• 제목/요약/키워드: data value predictor

검색결과 113건 처리시간 0.025초

한국인 대상 대사증후군 진단 예측인자로서 허리-신장비 (The Study on Availability as a Predictor of Waist-to-Height Ratio for Metabolic Syndrome Diagnosis in Koreans)

  • 예성애;고유미;장보형;박태용;백영화;강병갑;송윤경
    • 한방비만학회지
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    • 제17권2호
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    • pp.127-132
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    • 2017
  • Objectives: Recently, many studies have demonstrated that the waist-to-height ratio (WHtR) is more correlated with metabolic syndrome than the waist-hip ratio (WHR), body mass index (BMI). The aim of this study was to investigate and compare WHtR as a predictor of metabolic syndrome with other anthropometric indices. Methods: Approximately 3,800 data of subjects were used for the analysis, and data from Korean Medicine Data Centar). Receiver operating characteristic curve was performed and area under the curve (AUC) was calculated to find the usefulness of WHtR, WHR, and BMI. Results: WHtR was the most predictive factor with the highest diagnostic value for metabolic syndrome than WHR, BMI. AUC of WHtR was significantly higher in total subjects, men and women. Conclusions: WHtR may be the simple and effective anthropometric index for metabolic syndrome.

Red Cell Distribution Width as a Predictor of Prostate Cancer Progression

  • Albayrak, Sebahattin;Zengin, Kursad;Tanik, Serhat;Bakirtas, Hasan;Imamoglu, Abdurrahim;Gurdal, Mesut
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권18호
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    • pp.7781-7784
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    • 2014
  • Background: The aims of this study were to investigate the utility of red blood cell distribution width (RDW) as a simple and readily available marker in prostate cancer, as well as to evaluate RDW as a predictor of progression in prostate cancer patients. Materials and Methods: We evaluated 62 newly diagnosed prostate cancer patients who underwent transrectal ultrasound (TRUS)-guided biopsy and 62 healthy controls of mean age 64 (range, 45-75) years at the Urology Clinic of Bozok University Hospital. Data collection was performed using our laboratory information system database to retrieve findings regarding RDW, hemoglobin, prostatespecific antigen (PSA), and age. The RDW values were compared between the healthy control group and prostate cancer patients. A high risk of progression as defined as a Gleason score (GS) >6, total number of cores positive for cancer >33%, each core containing >50% cancer cells, and a prostate-specific antigen (PSA) level >10 ng/mL. Patients were classified according to risk of progression, as well as divided into subgroups according to the RDW quartile. Results: The mean RDW value of prostate cancer patients was 14.6, compared with 13.7 in the healthy control group (p=0.001). A higher RDW was associated with an increased risk of progression, whereas a lower RDW value was correlated with a low risk of progression. Conclusions: RDW is an easily derived measure that might, in combination with other markers, help predict prostate cancer risk and progression. We suggest that RDW may be used in combination with other parameters in the assessment of prostate cancer.

Surgery versus Nerve Blocks for Lumbar Disc Herniation : Quantitative Analysis of Radiological Factors as a Predictor for Successful Outcomes

  • Kim, Joohyun;Hur, Junseok W.;Lee, Jang-Bo;Park, Jung Yul
    • Journal of Korean Neurosurgical Society
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    • 제59권5호
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    • pp.478-484
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    • 2016
  • Objective : To assess the clinical and radiological factors as predictors for successful outcomes in lumbar disc herniation (LDH) treatment. Methods : Two groups of patients with single level LDH (L4-5) requiring treatment were retrospectively studied. The surgery group (SG) included 34 patients, and 30 patients who initially refused the surgery were included in the nerve blocks group (NG). A visual analogue scale (VAS) for leg and back pain and motor deficit were initially evaluated before procedures, and repeated at 1, 6, and 12 months. Radiological factors including the disc herniation length, disc herniation area, canal length-occupying ratio, and canal area-occupying ratio were measured and compared. Predicting factors of successful outcomes were determined with multivariate logistic regression analysis after the optimal cut off values were established with a receiver operating characteristic curve. Results : There was no significant demographic difference between two groups. A multivariate logistic regression analysis with radiological and clinical (12 months follow-up) data revealed that the high disc herniation length with cutoff value 6.31 mm [odds ratio (OR) 2.35; confidence interval (CI) 1.21-3.98] was a predictor of successful outcomes of leg pain relief in the SG. The low disc herniation length with cutoff value 6.23 mm (OR 0.05; CI 0.003-0.89) and high baseline VAS leg (OR 12.63; CI 1.64-97.45) were identified as predictors of successful outcomes of leg pain relief in the NG. Conclusion : The patients with the disc herniation length larger than 6.31 mm showed successful outcomes with surgery whereas the patients with the disc herniation length less than 6.23 mm showed successful outcomes with nerve block. These results could be considered as a radiological criteria in choosing optimal treatment options for LDH.

