• Title/Summary/Keyword: Evaluation Score

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Comparison of evaluation measures for classification models on binary data (이진자료 분류모형에 대한 평가측도의 특성 비교)

  • Kim, Byungsoo;Kwon, Soyoung
    • The Korean Journal of Applied Statistics
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    • v.32 no.2
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    • pp.291-300
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    • 2019
  • This study investigates the characteristics of evaluation measures for classification models on a binary response variable in order to evaluate their suitability for use. Six measures are considered: Accuracy, Sensitivity, Specificity, Precision, F-measure, and the Heidke's skill score (HSS). Evaluation measures are reformulated using x(ratio of actually 1), y(ratio predicted by 1), z(ratio of both actual and predicted by 1) from the confusion matrix. We suggest two necessary conditions to assess the suitability of the evaluation measures. The first condition is that the measure function is constant for x and y in the case of a random model. The second condition is that the measure function is increasing for z and decreasing for x and y. Since only HSS satisfies the two conditions, that is always appropriate as an evaluation measure for the classification model on the binary response variable, and the other measures should be used within a limited range.

A Method for Measuring the Difficulty of Music Scores

  • Song, Yang-Eui;Lee, Yong Kyu
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.4
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    • pp.39-46
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    • 2016
  • While the difficulty of the music can be classified by a variety of standard, conventional methods are classified by the subjective judgment based on the experience of many musicians or conductors. Music score is difficult to evaluate as there is no quantitative criterion to determine the degree of difficulty. In this paper, we propose a new classification method for determining the degree of difficulty of the music. In order to determine the degree of difficulty, we convert the score, which is expressed as a traditional music score, into electronic music sheet. Moreover, we calculate information about the elements needed to play sheet music by distance of notes, tempo, and quantifying the ease of interpretation. Calculating a degree of difficulty of the entire music via the numerical data, we suggest the difficulty evaluation of the score, and show the difficulty of music through experiments.

Evaluation of Water Quality using Principal Component Analysis in the Nakdong Rivev Estuary (주성분 분석법을 이용한 낙동강 하구 해역의 수질 평가)

  • Sin, Seong-Gyo;Park, Cheong-Gil;Song, Gyo-Uk
    • Journal of Environmental Science International
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    • v.7 no.2
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    • pp.171-176
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    • 1998
  • This study was conducted to evaluate water quality utilizing principal component analysis in the Nakdong River Estuary. From the results of analysis, water quality in the Nakdong River Estuary could be explained up to 65.3 Percente by three factors which were Included In river loadlnwastes from the Nakdong River and rainfalls : 39.1%1, sediment resuspension(13.7BS) and metabolism(12.5%). In the eastern part of estuary In flowing the Nakdong River, river loading factor score(factor 1 Pas higher than that In western part. Sediment resuspension factor score(factor 2) was high in shallow water, while metabolism factor score(factor 3) was high in deeper water. For seasonal variations of factors score, factor 1 was h19h- 1y related to rainfall season.

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THE EVALUATION OF DENTAL TREATMENT RECORDS IN CHARITY DENTAL CLINIC FOR THE DISABLED PEOPLE (장애인 무료 치과 진료소에서의 진료 기록 평가)

  • Kim, Sun Young;Choi, Sung Chul;Park, Jae Hong;Kim, Kwang Chul
    • The Journal of Korea Assosiation for Disability and Oral Health
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    • v.9 no.1
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    • pp.25-29
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    • 2013
  • Most of disabled people face hardness in caring their general oral hygiene by themselves. So that, they are once involved in dental caries or periodontal disease, they have much bigger chance of aggressive progress. Therefore preventive dentistry is more important to disabled one than non-disabled. They need to be checked with routine periodic dental examination and by that, oral disease must be found at initial stage. We selected 37 patients from newly visited 237 patients who had dental treatment at the free dental clinic, Gangnam district, Seoul, between 2000 and 2001. This study is a comparative evaluation of first 2 years' treatment records of selected 37 patients (male 28, female 9) with that of their last 2 years. 24 of 37 have mental retardation, 9 have autistic disorder, 2 have auditory disorder, 1 has brain disorder and 1 has crippled disorder. Their dental treatment records categorized by 4 level; score 4 stands for endodontic treatment, score 3 stands for general conservative treatment, score 2 stands for preventive treatment, such as sealant and score 1 stands for routine check. In first 2 years of treatment, average score was 2.85 which score means approximately general conservative treatment. And that of last 2 years was 1.44, which means routine check. In early time of their visit, they will receive the treatment due to their chief complaint. And after that early time, they can have a routine check so that they can be treated before the disease get worse. The patient's oral health can remain decent only by a simple treatment.

