• 제목/요약/키워드: data value predictor

검색결과 115건 처리시간 0.025초

GeoAI-Based Forest Fire Susceptibility Assessment with Integration of Forest and Soil Digital Map Data

  • Kounghoon Nam;Jong-Tae Kim;Chang-Ju Lee;Gyo-Cheol Jeong
    • 지질공학
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    • 제34권1호
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    • pp.107-115
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    • 2024
  • This study assesses forest fire susceptibility in Gangwon-do, South Korea, which hosts the largest forested area in the nation and constitutes ~21% of the country's forested land. With 81% of its terrain forested, Gangwon-do is particularly susceptible to wildfires, as evidenced by the fact that seven out of the ten most extensive wildfires in Korea have occurred in this region, with significant ecological and economic implications. Here, we analyze 480 historical wildfire occurrences in Gangwon-do between 2003 and 2019 using 17 predictor variables of wildfire occurrence. We utilized three machine learning algorithms—random forest, logistic regression, and support vector machine—to construct wildfire susceptibility prediction models and identify the best-performing model for Gangwon-do. Forest and soil map data were integrated as important indicators of wildfire susceptibility and enhanced the precision of the three models in identifying areas at high risk of wildfires. Of the three models examined, the random forest model showed the best predictive performance, with an area-under-the-curve value of 0.936. The findings of this study, especially the maps generated by the models, are expected to offer important guidance to local governments in formulating effective management and conservation strategies. These strategies aim to ensure the sustainable preservation of forest resources and to enhance the well-being of communities situated in areas adjacent to forests. Furthermore, the outcomes of this study are anticipated to contribute to the safeguarding of forest resources and biodiversity and to the development of comprehensive plans for forest resource protection, biodiversity conservation, and environmental management.

TRMM TMI 관측과 태풍 강도와의 관련성 (Relationship between Tropical Cyclone Intensity and Physical Parameters Derived from TRMM TMI Data Sets)

  • 변재영
    • 대한원격탐사학회지
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    • 제24권4호
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    • pp.359-367
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    • 2008
  • 마이크로파 센서로부터 산출된 물리량과 태풍강도와의 관련성을 2004년 6월에서 9월까지 관측된 태풍과 TRMM TMI 자료를 이용하여 조사하였다. TMI 관측으로부터 산출된 85 GHz 밝기온도(TB), 편광보정온도(PCT), 총 수증기량, 얼음, 강우강도, 잠열방출량은 RMSC-Tokyo의 태풍 best-track 데이터베이스의 최대 풍속으로 정의된 태풍강도와 상관분석을 실시하였다 TB와 태풍강도의 최대 상관계수는 태풍 중심으로부터 반경 2.5도 공간평균을 하였을 때 $-0.2{\sim}-0.4$를 나타냈다. 총 수증기량, 강우강도, 잠열방출량과 태풍강도와의 상관계수는 $0.2{\sim}0.4$를 보였다. 태풍 강도 크기에 따른 상관계수 분포는 태풍 발달의 초기 단계에서는 열대성 저기압 중심으로부터 반경 $1.0{\sim}1.5$도 공간 평균을 하였을 때 최대값을 보였으나 태풍이 가장 크게 발달하였을 때는 태풍 중심에서 반경 0.5도의 공간 평균을 하였을 때 최대 상관성이 나타났다. 최대 상관계수를 나타낸 변수와 공간 규모는 회귀분석으로부터 태풍을 강도를 산출할 수 있으며 태풍 Rusa(2002)와 Maemi(2003)에 적용하였다. 태풍 강도의 오차는 태풍 강도 크기를 고려한 85GHz TB와 총 수증기량의 다중 회귀에서 최소를 보였다. 본 연구는 마이크로파 위성 관측의 TB와 총 수중기량으로부터 태풍 강도 산출에 기여할 수 있음을 지시한다.