Predicting Consumers' Repurchase Intention of Ready-to-Drink Coffee: A Supply Chain from Thai Producers to Retailers

  • PUTITHANARAK, Naruecha;KLONGTHONG, Worasak;THAVORN, Jakkrit;NGAMKROECKJOTI, Chittipa
    • 유통과학연구
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    • 제20권5호
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    • pp.105-117
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    • 2022
  • Purpose: This research investigates ready-to-drink (RTD) coffee. Although the RTD coffee market is growing competitively, few studies have examined behavioral re-intention or repurchase intention in the context of this industry. Therefore, the objective of this study was to explore factors affecting the behavioral re-intention to purchase RTD coffee. Research design, data and methodology: Using the theory of planned behavior (TPB) as the underpinning theoretical framework, this study hypothesized that behavioral re-intention to purchase RTD coffee is influenced by the variables of the TPB and additional variables. A mixed-method research design was applied, starting with qualitative in-depth interviews and followed by a quantitative method. Data were collected using an online survey of coffee lovers. Multiple linear regression (MLR) was used to assess the hypothesized relationships in the proposed conceptual framework. Results: The results reveal that content sensory attribute beliefs are the strongest positive predictor of behavioral re-intention in Thailand, followed by perceived utilitarian value. In contrast, price signaling was negatively related to behavioral re-intention. Conclusions: The findings can help food and beverage companies to develop new coffee product lines to gain more market share, create integrated marketing communications to build brand awareness, and manage distribution channels and the supply chain.

농촌 다문화가정 청소년의 사회적 거리감과 관련 변인 (A Study on the and Its Related Variables Social Distance of Adolescent of Multicultural Family in Rural Areas)

  • 정진환;이창식
    • 농촌지도와개발
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    • 제18권1호
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    • pp.73-99
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    • 2011
  • As multicultural family gradually increased, our society is changing towards multicultural society. This study tried to identify the factors related with social distance of adolescent of multicultural family. The participants were 568 middle school students living in S city, D and H county in Chungnam province. Data for the study were analyzed by frequency, mean comparison, correlation and regression analysis. The study results were summarized as follows. First, there were significant differences in social distance according to gender, school record, and place of residence. Second, there were significant differences in social distance according to degree of intimacy between general adolescents. Third, as a result of correlation analysis, the lower self-esteem was, the lower value orientation was, the lower cultural diversity was; the higher social distance is. Accordingly, social distance for adolescents had negative correlations with self-esteem, value orientation, and cultural diversity. Fourth, variables affecting social distance were gender, school record, family composition, place of residence, friend from multicultural family, intention to be a friend, experience of overseas travel, self-esteem, value orientation, cultural diversity. Among them, intention to be a friend was a main predictor.

데이터 마이닝을 이용한 단기 부하 예측 시스템 연구 (A Study of Short-Term Load Forecasting System Using Data Mining)

  • 주영훈;정근호;김도완;박진배
    • 한국지능시스템학회논문지
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    • 제14권2호
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    • pp.130-135
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    • 2004
  • 본 논문에서는 데이터 마이닝을 이용한 단기 전력 부하 예측 시스템의 새로운 설계 기법을 제안한다. 제안된 단기 부하 예측시스템은 Takagj-Sugeno (T-S) 퍼지 모델 기반 예측기와 분류기로 구성된다. 또한, 제안된 T-S 퍼지 모델 기반 분류기는 전반부 가우시안 집합과 후반부 선형화된 베이지안 분류기로 구성된다 분류기의 파라미터들은 주어진 훈련 집합의 통계적 수치로 쉽게 얻어진다. 제안된 T-S 퍼지 모델 기반 예측기는 한 가지 입력에 대한 선형 시계열 예측기의 볼록 조합 형태를 가진다. 후반부 파라미터 추정 문제는 실제 전력 부하와 예측 전력 부하의 놈(norm)을 최소화하는 볼록 최적화 문제로 간주한다. 그 문제는 선형 행렬 부등식으로 설정됨으로써 후반부 파라미터는 추정된다. 전반부 파라미터 추정문제는 선형 시계열 예측기들이 모여진 전체 T-S 퍼지 시스템의 출력과 실제 전력 부하 사이의 에러를 최소화하는 문제이다. 이 문제는 경사치 하향 기법이 적용하여 해결되었다 제안된 기법의 유용성을 검증하기 위해 본 논문은 하루 후 24시간 전력 부하 예측과 하루 후 최고 전력부하를 예측 실험을 제공한다.