Operative Treatment with Intramedullary Fibular Strut Allograft for Osteoporotic Proximal Humerus Fracture

  • Chun, Yong-Min;Lee, Wonyong
    • Clinics in Shoulder and Elbow
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    • v.20 no.2
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    • pp.95-99
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    • 2017
  • Background: The purpose of this study was to investigate the clinical and radiological outcomes of locking plate fixation with fibular strut allograft to manage unstable osteoporotic proximal humerus fractures. Methods: We retrospectively reviewed 15 patients who underwent open reduction and locking plate fixation with fibular strut allograft for osteoporotic proximal humerus fracture between July 2011 and June 2015. For functional evaluation, we evaluated visual analogue scale (VAS) pain score, American Shoulder and Elbow Surgeons (ASES) score, University of California Los Angeles (UCLA) shoulder score, and active range of motion. For radiological evaluation, shoulder true anteroposterior (AP) and AP in $20^{\circ}$ external rotation, as well as the axillary view were taken at two weeks, six weeks, three months, six months, and one year. And the neck-shaft angle was measured on the AP view in $20^{\circ}$ external rotation view. Results: At the one-year follow-up, mean VAS pain score and all shoulder scores, including ASES score and UCLA shoulder score, exhibited satisfactory clinical outcomes. All patients obtained bone union between three and six months post-procedure. Moreover, the mean immediate postoperative neck-shaft angle was $138^{\circ}{\pm}4^{\circ}$, and at one-year follow-up, the neck shaft angle was $137^{\circ}{\pm}5^{\circ}$. There was no significant difference between the preoperative and postoperative values (p=0.105). Conclusions: For the unstable two-part and three-part osteoporotic proximal humerus fractures with medial calcar comminution, the use of fibular strut allograft with locking plate fixation was effective in maintaining the initial status of reduction and exhibiting the satisfactory functional and radiological outcomes.

Treatment of Acute Acromioclavicular Joint Dislocation: Kirschner's Wire Trans-acromial Fixation versus AO Locking Hook Plate Fixation

  • Kim, Young-Jun;Chun, Yong-Min
    • Clinics in Shoulder and Elbow
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    • v.19 no.3
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    • pp.149-154
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    • 2016
  • Background: The purpose of this study is to compare clinical and radiological outcomes between trans-acromial fixation with Kirschner's wire (K-wire) and AO locking hook plate fixation for acute acromioclavicular (AC) joint dislocation. Methods: This study included 61 patients who underwent either closed reduction and trans-acromial fixation with K-wire (group A, 23 patients) or open reduction and internal fixation with AO locking hook plate (group B, 38 patients). Pain on a visual analogue scale (VAS) score, the University of California Los Angeles (UCLA) shoulder score, the American Shoulder and Elbow Surgeons (ASES) score, and active range of motion (ROM) were used in the functional evaluation. For radiological evaluation, coracoclavicular distance (CCD) was measured on both clavicular anteroposterior view and compared between groups. Results: At one-year follow-up, no significant differences in VAS pain score, UCLA shoulder score, ASES score, and active ROM were observed between groups, despite five cases (22.7%, 5/23) of complication in group A. The side-to-side difference between normal and affected CCD was $2.4{\pm}2.2mm$ in group A and $0.2{\pm}0.7mm$ in group B. This difference showed a statistical significance between groups (p<0.001). Conclusions: For the treatment of acute AC joint dislocation, the K-wire trans-acromial fixation group showed a significantly greater CCD than the AO locking hook plate group. In addition, during the follow-up period, much higher incidence of complication related to implant was observed in the trans-acromial fixation group. Although clinical outcomes between groups were not significantly different, these results should be interpreted carefully.

Changes in Organoleptic Properties of Chinese Cabbage Kimchi Adding Pinemushroom during Storage (송이 첨가 김치의 저장 중 관능적 특성 변화)

  • 이기동;이명희;손광진;윤성란;김정숙;권중호
    • Food Science and Preservation
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    • v.9 no.2
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    • pp.161-167
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    • 2002
  • The response surface methodology was used for monitoring the changes in organoleptic properties of chinese cabbage kimchi adding pinemushroom during storage at l0$\^{C}$. The sensory score of kimchi were high from 4th to 8th days and low at around 12th day. At the 1st day of storage, the more pinemushroom was added, the lower showed the score of sensory evaluation. But in case of the score for taste and flavor, the more pinemushroom and red pepper powder were added together, the higher it showed. At the 4th day, the score of color, flavor, taste and overall palatability increased. Especially, the score was the highest when kimchi was added with 5.0∼6.0% of pinemushroom and 3.0∼3.5% of red pepper powder. At the 8th day, the score of mouth-feel was high. The kimchi adding pinemushroom showed the highest scores of sensory evaluation during the storage period from 4th to 8th days at 10$\^{C}$.