수단-목적사슬이론을 적용한 프랜차이즈 분식점의 서비스 품질, 지각된 혜택, 가치 그리고 행동의도 간의 관계 분석 (A Study on the Relationships among Service Quality, Perceived Benefit, Value, and Behavioral Intention as Perceived by Franchise Snack Bar Restaurant Consumers - Application of Means-End Chain Theory -)

  • 박혜빈;이순아;유서영
    • 한국조리학회지
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    • 제22권3호
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    • pp.183-197
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    • 2016
  • 본 연구는 프랜차이즈 분식점 이용객들을 대상으로 프랜차이즈 분식점 방문 시 인지될 수 있는 세 가지 서비스 품질 요인들을 측정하고, 이러한 요인들이 고객들이 지각한 혜택과 가치, 그리고 행동의도에 어떠한 영향을 미치는지 파악하고자 수행되었다. 연구가설 검증을 위하여 총 450부의 설문지를 최근 3개월 이내에 프랜차이즈 분식점 이용 방문객들을 대상으로 배포하여, 이 중 불성실한 응답 39부를 제외한 총 411부의 설문지가 실증분석에 사용되었다. SPSS 20.0과 AMOS 20.0을 사용하여 기술통계, 요인분석 및 신뢰도검증 및 요인들 간의 인과관계를 검증하였다. 연구결과, 서비스 품질의 세 가지 요인 모두가 지각된 혜택에 유의한 영향을 미치는 것으로 분석되었으며, 세 요인 중 결과품질이 지각된 혜택에 가장 높은 영향을 미치는 것으로 나타났다. 지각된 혜택은 가치에 중요한 선행변수임이 검증되었고, 긍정적으로 형성된 가치는 미래행동의도에 직접적 영향을 미치는 것을 입증하였다. 이러한 연구결과는 기존에 여러 선행연구에서 검증되었던 수단-목적 사슬이론을 프랜차이즈 분식점을 대상으로 한 연구분야에 적용시켰다는 것에 의의를 가진다. 본 연구의 결과는 최근 외식산업분야에서 중요한 축으로 자리 잡고 있는 분식점 산업의 활성화와 경쟁우위 전략을 구축을 하는데 현실적이고 논리적인 제언을 해줄 수 있을 것으로 사료된다.

뇌척수액에서 항 Glutamic acid decarboxylase 항체검사의 참고치 설정 (Evaluation of reference value of anti-Glutamic acid decarboxylase antibody for cerebrospinal fluid)

  • 박민호;신선영;윤태석;신희정;노경운
    • 핵의학기술
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    • 제21권2호
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    • pp.28-30
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    • 2017
  • 본 연구를 통해 항 GAD 항체검사에서 뇌척수액에 대한 정상치 범위를 추정하였다. 본원에서 211명을 대상으로 혈청과 뇌척수액에 대한 항 GAD 항체검사를 함께 의뢰받은 환자 데이터를 분석해 본 결과 혈청은 1.0 U/mL 이상의 값을 가진 환자가 약 5%를 차지하였고. 뇌척수액의 경우에는 1.0 U/mL이상의 값을 가진 환자는 약 98% 이상을 차지하였다. 혈청의 참고치 (1.0 U/mL 이상 양성)를 뇌척수액에 적용했을 경우에는 대부분의 환자들이 강직증후군 및 간질을 진단 받게 된다. 이에 혈청과 뇌척수액의 참고치를 병용해서 사용하는 것은 부적합하다고 판단하였고 뇌척수액에 대한 참고치를 본원에서 자체적으로 설정하고자 하였다. 실험 대상으로는 정상인의 뇌척수액을 채취하는 데는 어려움이 있어 이와 가장 유사한 생리식염수를 음성대조군으로 선정하였다. 총 70개의 생리식염수를 검사한 결과 Mean값이 1.97 U/mL, SD 값이 0.72 U/mL가 나왔다. 이 값들에 Hoffmann법으로 Mean값에서 ${\pm}2SD$를 정상범위로 하여 0.54 U/mL ~ 3.40 U/mL로 Expected reference range를 설정할 수 있었다. 본 실험에서 아쉬운 점은 참고치 설정에 있어 정상인의 뇌척수액으로 검사가 이루어지지 못한 부분이다. 앞으로 정상인의 뇌척수액으로 참고치 설정을 할 수 있다면 보다 더 정확하게 임상적으로 적용할 수 있을 것이라 생각 된다.

