• 제목/요약/키워드: AI year

검색결과 166건 처리시간 0.025초

넙치 질병 증상 분류를 위한 객체 탐지 딥러닝 모델 성능 평가 (Performance Evaluation of Object Detection Deep Learning Model for Paralichthys olivaceus Disease Symptoms Classification)

  • 조경원;백란;정종호;김찬진;최한석;정석원;손현승
    • 스마트미디어저널
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    • 제12권10호
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    • pp.71-84
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    • 2023
  • 넙치 양식은 우리나라 양식 산업의 절반 이상 차지할 정도로 큰 비중을 차지한다. 그러나 연중 총사육량의 25~30% 정도가 질병으로 인한 집단 폐사가 발생하여 양식장의 경제성에 매우 나쁜 영향을 준다. 넙치 양식장의 경제성 성장을 위해서는 넙치 질병 증상 진단을 자동화하여 빠르고 정확하게 질병 진단을 하는 방법이 필요하다. 본 연구에서는 독창적인 학습 데이터 수집 방법과 학습 정제 알고리즘 및 학습 데이터 분리 기법을 사용하여 학습 데이터를 구축하고 4가지 객체 탐지 딥러닝 모델(YOLOv8, Swin, Vitdet, MvitV2)의 넙치 질병증상 감지 성능을 비교한다. 실험 결과 YOLOv8 모델이 평균 인식률(mAP)과 예상 도착 시간(ETA) 관점에서 우수하다는 결론을 얻었다. 본 연구에서 제안하는 AI 모델의 성능이 검증되면 넙치 양식장에서는 실시간으로 넙치 질병을 진단할 수 있고, 진단 결과에 따른 신속한 예방 조치로 양식장의 생산성은 크게 향상될 것이라 기대된다.

데이터 리터러시 연구 분야의 주경로와 지적구조 분석 (Analyzing the Main Paths and Intellectual Structure of the Data Literacy Research Domain)

  • 이재윤
    • 정보관리학회지
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    • 제40권4호
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    • pp.403-428
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    • 2023
  • 이 연구에서는 데이터 리터러시 분야 연구의 발전 경로와 지적구조 및 떠오르는 유망 주제를 파악하고자 하였다. 이를 위해서 Web of Science에서 검색한 데이터 리터러시 관련 논문은 교육학 분야와 문헌정보학 분야 논문이 전체의 60% 가까이를 차지하였다. 우선 인용 네트워크 분석에서는 페이지랭크 알고리즘을 사용해서 인용 영향력이 높은 다양한 주제의 핵심 논문을 파악하였다. 데이터 리터러시 연구의 발전 경로를 파악하기 위해서 기존의 주경로분석법을 적용해보았으나 교육학 분야의 연구 논문만 포함되는 한계가 있었다. 이를 극복할 수 있는 새로운 기법으로 페이지랭크 주경로분석법을 개발한 결과, 교육학 분야와 문헌정보학 분야의 핵심 논문이 모두 포함되는 발전 경로를 파악할 수 있었다. 데이터 리터러시 연구의 지적구조를 분석하기 위해서 키워드 서지결합 분석을 시행하였다. 도출된 키워드 서지결합 네트워크의 세부 구조와 군집 파악을 위해서 병렬최근접이웃클러스터링 알고리즘을 적용한 결과 대군집 2개와 그에 속한 소군집 7개를 파악할 수 있었다. 부상하는 유망 주제를 도출하기 위해서 각 키워드와 군집의 성장지수와 평균출판년도를 측정하였다. 분석 결과 팬데믹 상황과 AI 챗봇의 부상이라는 시대적 배경 하에서 사회정의를 위한 비판적 데이터 리터러시가 고등교육 측면에서 급부상하고 있는 것으로 나타났다. 또한 이 연구에서 연구의 발전경로를 파악하는 수단으로 새롭게 개발한 페이지랭크 주경로분석 기법은 서로 다른 영역에서 병렬적으로 발전하는 둘 이상의 연구흐름을 발견하기에 효과적이었다.