Pooled Analysis of the Cow's Milk-related-Symptom-Score (CoMiSSTM) as a Predictor for Cow's Milk Related Symptoms

  • Vandenplas, Yvan;Steenhout, Philippe;Jarvi, Anette;Garreau, Anne-Sophie;Mukherjee, Rajat
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • 제20권1호
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    • pp.22-26
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    • 2017
  • Purpose: The diagnosis of cow's milk (CM) allergy is a challenge. The Cow's Milk-related-Symptom-Score ($CoMiSS^{TM}$) was developed to offer primary health care providers a reliable diagnostic tool for CM related symptoms. The predictive prospective value of the $CoMiSS^{TM}$ was evaluated in three clinical trials. Methods: Pooled analyses of the three studies were conducted based on regressing the results of the month-1 challenge test on the month-1 $CoMiSS^{TM}$, adjusting for baseline $CoMiSS^{TM}$ using a logistic regression model. In addition a logistic regression model was also fitted to the month-1 challenge test result with the change in $CoMiSS^{TM}$ from baseline as a predictor. Results: Results suggest that infants having a low $CoMiSS^{TM}$ (median, 5) after 1 month dietary treatment free from intact CM protein have a significant risk of having a positive challenge test (odds ratio, 0.83; 95% confidence interval, 0.75-0.93; p=0.002). Pooled data suggest that the change in $CoMiSS^{TM}$ from baseline to month-1 can predict CM related symptoms as a confirmed diagnosis according to the challenge test at month-1. However, in order to validate such a tool, infants without CM related symptoms would also need to be enrolled in a validation trial. A concern is that it may not be ethical to expose healthy infants to a therapeutic formula and a challenge test. Conclusion: Pooled data analysis emphasizes that the $CoMiSS^{TM}$ has the potential to be of interest in infants suspected to have CM-related-symptoms. A prospective validation trial is needed.

Daily Feed Intake, Energy Intake, Growth Rate and Measures of Dietary Energy Efficiency of Pigs from Four Sire Lines Fed Diets with High or Low Metabolizable and Net Energy Concentrations

  • Schinckel, A.P.;Einstein, M.E.;Jungst, S.;Matthews, J.O.;Booher, C.;Dreadin, T.;Fralick, C.;Wilson, E.;Boyd, R.D.
    • Asian-Australasian Journal of Animal Sciences
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    • 제25권3호
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    • pp.410-420
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    • 2012
  • A trial was conducted to: i) evaluate the BW growth, energy intakes and energetic efficiency of pigs fed high and low density diets from 27 to 141 kg BW, ii) evaluate sire line and sex differences when fed both diets, and iii) to compare ME to NE as predictor of pig performance. The experiment had a replicated factorial arrangement of treatments including four sire lines, two sexes (2,192 barrows and 2,280 gilts), two dietary energy densities and a light or heavy target BW, 118 and 131.5 kg in replicates 1 to 6 and 127 and 140.6 kg in replicates 7 to 10. Pigs were allocated to a series of low energy (LE, 3.27 Mcal ME/kg) corn-soybean meal based diets with 16% wheat midds or high energy diets (HE, 3.53 to 3.55 Mcal ME/kg) with 4.5 to 4.95% choice white grease. All diets contained 6% DDGS. The HE and LE diets of each of the four phases were formulated to have equal lysine:Mcal ME ratios. Pigs were weighed and pen feed intake (11 or 12 pigs/pen) recorded at 28-d intervals. The barrow and gilt daily feed (DFI), ME (MEI) and NE (NEI) intake data were fitted to a Bridges function of BW. The BW data of each sex were fitted to a generalized Michaelis-Menten function of days of age. ME and NE required for maintenance (Mcal/d) were predicted using functions of BW (0.255 and 0.179 BW^0.60 respectively). Pigs fed LE diets had decreased ADG (915 vs. 945 g/d, p<0.001) than pigs fed HE diets. Overall, DFI was greater (p<0.001) for pigs fed the LE diets (2.62 vs. 2.45 kg/d). However, no diet differences were observed for MEI (8.76 vs. 8.78 Mcal/d, p = 0.49) or NEI (6.39 vs. 6.44 Mcal/d, p = 0.13), thereby indicating that the pigs compensated for the decreased energy content of the diet. Overall ADG:DFI (0.362 vs. 0.377) and ADG:Mcal MEI (0.109 vs. 0.113) was less (p<0.001) for pigs fed LE compared to HE diets. Pigs fed HE diets had 3.6% greater ADG:Mcal MEI above maintenance and only 1.3% greater ADG:Mcal NEI (0.152 versus 0.150), therefore NEI is a more accurate predictor of growth and G:F than MEI.Pigs fed HE diets had 3.4% greater ADG:Mcal MEI and 0.11% greater ADG:NEI above maintenance than pigs fed LE diets, again demonstrating that NEI is a better predictor of pig performance than MEI. Pigs fed LE diets had similar daily NEI and MEI but grew slower and less efficiently on both ME and NE basis than pigs fed HE diets. The data suggest that the midds NE value (2.132 Mcal/kg) was too high for this source or that maintenance was increased for pigs fed LE diets.

