• 제목/요약/키워드: Abnormal value

검색결과 603건 처리시간 0.023초

비주석 재귀신경망 앙상블 모델을 기반으로 한 조위관측소 해수위의 준실시간 이상값 탐지 (A Non-annotated Recurrent Neural Network Ensemble-based Model for Near-real Time Detection of Erroneous Sea Level Anomaly in Coastal Tide Gauge Observation)

  • 이은주;김영택;김송학;주호정;박재훈
    • 한국해양학회지:바다
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    • 제26권4호
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    • pp.307-326
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    • 2021
  • 상시 관측되는 조위관측소 해수위 자료는 결측값과 오측값을 포함하고 있으며, 그 중 오측 값은 이상값으로 분류되는 전처리 대상이다. 이러한 오측을 제거하기 위해 대표적으로 3𝜎 (three standard deviations) 규칙이 적용되어왔으나, 기상이변 등에 의한 극값이 존재하거나 3𝜎 범위 안에서도 오측이 존재하는 해수위 자료에는 그 적용이 어렵다. 본 연구에서 설계된 모델은 오측에 대한 사전 정보가 필요하지 않은 비주석 학습으로 구성되며, 재귀신경망과 앙상블 기법을 이용함으로써 실시간으로 수집되는 해수위 자료가 오측일 가능성을 발생한지 20분 이내로 제시한다. 검증이 완료된 모델은 평시 및 기상이변시의 정상값과 오측값을 잘 분리하며, 학습이 이뤄지지 않은 연도의 해수위 자료에서도 이상값 탐지가 가능함을 확인하였다. 본 연구의 관측 이상치 탐지 알고리즘은 조위관측소 해수위에 국한되지 않고 다양한 해양 및 대기자료의 이상치 탐지 인공신경망 모델에 확장 적용할 수 있다.

진단 검사의학과와 중복되는 검사들의 결과 비교, 분석 (TSH, $FT_4$, AFP, CEA, PSA) (Comparison of Result Between NM and LM)

  • 문기춘;권원현;김혜숙;이인원
    • 핵의학기술
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    • 제13권3호
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    • pp.165-170
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    • 2009
  • Purpose: Nowadays, NM (in vitro lab) and LM (TLA lab) are overlaped in almost all tests. in this case, how can NM develop continually in a keen competition with LM. we studied to find out current situation and problems after comparing NM with LM. Then, to improve our technic. Methods and meterials: We studied from October 2008 to February 2009 at department of nuclear medicine Seoul National University Bundang Hospital visited 108 patients. We assayed TSH, $FT_4$ by Ria-mat{TSH (n=23), $FT_4$ (n=19)} and AFP, CEA, PSA by manual. {AFP (n=24), CEA (n=31), PSA (n=31)}. On the other hand, LM was measured by TLA system. Results: NM was similar to LM (value of AFP), NMLM (value of PSA,TSH), NM$\leqq$LM (value of $FT_4$ in range 0.01~1.00 ng/mL), NM$\geqq$LM (value of $FT_4$ in range 1.00~6.00 ng/mL) Conclusions: There was no test which result showed big difference remarkably, but several tests have some difference totally or partly. It means that there is possibility to judge wrongly (normal patient->abnormal, abnormal->normal). So, we need to consider always when we report the result.

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Correlation between Colon Transit Time Test Value and Initial Maintenance Dose of Laxative in Children with Chronic Functional Constipation

