results, the orbicularis oculi muscle must be totally resected at the ciliary margin. We resected ciliary as well as pretarsal portion of orbicularis oculi muscle. Also, since most of the recurrences are originated from the medial side, the medial portion of skin flap must be tightly fixed to avoid recurrence and the upper part of the dermis should be fixed tightly to the lower border of the tarsal plate.

Elevated PIVKA-II is Associated with Early Recurrence and Poor Prognosis in BCLC 0-A Hepatocellular Carcinomas

  • Wang, Bei-Li;Tan, Qi-Wen;Gao, Xing-Hui;Wu, Jiong;Guo, Wei
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.16
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    • pp.6673-6678
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    • 2014
  • Background: To investigate the prognostic value of serum PIVKA-II (prothrombin induced by the absence of vitamin K or antagonist-II) in BCLC (Barcelona Clinic Liver Cancer) 0-A hepatocellular carcinoma (HCC) patients after curative resection. Materials and Methods: Preoperative sera were collected from 140 patients with BCLC 0-A HCCs undergoing curative resection during 2011-2012 in Zhongshan Hospital. Follow-up ended on November 2013. ELISA was used to detect the serum concentrations of preoperative PIVKA-II. The prognostic value of PIVKA-II and other clinicopathological factors was analyzed by the Kaplan-Meier method and the multivariate Cox proportional hazards model. Results: During follow-up, 39 of 140 patients suffered recurrence and the 1-year recurrence rate was 27.9%. The high-PIVKA-II expression group had lower 1-year time to progression (TTP) compared with the low-expression group (54.8% vs 20.2%, p<0.001). Patients with high preoperative PIVKA-II expression showed a relatively higher risk of developing postoperative recurrence than those with low expression in the low-recurrence-risk subgroups, including ${\alpha}$-fetoprotein ${\leq}400ng/mL$ (45.4% vs 16.7%; p=0.006), tumor size ${\leq}5cm$ (54.2% vs 18.1%; p<0.001), single tumor (56.0% vs 19.1%; p<0.001), absence of satellite lesions (53.3% vs 19.8%; p=0.001), absence of vascular invasion (52.6% vs 14.9%; p=0.002), and Edmondson stage I/II (60.9% vs 20.3%; p<0.001). PIVKA-II was the strongest independent prognostic factor for TTP (hazard ratio, 2.877; 95% CI 1.524-5.429; p=0.001). Conclusions: Elevated PIVKA-II is associated with early recurrence of BCLC 0-A HCC after curative resection and can be considered a novel prognostic predictor.

Impact of Stroke Knowledge, Fear of Recurrence on Health Behavior in Patients with Ischemic Stroke (허혈성 뇌졸중 환자의 뇌졸중 지식과 재발염려가 건강행위에 미치는 영향)

  • Choi, Yun Ok;Lee, JuHee
    • Korean Journal of Adult Nursing
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    • v.29 no.3
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    • pp.302-312
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    • 2017
  • Purpose: The purpose of this study was to identify the following: knowledge of stroke, fear of recurrence and health behaviors among patients with ischemic stroke. Further, factors influencing health behavior will be described. Methods: Data were collected from 180 patients with ischemic stroke at a general hospital. The study instruments included items about general and health related characteristics, a Stroke Knowledge Scale, a Stroke Fear of Recurrence Scale, and a Health Behavior Scale. Hierarchical regression method was conducted to examine predictors of health behavior. Results: The mean age of the participants was $63.62{\pm}11.10years$, and 57.8% of the sample was men. The mean score for stroke knowledge (possible range=0~17) was $14.99{\pm}1.76$, the mean score for fear of recurrence (possible range=0~32) was $23.16{\pm}3.75$, and the mean score for health behavior (possible range=20~80) was $54.69{\pm}6.46$. Stroke knowledge and fear of recurrence were associated with health behavior in patients with ischemic stroke (F=9.98, p<.001, Adjusted $R^2=.43$). Conclusion: The results demonstrated that stroke knowledge and fear of recurrence impacts the health behavior among patients with ischemic stroke. Thus, nursing interventions which focused on fear of recurrence as well as enhancing stroke knowledge could help health behavior in patients with ischemic stroke.