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N-Terminal Pro-B-type Natriuretic Peptide Is Useful to Predict Cardiac Complications Following Lung Resection Surgery

  • Lee, Chang-Young;Bae, Mi-Kyung;Lee, Jin-Gu;Kim, Kwan-Wook;Park, In-Kyu;Chung, Kyung-Young
    • Journal of Chest Surgery
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    • 제44권1호
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    • pp.44-50
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    • 2011
  • Background: Cardiovascular complications are major causes of morbidity and mortality following non-cardiac thoracic operations. Recent studies have demonstrated that elevation of N-Terminal Pro-B-type natriuretic peptide (NT-proBNP) levels can predict cardiac complications following non-cardiac major surgery as well as cardiac surgery. However, there is little information on the correlation between lung resection surgery and NT-proBNP levels. We evaluated the role of NT-proBNP as a potential marker for the risk stratification of cardiac complications following lung resection surgery. Material and Methods: Prospectively collected data of 98 patients, who underwent elective lung resection from August 2007 to February 2008, were analyzed. Postoperative adverse cardiac events were categorized as myocardial injury, ECG evidence of ischemia or arrhythmia, heart failure, or cardiac death. Results: Postoperative cardiac complications were documented in 9 patients (9/98, 9.2%): Atrial fibrillation in 3, ECG-evidenced ischemia in 2 and heart failure in 4. Preoperative median NT-proBNP levels was significantly higher in patients who developed postoperative cardiac complications than in the rest (200.2 ng/L versus 45.0 ng/L, p=0.009). NT-proBNP levels predicted adverse cardiac events with an area under the receiver operating characteristic curve of 0.76 [95% confidence interval (CI) 0.545~0.988, p=0.01]. A preoperative NT-proBNP value of 160 ng/L was found to be the best cut-off value for detecting postoperative cardiac complication with a positive predictive value of 0.857 and a negative predictive value of 0.978. Other factors related to cardiac complications by univariate analysis were a higher American Society of Anesthesiologists grade, a higher NYHA functional class and a history of hypertension. In multivariate analysis, however, high preoperative NT-proBNP level (>160 ng/L) only remained significant. Conclusion: An elevated preoperative NT-proBNP level is identified as an independent predictor of cardiac complications following lung resection surgery.

추락 후 사망 예측인자로서의 추락 높이 (The Height of Fall as a Predictor of Fatality of Fall)

  • 서주현;어은경;정구영
    • Journal of Trauma and Injury
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    • 제18권2호
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    • pp.101-106
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    • 2005
  • Purpose: The number of the deceased from free-fall is increasing nowadays. Free-fall comes to a great social problem in that even the survivor will be suffering for cord injury or brain injury, and so on. We analyzed the cases of free-fall patients to find out whether the injury severity is mainly correlated with the height of fall. Methods: We retrospectively investigated the characteristics of patients, who fall from the height above 2m from January 2000 to August 2004. We excluded the patients who transferred to other hospital, transferred from other hospital, and not known the height of fall. 145 patients were evaluated. Variables included in data analysis were age, height of fall, injury severity score (ISS), the being of barrier, and the survival or not. To find out the correlation between height of fall and death, we used receive operating characteristics (ROC) curve analysis. Results: The mean age of patients was $36.5{\pm}19.4$ years old. 110 were male and 35 were female. Mean height of fall was $11.1{\pm}8.5m$. 51 patients (35.2%) were died and 30 patients of them (58.9%) got emergency room on dead body. The mean height of fall is $8.9{\pm}5.8m$ for 94 survivors and $15.2{\pm}11.0m$ for the 51 deceased (p<0.001). The area under the ROC curve was 0.646, which means the height of fall was not adequate factor for predicting for death. At 13.5m, as cut?off value, sensitivity is 52.9%, specificity is 86.2%, positive predictive value is 67.5% and negative predictive value is 77.1%. There were statistical differences in mortality rate and ISS between 'below 13.5m group' and 'above 13.5m group', but there was not statistical difference in head and neck AIS. Conclusion: The height of fall is not adequate factor for prediction of death. So other factors like intoxication or not, the being of barrier or protection device need to be evaluated for predicting of free-fall patient's death.