  • Kim, Mock Ryeon;Park, Hye Won;Son, Jae Sung;Lee, Ran;Bae, Sun Hwan
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • 제19권3호
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    • pp.186-192
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    • 2016
  • Purpose: To evaluate the correlation between colon transit time (CTT) test value and initial maintenance dose of polyethylene glycol (PEG) 4000 or lactulose. Methods: Of 415 children with chronic functional constipation, 190 were enrolled based on exclusion criteria using the CTT test, defecation diary, and clinical chart. The CTT test was performed with prior disimpaction. The laxative dose for maintenance was determined on the basis of the defecation diary and clinical chart. The Shapiro-Wilk test and Pearson's and Spearman's correlations were used for statistical analysis. Results: The overall group median value and interquartile range of the CTT test was 43.8 (31.8) hours. The average PEG 4000 dose for maintenance in the overall group was $0.68{\pm}0.18g/kg/d$; according to age, the dose was $0.73{\pm}0.16g/kg/d$ (<8 years), $0.53{\pm}0.12g/kg/d$ (8 to <12 years), and $0.36{\pm}0.05g/kg/d$ (12 to 15 years). The dose of lactulose was $1.99{\pm}0.43mL/kg/d$ (<8 years) or $1.26{\pm}0.25mL/kg/d$ (8 to <12 years). There was no significant correlation between CTT test value and initial dose of laxative, irrespective of the subgroup (encopresis, abnormal CTT test subtype) for either laxative. Even in the largest group (overall, n=109, younger than 8 years and on PEG 4000), the correlation was weak (Pearson's correlation coefficient [R]=0.268, p=0.005). Within the abnormal transit group, subgroup (n=73, younger than 8 years and on PEG 4000) correlation was weak (R=0.267, p=0.022). Conclusion: CTT test value cannot predict the initial maintenance dose of PEG 4000 or lactulose with linear correlation.

시각유발전위 검사상 후-시신경교차부위병변을 보인 환자들의 뇌 영상 결과와의 연관성 (Visual Evoked Potentials in Retrochiasmal Lesion; Correlation with Neuroimaging Study)

  • 김성훈;조용진;김호진;이광우
    • Annals of Clinical Neurophysiology
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    • 제2권1호
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    • pp.13-20
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    • 2000
  • Background and Objective : Visual evoked potentials(VEPs) is considered to be a reliable diagnostic procedure for examining patients with anterior visual pathways. Some abnormalities in the recordings on monocular stimulation have been said to indicate retrochiasmal lesion, but less consistent results have been reported. This study is to evaluate the positive predictability of VEP for the detection of retrochiasmal lesion. Methods : We reviewed VEPs that could be interpreted as indicative of a retrochiasmal lesions, based on amplitude or latency asymmetry recorded on the left(O1) and right(O2) occipital regions. Bilateral absent VEPs on both recording(O1 and O2) without evidence of prechiasmal lesion were included. During 5 years, we identified 31 patients who met the above criteria and who had undergone magnetic resonance imaging(MRI) of brain(one patient underwent computerized tomography). Twenty three patients underwent pattern reversal VEPs and others underwent flash goggle VEPs. Results : Brain imagings were abnormal in 29 and were normal in 2. Of the 29 abnormal scans, lesions in posterior visual pathway were detected in 21 scans(predictive value=68%). The predictive value was not significantly different between flash goggle VEP(75%) and pattern reversal VEP(68%). The predictive value was higher in patient with visual field defect(100%) than those without visual field defect(25%). The pathologic nature of lesion also showed close relations to the predictive value. VEPs is usually paradoxically lateralized(78%), but not in all patients. Conclusion : VEPs abnormalities suggesting retrochiasmal lesion were usually corresponded with brain MRI findings. Diagnostic reliability could be increased when considering the visual field defect and nature of lesion. Therefore, the authors suggest that VEPs studies could be useful in evaluating the patients with the retrochismal lesion.