ChatGPT의 경찰 관련 교통법규 응답 능력에 대한 탐색적 연구 - 운전면허 학과시험과 도로교통사고감정사 1차 시험을 대상으로 - (An Exploratory Study on ChatGPT's Performance to Answer to Police-related Traffic Laws: Using the Driver's License Test and the Road Traffic Accident Appraiser)

  • 이상엽
    • 디지털정책학회지
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    • 제2권4호
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    • pp.1-10
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    • 2023
  • 본 연구는 경찰교통에서의 효과적 ChatGPT 활용 방안 도출을 위한 사전 연구로서 운전면허 학과시험과 도로교통사고감정사 시험에 대한 ChatGPT의 응답을 분석하였다. ChatGPT가 뛰어난 성능과 접근성으로 여러 분야에서 기대를 받고 있으나 경찰 교통법규와 같이 고도의 정확성이 요구되는 분야에서는 사전에 그 성능과 한계를 탐색할 필요가 있다. 이에 본 연구에서는 운전면허 학과시험 문제은행과 도로교통사고감정사 1차 시험을 대상으로 파이썬 코드로 OpenAI API를 이용해 30회의 반복 실험으로 ChatGPT의 응답을 수집하고 응답 결과를 바탕으로 시험별·연도별·내용 영역별 정답률, 일관성 능력을 분석하였다. 분석 결과 첫째, 운전면허 학과시험 및 도로교통사고감정사 1차 시험의 평균 정답률은 각 44.60%, 35.45%로 합격기준보다 낮았다. 연도별로는 2022년 이후 정답률이 평균 정답률을 하회했다. 둘째, 영역별 정답률은 29.69%~56.80%로 나타나 큰 편차를 보였다. 셋째, 정답을 맞힌 경우 95% 이상 일관되게 같은 응답을 출력하였다. ChatGPT의 효과적 활용을 위해서는 사용자의 전문 지식, 평가 데이터 및 방법 마련, 양질의 교통법규 말뭉치 설계와 주기적 학습이 필요하다고 판단된다.

Comparison of Vinorelbine, Ifosfamide and Cisplatin (NIP) and Etoposide and Cisplatin (EP) for Treatment of Advanced Combined Small Cell Lung Cancer (cSCLC) Patients: A Retrospective Study

  • Luo, Jie;Wu, Feng-Ying;Li, Ai-Wu;Zheng, Di;Liu, Jin-Ming
    • Asian Pacific Journal of Cancer Prevention
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    • 제13권9호
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    • pp.4703-4706
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    • 2012
  • Objective: To compare efficacy and safety profile of vinorelbine, ifosfamide and cisplatin (NIP) with etoposide and cisplatin (EP) in the treatment of advanced combined small cell lung cancer (c-SCLC). Methods: From January 2006 to December 2010, 176 patients with advanced c-SCLC were enrolled. The primary endpoint was overall survival (OS) and the secondary endpoints were progression free survival (PFS), response rate (RR) and toxicity. Results: Overall RR was 30.0% in the NIP and 38.5% in the EP group; there was no significant difference (P=0.236). The PFS in the EP group was little longer than that of NIP group, with 6.5 months for EP and 6.0 months for NIP group, but the difference was statistically non-significant (P=0.163). The median OS and one year survival rates were 10.4 months and 36.3% for NIP group, and 10.8 months and 49.0% for EP respectively, EP showing a survival benefit, although this was not statistically significant. Both groups well tolerated the adverse effects. The incidence of grade I-II leucopenia and alopecia in the NIP group was significantly higher than that of EP group (32.5% vs. 10.4% (P<0.001, 35.0% vs. 12.5%, P<0.001). Conclusion: the ORR, PFS and OS in NIP were slightly inferior to traditional regimen EP. The toxicity of NIP can be considered tolerable. The usage of three drugs combination in the treatment of mixed SCLC remains uncertain. Nevertheless, the results need to be further confirmed by large, prospective clinical trials.

구미지역 보육시설 유아들의 신체계측과 혈액생화학적 지표에 따른 건강상태 (Health Status by Anthropometrie Values and Serum Biochemical Indices of Preschool Children in Day-Care Centers in Gumi)

  • 신은경;이연경
    • 대한지역사회영양학회지
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    • 제10권3호
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    • pp.253-263
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    • 2005
  • This study was conducted to investigate health status of preschool children utilizing anthropometric values and serum biochemical indices. The subjects were 1,159 boys and 1,019 girls in Gumi day-care centers aged 4 to 6 years. The mean height and weight of 4, 5 and 6 year old children were 103.0 cm and 17.1 kg, 107.2 cm and 18.3 kg and 113.4 cm and 20.6 kg, respectively. By the obesity index criteria, $5\%$ of boys and $4\%$ of girls were obese whereas $10\%$ of boys and $9\%$ of girls were underweight. By the Kaup index criteria, $7\%$ of boys and $4\%$ of girls were obese. By the percentage of body fat criteria, $5\%$ of boys and girls were obese. The mean concentrations of serum total cholesterol, triglyceride, HDL-cholesterol, LDL-cholesterol, Atherogenic Index and serum glucose were 154.1-156.5 mg/dL, 80.1-81.9 mg/dL, 46.8-47.4 mg/dL, 90.9-92.8 mg/dL, 2.34-2.39 and 76.4-77.8 mg/dL, respectively. Serum triglyceride level, AI and body fat percentage of obese children were significantly higher than other children and were significantly lower in HDL-cholesterol level (p < 0.05). In addition there were significant correlation between anthropometric values and serum biochemical indices : Kaup index and obesity index were positively correlated to the systolic blood pressure and diastolic blood pressure in boys and girls (p < 0.01) and to the triglyceride concentration in boys (p < 0.05). These results indicate the need of developing and implementation of nutrition education program for preschool children to prevent further development of childhood obesity and to maintain normal serum lipid profiles.