Predictive Factors for a Kyphosis Recurrence Following Short-Segment Pedicle Screw Fixation Including Fractured Vertebral Body in Unstable Thoracolumbar Burst Fractures

  • Kim, Gun-Woo;Jang, Jae-Won;Hur, Hyuk;Lee, Jung-Kil;Kim, Jae-Hyoo;Kim, Soo-Han
    • Journal of Korean Neurosurgical Society
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    • v.56 no.3
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    • pp.230-236
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    • 2014
  • Objective : The technique of short segment pedicle screw fixation (SSPSF) has been widely used for stabilization in thoracolumbar burst fractures (TLBFs), but some studies reported high rate of kyphosis recurrence or hardware failure. This study was to evaluate the results of SSPSF including fractured level and to find the risk factors concerned with the kyphosis recurrence in TLBFs. Methods : This study included 42 patients, including 25 males and 17 females, who underwent SSPSF for stabilization of TLBFs between January 2003 and December 2010. For radiologic assessments, Cobb angle (CA), vertebral wedge angle (VWA), vertebral body compression ratio (VBCR), and difference between VWA and Cobb angle (DbVC) were measured. The relationships between kyphosis recurrence and radiologic parameters or demographic features were investigated. Frankel classification and low back outcome score (LBOS) were used for assessment of clinical outcomes. Results : The mean follow-up period was 38.6 months. CA, VWA, and VBCR were improved after SSPSF, and these parameters were well maintained at the final follow-up with minimal degree of correction loss. Kyphosis recurrence showed a significant increase in patients with Denis burst type A, load-sharing classification (LSC) score >6 or DbVC >6 (p<0.05). There were no patients who worsened to clinical outcome, and there was no significant correlation between kyphosis recurrence and clinical outcome in this series. Conclusion : SSPSF including the fractured vertebra is an effective surgical method for restoration and maintenance of vertebral column stability in TLBFs. However, kyphosis recurrence was significantly associated with Denis burst type A fracture, LSC score >6, or DbVC >6.

Clinical Characteristics and Current Managements for Patients with Chronic Subdural Hematoma : A Retrospective Multicenter Pilot Study in the Republic of Korea

  • Oh, Hyuk-Jin;Seo, Youngbeom;Choo, Yoon-Hee;Kim, Young Il;Kim, Kyung Hwan;Kwon, Sae Min;Lee, Min Ho;Chong, Kyuha
    • Journal of Korean Neurosurgical Society
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    • v.65 no.2
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    • pp.255-268
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    • 2022
  • Objective : Chronic subdural hematoma (CSDH) is a common disease in neurosurgical departments, but optimal perioperative management guidelines have not yet been established. We aimed to assess the current clinical management and outcomes for CSDH patients and identify prognostic factors for CSDH recurrence. Methods : We enrolled a total of 293 consecutive patients with CSDH who underwent burr hole craniostomy at seven institutions in 2018. Clinical and surgery-related characteristics and surgical outcomes were analyzed. The cohort included 208 men and 85 women. Results : The median patient age was 75 years. Antithrombotic agents were prescribed to 105 patients. History of head trauma was identified in 59% of patients. Two hundred twenty-seven of 293 patients (77.5%) had unilateral hematoma and 46.1% had a homogenous hematoma type. About 70% of patients underwent surgery under general anesthesia, and 74.7% underwent a single burr hole craniostomy surgery. Recurrence requiring surgery was observed in 17 of 293 patients (5.8%), with a median of 32 days to recurrence. The postoperative complication rate was 4.1%. In multivariate analysis, factors associated with CSDH recurrence were separated hematoma type (odds ratio, 3.906; p=0.017) and patient who underwent surgery under general anesthesia had less recurrence (odds ratio, 0.277; p=0.017). Conclusion : This is the first retrospective multicenter generalized cohort pilot study in the Republic of Korea as a first step towards the development of Korean clinical practice guidelines for CSDH. The type of hematoma and anesthesia was associated with CSDH recurrence. Although the detailed surgical method differs depending on the institution, the surgical treatment of CSDH was effective. Further studies may establish appropriate management guidelines to minimize CSDH recurrence.