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Clinical implications of DMSA Scan in Childhood Acute Pyelonephritis

  • Huh, Sun-Mi;Park, Bo-Kyoung;Kang, Hyun-Mi;Rhim, Jung-Woo;Suh, Jin-Soon;Lee, Kyung-Yil
    • Childhood Kidney Diseases
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    • 제21권2호
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    • pp.107-113
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    • 2017
  • Purpose: This study aimed to evaluate the relationships between 99mTecnicium-dimercaptosuccinic acid (DMSA) scan findings and clinical parameters including age and fever duration. Methods: The positive rates for abnormal DMSA scans were analyzed according to the age of patients, fever duration prior to admission, and total fever duration. DMSA scan findings were divided into 3 categories: single defect, multifocal defects, and discrepant defects. We evaluated the detection rates of vesicoureteral reflux according to DMSA scan lesions. Results: Among a total 320 cases, 141 (44.1%) had abnormal DMSA scans. The infant group (0-1 year of age) had a shorter total fever duration, and a lower C-reactive protein (CRP) value and DMSA positive rate (39.8% vs. 60.6%, P=0.002) compared to children group (2-15 years of age). Patients with abnormal scans had a longer total fever duration and higher CRP compared to those with normal scans. The positivity rate of abnormal scans did not differ between the patients with a short fever duration prior to admission of ${\leq}2$ days and those with longer fever duration of ${\geq}3$ days. However, patients with longer total fever duration had a higher rate of abnormal DMSA scans (P=0.02). Among cases with a single defect, multifocal defects, and discrepant defects, vesicoureteral reflux was observed in 22.4%, 60% and 70.6% of cases, respectively (P=0.004). Conclusion: Although DMSA scan has limitations in early diagnosis, DMSA scan findings may aid in the prediction of the severity of systemic inflammation and detection of vesicoureteral reflux.

보행자의 위험인지를 위한 비정상 걸음인식 (Abnormal Step Recognition for Pedestrian Danger Recognition)

  • 유창근
    • 한국전자통신학회논문지
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    • 제12권6호
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    • pp.1233-1242
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    • 2017
  • 범죄 위험을 예방하기 위한 다양한 시도가 이루어지고 있다. 옥외활동 하는 보행자들이 범죄자들의 공격을 받는 경우 중의 하나는 비정상적인 건강상태이다. 술에 만취하여 정상 보행을 지속하지 못하는 심신미약 상태가 노출되었을 때, 범행 대상이 되는 경우가 범죄 사례 분석을 통하여 나타나고 있다. 본 연구에서는 옥외활동에서 감지할 수 있는 개인의 상태 추정 방안을 제안한다. 센서와 센서의 이벤트 정보전송을 위하여 별도의 단말기를 장착하는 불편을 피하기 위하여 스마트폰에 내장되어 있는 3축 가속도 센서를 이용하여 비정상적인 상태를 추정할 수 있는데, 3축 가속도를 통하여 측정한 각 축으로의 운동량을 산출하고 시간의 흐름에 따라 분석함으로써 사용자의 상태를 추정할 수 있다. 시간의 흐름을 일정한 간격으로 구분하고 각 시간대역에서의 활동 패턴을 인지하고 정상과 비정상을 구분할 수 있다. 본 연구에서는 비정상 상태를 구분하기 위하여 가속도 센서의 각 방향으로의 운동량과 운동에너지 총량을 계산한 것과 에너지 총량을 푸리에 변환한 값을 비교하여 평가하였다.

Consistency check algorithm for validation and re-diagnosis to improve the accuracy of abnormality diagnosis in nuclear power plants