The Efficacy of P2Y12 Reactive Unit to Predict the Periprocedural Thromboembolic and Hemorrhagic Complications According to Clopidogrel Responsiveness and Safety of Modification of Dual Antiplatelet Therapy : A Meta-Analysis

  • Kim, Hyun Jung;Oh, Jae Sang;Park, Sukh Que;Yoon, Seok Mann;Ahn, Hyeong Sik;Kim, Bum Tae
    • Journal of Korean Neurosurgical Society
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    • 제63권5호
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    • pp.539-549
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    • 2020
  • The efficacy of P2Y12 reaction unit (PRU) of VerifyNow still remains as a controversial issue in neurointervention. So we investigated the usefulness of PRU of VerifyNow to predict the peri-procedural thromboembolic events (TE) and hemorrhagic events (HE). And we evaluated the safety of modified dual antiplatelet therapy (DAPT) or triple antiplatelet therapy (TAPT) for clopidogrel hyporesponders. We searched MEDLINE, EMBASE, the Cochrane Central Register of Controlled Trials, Web of Science and Scopus on August 19 2018. Data was collected the 1) incidence of TE between clopidogrel responder and clopidogrel hypo-responder, 2) incidence of HE between clopidogrel hyper-responder and clopidogrel responder and hypo-responder, and 3) incidence of TE and HE between modified DAPT or TAPT and standard DAPT in clopidogrel hypo-responder. High cut-off value of PRU was defined as PRU >40% or <220. Fifteen studies were enrolled. Clopidogrel responder showed lower incidence of TE than hypo-responder (risk ratio [RR], 0.32; 95% confidence interval [CI], 0.17-0.61; p<0.001). With the high cut-off value of PRU, clopidogrel responder showed more lower incidence of TE than hypo-responder (RR, 0.11; 95% CI, 0.02-0.45; p=0.002). The incidence of periprocedural HE have higher on clopidogrel hyper-responder than clopidogrel responder and hypo-responder (RR, 4.26; 95% CI, 1.10-16.44; p=0.04; I2=66%). The incidence of periprocedural TE after changing regimen of DAPT for clopidogrel hypo-responder have a tendency to reduce, but there was no significant difference between modified DAPT or TAPT group and standard DAPT group (p>0.05). The incidence of periprocedural HE after changing regimen of DAPT for clopidogrel hypo-responder was no significant difference between modified DAPT or TAPT group and standard DAPT group (p>0.05). PRU is a useful tool as a predictor of peri-procedural TE or HE on neurointervention. PRU has a threshold effect of cut-off value to predict the peri-procedural TE. Modified DAPT or TAPT to prevent TE in clopidogrel hypo-responders could not reduce the incidence of TE. We should investigate the further research about modification of regiment on neurointervention.

학교급식식단의 영양평가 : 식단의 영양밀도 및 식단가에 영향을 미치는 영양소 연구 (Nutritional Evaluation of the School Lunch Program : The Nutritent Density and Nutrients that affect the Cost of a Meal)

  • 임경숙
    • Journal of Nutrition and Health
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    • 제29권10호
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    • pp.1132-1141
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    • 1996
  • To provide approprate nutrition informatios and guidelines for the healthy school lunch program(SLP) menus, the nutritional quality of the SLP and the nutrients that affect the food cost of SLP were evaluated after analysis of recipes and food price lists of 776 menus collected from 10 elementary SLP schools in Seoul and Kyunggi province in Korea in the year of 1995. Index of nutritional quality of SLP menus were good enough, showing over 1.0 in all nutrients except vitamin A(0.86) in kyunggi province. The percent of calories from carbohydrates, protein and fat was 52%, 16% and 32%, while the polyunsaturated fatty acid/monousaturate fatty acid/saturated fatty acid(P/M/S) ratio was 1.0/0.95/1.15. On the other hand, the nutrient-cost evaluation showed that the most expersive nutrient for the RDA(Recommended Dietary Allowance) standard of SLP was origined from the cost of energy and vitamin A. In Pertary correlation analyses, the cost of SLP meals was positively asociated with energy(r=0.244, p<0.001), protein(r=0.306, p<0.001) and carbohydrate(r=0.159, p<0.001) in diet, while the most important predictor of the cost of SLP meal provides sufficient nutrients with enough calories, but fat level is somewhat higher than the suggested value from Dietary Guidelines for Koreans. These data also suggest that meals which could offer enough vitamin A might be included in SLP menus and the cost of a SLP meal can be reduced when choosing the cheap protein source food.