Knowledge and Performance of Guidelines for Evaluation of New Fever in Critically Ill Adult Patients (중환자 첫 발열 평가 근거기반 가이드라인에 대한 지식과 수행 정도)

  • Yang, Jin-Ju;Jang, Keum-Seong;Choi, Ja-Yun;Ryu, Seang;Kim, Yun-Hee
    • The Journal of the Korea Contents Association
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    • v.16 no.12
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    • pp.468-479
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    • 2016
  • The purpose of this study was to investigate nurses' knowledge and performance of guidelines for evaluation of new fever in critically ill adult patients according to the level of evidence. The total participants were 145 nurses working for medical surgical unit and intensive care unit in two hospitals. The knowledge and performance mean scores of guidelines were $0.70{\pm}0.09$ and $3.08{\pm}0.31$ respectively. The evidence level 1 of guidelines had the higher performance score in high score group than low score group of knowledge groups(F=3.86, p=.023) and performance groups(F=163.14, p<.001), while the evidence level 3 of guidelines had the higher performance score in low score group than high score group of knowledge groups(F=5.99, p=.003). Knowledge and performance scores were significantly correlated (r=.25, p=.003). In Conclusion, these findings emphasize that clinical professions need to enhance both of knowledge and practice with evidence based guideline of new fever in critically ill patient.

Evaluation of Practice Education Using Checklists in Fundamentals of Nursing - Focused on measuring blood pressure on the upper arm and sterilized gloving(open method) - (체크리스트를 활용한 기본간호학 실기 교육평가에 관한 연구 - 상완혈압측정과 개방식 멸균장갑 착용과 벗기 중심으로 -)

  • Kim Yeong-Hee
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.12 no.3
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    • pp.298-306
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    • 2005
  • Purpose: The purpose of this study was to examine satisfaction and dissatisfaction factors with the method of testing practice in Fundamentals of Nursing with the students using checklists. Method: Subjects were 251 students doing three month practice. Checklists by K Publishing were used to assess skill in measuring blood pressure and sterilized. Measure for satisfaction and dissatisfaction factors were developed by researcher through a literature review. Collected data were processed using SAS. Results: 1. Average score for satisfaction was $3.49{\pm}0.68$ for theoretical subjects of basic nursing, $3.44{\pm}0.72$ for practical subjects and $3.29{\pm}0.74$ for practice. Average score for interest was $3.71{\pm}0.73$, 2. Average score for general satisfaction was $3.52{\pm}0.56$, and the satisfaction factor with the highest score was 'It was helpful in improving practical skills after the test'(average $3.78{\pm}0.78$). Average Score for general dissatisfaction was $3.13{\pm}0.59$, and dissatisfaction factor With the highest score was 'As I did not think deeply, I don't know exactly what mistakes I made'(average $3.41{\pm}0.94$). 3. Students who wanted to study further in the future appeared to be satisfied with practical tests using checklists(F=2.04, p=.038), and students appeared to be dissatisfied with them when they didn't have enough time for practice(F=3.38, p=.010). Conclusion: Students' satisfaction was relatively high, particularly as the tests were seen as helpful in improving practical skills after tests.

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Evaluation of a Solar Flare Forecast Model with Value Score

  • Park, Jongyeob;Moon, Yong-Jae;Lee, Kangjin;Lee, Jaejin
    • The Bulletin of The Korean Astronomical Society
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    • v.41 no.1
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    • pp.80.1-80.1
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    • 2016
  • There are probabilistic forecast models for solar flare occurrence, which can be evaluated by various skill scores (e.g. accuracy, critical success index, heidek skill score, and true skill score). Since these skill scores assume that two types of forecast errors (i.e. false alarm and miss) are equal or constant, which does not take into account different situations of users, they may be unrealistic. In this study, we make an evaluation of a probabilistic flare forecast model [Lee et al., 2012] which use sunspot groups and its area changes as a proxy of flux emergence. We calculate daily solar flare probabilities from 2011 to 2014 using this model. The skill scores are computed through contingency tables as a function of forecast probability, which corresponds to the maximum skill score depending on flare class and type of a skill score. We use a value score with cost/loss ratio, relative importance between the two types of forecast errors. The forecast probability (y) is linearly changed with the cost/loss ratio (x) in the form of y=ax+b: a=0.88; b=0 (C), a=1.2; b=-0.05(M), a=1.29; b=-0.02(X). We find that the forecast model has an effective range of cost/loss ratio for each class flare: 0.536-0.853(C), 0.147-0.334(M), and 0.023-0.072(X). We expect that this study would provide a guideline to determine the probability threshold and the cost/loss ratio for space weather forecast.

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