  • Kim, Geunhee;Kim, Jae Min;Shin, Ji Hyeon;Lee, Seung Jun
    • Nuclear Engineering and Technology
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    • 제54권10호
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    • pp.3620-3630
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    • 2022
  • The diagnosis of abnormalities in a nuclear power plant is essential to maintain power plant safety. When an abnormal event occurs, the operator diagnoses the event and selects the appropriate abnormal operating procedures and sub-procedures to implement the necessary measures. To support this, abnormality diagnosis systems using data-driven methods such as artificial neural networks and convolutional neural networks have been developed. However, data-driven models cannot always guarantee an accurate diagnosis because they cannot simulate all possible abnormal events. Therefore, abnormality diagnosis systems should be able to detect their own potential misdiagnosis. This paper proposes a rulebased diagnostic validation algorithm using a previously developed two-stage diagnosis model in abnormal situations. We analyzed the diagnostic results of the sub-procedure stage when the first diagnostic results were inaccurate and derived a rule to filter the inconsistent sub-procedure diagnostic results, which may be inaccurate diagnoses. In a case study, two abnormality diagnosis models were built using gated recurrent units and long short-term memory cells, and consistency checks on the diagnostic results from both models were performed to detect any inconsistencies. Based on this, a re-diagnosis was performed to select the label of the second-best value in the first diagnosis, after which the diagnosis accuracy increased. That is, the model proposed in this study made it possible to detect diagnostic failures by the developed consistency check of the sub-procedure diagnostic results. The consistency check process has the advantage that the operator can review the results and increase the diagnosis success rate by performing additional re-diagnoses. The developed model is expected to have increased applicability as an operator support system in terms of selecting the appropriate AOPs and sub-procedures with re-diagnosis, thereby further increasing abnormal event diagnostic accuracy.

자궁경부암(子宮頸部癌) 방사선치료(放射線治療) 전후(前後) Renogram의 의의(意義) (The Value of Isotope Nephrography in Carcinoma of Cervix - Follow up Studies of Pre and Post Irradiation)

  • 유형식;서정호;박창윤;최병숙;정순오;곽현모
    • 대한핵의학회지
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    • 제9권1호
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    • pp.51-58
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    • 1975
  • It is a great value to find an early detection of involvement of ureteric obstruction in the carcinoma of cervix. Little or no knowledge of the condition of the kidneys or the lower urinary tract are able to elucidate by the biochemical studies such as blood nitrogen or urine creatinine in carcinoma of cervix. Findings of urography delineates the condition of urinary tract stasis in the renal pelvis and ureters, however, slight stasis maybe difficult to demonstrate. On the other hand isotope nephrography is accepted as a sensitive method to observe renal function especially in regarding to the excretory function of kidney. It was attempted to analysis the findings of urography conjunction with isotope nephrography in 50 cases of unselected patients with invasive carcinoma of cervix through pre and post irradiation follow up studies. Urography was done as a routine procedure and.analysed emphasising changes of collecting systems and ureter condition. Isotope nephrography was carried out by means of $15{\mu}ci\;I^{131}$-Hippuran injected intravenously and the curves were analysed as follows. Parameter were; time of maximum amplitude ($T_{max}$), half time of maximum amplitude ($T\frac{1}{2}$), Kac and Kex value calculated from these two parameters in Tobe's method. The excretion index by Aurell defines the ratio between the maximum activity and the activity measured on the slope of the third phase ten minites after it has reached its maximum. Results: 1. 28.8% had an abnormal IVP suggestive of ureteric involvement before irradiation therapy and the patient of stage III and IV were the great part. 2. 21.7% had abnormal findings of per-irradiation renogram whom showed normal IVP. The other group showed normal IVP which group also showed normal renogram prior irradiation. 3. The more severe the ureteric involvement, the change of excretion index was greater. 4. Even in stage I and II patient, abnormal renogram was revealed in 12 cases (39.4%) among 31 cases. 5. All cases of TAH showed abnormal findings of IVP and renogram. 6. No. definite change of renogram was obtained just after the irradiation therapy (point $A:8000{\sim}9000rads,\;B:5000{\sim}6000rads,\;Co:11000{\sim}13000rads$). Each 3 month follow up study was performed and comparing with preirradiation study which showed significant changes of excretion index of renogram were 42.8% in $6{\sim}9$ month follow-up and 75% in $9{\sim}12$ month, respectively. 7. It seems to be important to observe the parameter Kex and excretion index of renogram to determine early abnormality of kidney excretory function by means of post-irradiation follow up study.