중증 뇌손상이 없는 둔상 환자에서 초기 중증도 예측인자로서 D-dimer의 역할 (Initial D-dimer level as early prognostic tool in blunt trauma patients without significant brain injury)

  • 손석우;이재백;진영호;정태오;조시온;이정문;윤재철;김소은
    • 대한응급의학회지
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    • 제29권5호
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    • pp.430-436
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    • 2018
  • Objective: The purpose of this study was to evaluate whether or not the d-dimer level indicating hyperfibrinolysis could be a predictor of early poor outcome (massive transfusion, death within 24 hours) associated with trauma-induced coagulopathy in blunt trauma without significant brain injury. Methods: This study was a retrospective observational study using 516 blunt trauma patients without significant brain injury. The poor outcome group, including patients receiving massive transfusion and those who died within 24 hours, consisted of 33 patients (6.4%). The variables were compared between the poor outcome group and good outcome group, and logistic regression analysis was performed using statistically significant variables. Receiver operating characteristic (ROC) curve analysis was performed to evaluate the poor outcome prediction ability of the initial d-dimer level. Results: The poor outcome group showed more serious anatomical, physiological, and laboratory data than the good outcome group. In the ROC curve analysis for evaluation of the poor outcome prediction of the d-dimer level, the area under the curve value was 0.87 (95% confidence interval [CI], 0.84-0.90) while the cut-off value was 27.35 mg/L. In the logistic regression analysis, the high d-dimer level was shown to be an independent predictor of poor outcome (adjusted odds ratio, 14.87; 95% CI, 2.96-74.67). Conclusion: The high d-dimer level (>27.35 mg/L) can be used as a predictor for the poor outcome of patients with blunt trauma without significant brain injury.

아버지의 자녀가치와 문화성향이 양육참여에 미치는 영향 (The effects of father's value of children and cultural orientation on the father's parenting involvement)

  • 신건호
    • 디지털융복합연구
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    • 제17권5호
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    • pp.369-377
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    • 2019
  • 본 연구는 아버지의 자녀가치와 문화성향이 자녀의 양육참여에 미치는 영향을 확인하기 위해서 실시되었다. 본 연구는 만3세-5세 유아기 자녀를 둔 아버지 286명을 대상으로 자녀가치, 문화성향과 양육참여, 그리고 개인적 특성을 측정하였다. 본 연구의 결과는 아래와 같다. 첫째, 아버지의 자녀가치 중 정서적 가치는 양육참여에 정적인 영향을 미쳤으며, 도구적 가치는 부정인 영향을 미쳤다. 둘째, 아버지의 문화성향 중 집단주의가 개인주의보다 상대적으로 양육참여에 정적인 영향을 미치는 것으로 나타났다. 셋째, 아버지의 개인적 특성 중 학력은 양육참여에 정적인 영향을 미치는 것으로 나타났다. 이러한 결과는 아버지의 양육참여에 아버지가 자녀에 대해 부여하는 가치와 아버지의 문화성향이 중요한 영향을 미친다는 것을 의미한다. 이를 토대로 추후의 연구와 아버지의 양육참여를 지원하는 방안을 논의하였다.