A Study on Cancer Patients' Quality of Life, Perceived Health Status and Susceptibility.Severity for Cancer Recurrence (암환자의 삶의 질, 지각된 건강상태 및 암재발 인지에 관한 연구)

  • Shin, Im-Sik;Han, Sang-Sook
    • Journal of East-West Nursing Research
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    • v.11 no.2
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    • pp.146-154
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    • 2005
  • Purpose: This study was designed to identify the relationship between quality of life, perceived health status, perceived susceptibility severity to recurrence of cancer and character of object in cancer patients to provide the basic data of effective nursing interventions. Method: The subject of this study was randomly chosen from the patients diagnosed of cancer and being hospitalised or receiving chemotherapy as outpatients, at a Division of Hemato-Oncology, Department of Internal Medicine of a university hospital located in Seoul. The tool used in this study was a measurement tool for quality of life (${\alpha}=.829$), perceived health status (${\alpha}=.903$), and perceived susceptibility and severity for cancer recurrence (${\alpha}=.860$). The collected data were analysed using SPSS PC 12.0 Programme for real number, percentage, average, standard deviation, Pearson's Correlation, t-test and ANOVA, according to the purpose of this study. Result: 1) The score of quality of life in cancer patients was 3.64 point, perceived health status was 2.62 and perceived susceptibility severity to recurrence of cancer was 2.41. 2) There was a significant difference in the quality of life according to general characteristics, such as level of education, occupation, level of activity, pain, medication period, diagnosis, disease stage, purpose of medication, and recurrence. There was a significant difference in perceived health status according to age, level of activity, pain, diagnosis, purpose of medication, and recurrence. There was a significant difference in perceived susceptibility severity to recurrence of cancer according to age, level of education, and pain. 3) The cancer patients' quality of life showed significant correlation with perceived health status, perceived susceptibility severity to recurrence of cancer, pain, job, treatment purpose, relapse. The perceived health status showed significant correlation with perceived susceptibility severity to recurrence of cancer, pain, treatment purpose, relapse. The perceived susceptibility severity to recurrence of cancer showed significant correlation with pain. The relapse showed significant correlation with treatment purpose. The cancer patients' quality of life, perceived health status, and perceived susceptibility and severity for cancer recurrence, as confirmed above, showed differences according to the related factors of each subject, and it was also confirmed that those factors were significantly related with general characteristics. Upon these results, I suggest further studies on the factors that affect the cancer patients' quality of life.

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The Results of Postoperative Radiation Therapy in the Rectal Cancer (직장암의 수술 후 방사선치료성적)

  • Lee Kyung-Ja
    • Radiation Oncology Journal
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    • v.12 no.1
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    • pp.91-98
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    • 1994
  • Purpose: Despite apparently complete resection of cancer of the rectum, local recurrence rate was high. Radiation therapy has been used either alone or in combination with chemotherapy as an adjunct to surgery to reduce the risk of recurrence. This study was designed to evaluate the prognostic factors, survival rate and local recurrence rate of the rectal cancer who had received postoperative radiation therapy by retrospective analysis. Method: From 1982 to 1990, 63 patients with cancer of the rectum surgically staged as B2 or C disease received postoperative adjuvant radiation therapy after curative resection of tumor for cure. Postoperative radiation therapy was given to the whole pelvis(mean dose: 5040 cGy in 5-6weets) and perineum was included in irradiated field in case of abdominoperineal resection. Results: Three-year actuarial survival rate was 73.2$ \% $ overall, 87.7$ \% $ in stage B2+3 and 62.9$ \% $ in stage C2+3. Three-year disease-free survival rate was 69.5$ \% $ overall, 87.7$ \% $ in stage B2+3 and 56.8$ \% $ in stage C2+3, Three-year disease-free survival rate in anterior resection was 77.8$ \% $ and 44.4$ \% $ in abdominoperineal resection. The local recurrence rate was 15.9$ \% $ and distant failure rate was 20.6$ \% $. Severe late complication was small bowel obstruction in 6 patients and surgery was required in 4 patients(6.3$ \% $). The prognostic factors were stage(p=0.0221) and method of surgery(p= 0.0414) (anterior resection vs abdominoperineal resection). Conclusion: This study provides evidence supporting the use of postoperative radiation therapy for reducing the local recurrence rate in patients who have had curative resection of rectal cancer with involvement of perirectal fat or regional nodes or both(stage B2 and C).

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