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Prostate Cancer Screening in a Healthy Population Cohort in Eastern Nepal: an Explanatory Trial Study

  • Belbase, Narayan Prasad;Agrawal, Chandra Shekhar;Pokharel, Paras Kumar;Agrawal, Sudha;Lamsal, Madhab;Shakya, Vikal Chandra
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권5호
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    • pp.2835-2838
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    • 2013
  • Background: Prostate cancer features a substantial incidence and mortality burden, similarly to breast cancer, and it ranks among the top ten specific causes of death in males. Objective: To explore the situation of prostate cancer in a healthy population cohort in Eastern Nepal. Materials and Methods: This study was conducted in the Department of General Surgery at B. P. Koirala Institute of Health Sciences, Dharan, Nepal from July 2010 to June 2011. Males above 50 years visiting the Surgical Outpatient Department in BPKIHS were enrolled in the study and screening camps were organized in four Teaching District Hospitals of BPKIHS, all in Eastern Nepal. Digital rectal examination (DRE) was conducted by trained professionals after collecting blood for assessment of serum prostatic specific antigen (PSA). Trucut biopsies were performed for all individuals with abnormal PSA/DRE findings. Results: A total of 1,521 males more than 50 years of age were assessed and screened after meeting the inclusion criteria. The vast majority of individuals, 1,452 (96.2%), had PSA ${\leq}4.0$ ng/ml. Abnormal PSA (>4 ng/ml) was found in 58 (3.8%). Abnormal DRE was found in 26 (1.72%). DRE and PSA were both abnormal in 26 (1.72%) individuals. On the basis of raised PSA or abnormal DRE 58 (3.84%) individuals were subjected to digitally guided trucut biopsy. Biopsy report revealed benign prostatic hyperplasia in 47 (3.11%) and adenocarcinoma prostate in 11 (0.73%). The specificity of DRE was 66.0%with a sensitivity of 90.9% and a positive predictive value of 38.5%. The sensitivity of PSA more than 4ng/ml in detecting carcinoma prostate was 100% and the positive predictive value for serum PSA was 19.0% Conclusions: The overall cancer detection rate in this study was 0.73% and those detected were locally advanced. Larger community-based studies are highly warranted specially among high-risk groups.

런칭 트러스의 안전성 평가 및 실측치에 기초한 구조거동에 관한 연구 (A Study on the Structural Behavior and Safety Evaluation based on Field Measurement Value of Launching Truss)

  • 박영훈;이승용;전준창;장동일
    • 한국강구조학회 논문집
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    • 제10권3호통권36호
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    • pp.383-391
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    • 1998
  • 프리캐스트 세그먼트의 가설 장비인 런칭트러스는 다른 일반적인 트러스 구조물과는 달리 사재와 상현재, 사재와 하현재간의 연결이 완전한 핀구조로 이루어져 있다. 이러한 런칭트러스의 실거동 파악을 위한 현장측정을 실시한 결과, 측정응력과 계산응력의 상당한 차이가 분석되었다. 따라서 본 연구에서는 측정치를 바탕으로 런칭트러스의 연결부의 특성에 따른 거동상태를 고려하여 분석을 실시하였으며, 그 결과 핀연결부의 비정상적인 거동에 의하여 실제 런칭트러스는 시공단계에 따라 해석적으로 평가되는 정상적 거동과 상당히 차이가 나는 거동이 발생하는 것으로 나타났다. 한편, 정상 거동상태에서의 런칭트러스의 안전성 평가를 위하여 실제 런칭트러스를 이용한 교량 가설시에 적용되는 Balanced Cantilever 공법에 있어 주요 가설 단계를 조합하여 각부재의 사하중과 활하중의 조합에 의한 최대 응력을 분석한 결과 Balanced Cantilever 공법에 의하여 인장응력과 압축응력의 상호 상쇄 작용으로 오히려 1개의 세그먼트를 가설하는 경우보다 낮은 응력이 분석되었으며, 발생 최대응력을 허용응력과 비교한 결과, 해석적으로 런칭트러스는 충분한 구조 안전성을 확보하는 것으로 판단된다.

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