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체외수정시술의 결과 예측지표로서의 자궁내막초음파술 (Endometrial Ultrasonography as a Predictor of Pregnancy in an In Vitro Fertilization Program)

  • 신창재;김성수
    • Clinical and Experimental Reproductive Medicine
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    • 제21권1호
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    • pp.13-20
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    • 1994
  • Status of endometrium is a very important factor which influences the implantation of fertilized embryos. In this study, we evaluated the possibility that the endometrial depth and pattern assessed by vaginal sonography on the day of human chorionic gonadotropin (HCG) injection in in vitro fertilization (IVF) cycles could be used to predict the IVF outcome. A total of 112 cycles using gonadotropin releasing hormone agonist (GnRHa) for ovulation induction were evaluated. We classified all patients into group A(<9mm) or group B(${\geq}$ 9mm) according to endometrial depth, and into group l(hyperechogenic), group 2(isoechogenic) or group 3(hypoechogenic and triple line) according to endometrial pattern. The other classification was made considering both endometrial depth and pattern. There was no significant correlation between serum estradiol level and endometrial sonographic findings(depth and pattern)(p>0.05). The pregnancy rate of group A(31.3%) did not differ significantly from that of group B(43.7%), but no pregnancies were found in any patients with endometrial depth less than 6mm. The pregnancy rate was 40%, 35.7%, and 44.6 % for group 1, gorup 2, and group 3, respectively, but there was no statistically significant difference between these groups(p>0.05). In combined classification, there was a trend of higher pregnancy rate in case of endometrial depth greater than 9mm and hypoechogenic triple line pattern, but there was no statistically significant differences between these groups(p>0.05). The conclusion from the present data is that endometrial ultrasonography on the day of hCG administration had no predictive value for conception in IVF cycles.

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일반병동 내 중증 패혈증 또는 패혈성 쇼크 환자의 중환자실 전동 예측에 대한 수정조기경고점수(Modified Early Warning Score)의 타당성 (Validation of a Modified Early Warning Score to Predict ICU Transfer for Patients with Severe Sepsis or Septic Shock on General Wards)

  • 이주리;최혜란
    • 대한간호학회지
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    • 제44권2호
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    • pp.219-227
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    • 2014
  • Purpose: To assess whether the Modified Early Warning Score (MEWS) predicts the need for intensive care unit (ICU) transfer for patients with severe sepsis or septic shock admitted to general wards. Methods: A retrospective chart review of 100 general ward patients with severe sepsis or septic shock was implemented. Clinical information and MEWS according to point of time between ICU group and general ward group were reviewed. Data were analyzed using multivariate logistic regression and the area under the receiver operating characteristic curves with SPSS/WIN 18.0 program. Results: Thirty-eight ICU patients and sixty-two general ward patients were included. In multivariate logistic regression, MEWS (odds ratio [OR] 2.02, 95% confidence interval [CI] 1.43-2.85), lactic acid (OR 1.83, 95% CI 1.22-2.73) and diastolic blood pressure (OR 0.89, 95% CI 0.80-1.00) were predictive of ICU transfer. The sensitivity and the specificity of MEWS used with cut-off value of six were 89.5% and 67.7% for ICU transfer. Conclusion: MEWS is an effective predictor of ICU transfer. A clinical algorithm could be created to respond to high MEWS and intervene with appropriate changes in clinical management.