우울군과 정상군 성인의 식습관 및 식태도의 비교 : 국민건강 영양조사 제 4기 2차년도(2008) 자료 중심 (A Comparative Study on Eating Habits and Eating Attitude of Depressed and Normal Adults : Based on 2008 Korean National Health and Nutrition Examination Survey)

  • 이지원;김성애
    • 대한지역사회영양학회지
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    • 제16권5호
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    • pp.548-558
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    • 2011
  • The purpose of this study was to compare eating habits and food attitudes between depressed and normal adults. The subjects were selected (n = 6217) from those who participated in the 2008 Korean National Health and Nutrition Examination Survey (KNHANES IV). The subjects were divided into the depressed (DG, n = 841) and normal groups (NG, n = 3969). DG was those who have depression now or who have experienced depressing feelings more than two weeks or per year. The general characteristics, anthropometric measurement, eating habits, the dietary guideline recognition and practices were compared by using chi-square test and t-test. Also the partial correlations were analyzed by SAS (Statistical analysis system, version 9.1) program. There was a significantly higher rate of DG among the female (74.32%), with low education (44.6%) and low-income (32.0%) subjects (p < 0.001). DG showed significantly lower snacking and dining out. There was significantly higher rate of DG who responded "none" in frequency of snack (27.10%) and dining out (29.50%) (p < 0.001). Also DG showed significantly lower rate of the subjects who ate with the family than NG. Also, DG showed significantly lower dietary guideline recognition level and practice than NG. Correlation between depression symptom and various factors showed that positive correlation with low snack intake and dining out frequencies. However, correlation was relatively weak. In conclusion, eating habits and recognition levels and practice of dietary guidelines of DG were significantly different from NG. DG showed significantly lower frequencies of snack, dining out, and eating with family.

위험 대상에 대한 충격 편향은 탈 편향 조작에 의해 감소하는가? (Does a Debiasing Manipulation Reduce Over-estimation of Emotional Reaction to Risky Objects?)

  • 윤지원;이영애
    • 인지과학
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    • 제22권1호
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    • pp.39-55
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    • 2011
  • 사람들은 이사, 투표, 시험, 부상, 차 구입과 같은 미래의 사건에 대한 자신의 정서 반응을 과도하게 예측한다. 충격 편향(impact bias)란 자신의 정서 반응이 강하게 오래 계속될 것으로 예상하는 것이다. 본 연구는 원자력 발전소, 유전자조작식품, 그리고 휴대폰과 같은 위험 대상에 대해 충격 편향이 관찰되는지, 그리고 관찰된다면 이 편향을 감소시키는 조작의 효과가 있는지를 검토하였다. 참여자들은 위험 대상에 대해서 현재보다 가까운 미래인 1주일 후 충격 편향을 가장 크게 보였다. 적응 과제와 탈초점 과제를 사용한 결과, 탈초점 조작이 위험 대상들에 대한 충격 편향을 감소시켰다. 본 연구의 결과들을 선행 연구들과 관련해서 논하였다.

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Development of supplemental nutrition care program for women, infants and children in Korea: $NutriPlus^+$

  • Kim, Cho-Il;Lee, Yoon-Na;Kim, Bok-Hee;Lee, Haeng-Shin;Jang, Young-Ai
    • Nutrition Research and Practice
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    • 제3권3호
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    • pp.171-179
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    • 2009
  • Onto the world-fastest ageing of society, the world-lowest fertility rate prompted a development of various policies and programs for a betterment of the population in Korea. Since the vulnerability of young children of low socio-economic class to malnutrition was clearly shown at the in-depth analysis of the 2001 Korea National Health and Nutrition Examination Survey data, an effort to devise supplemental nutrition care program for pregnant/breastfeeding women, infants and preschool children was initiated. The program was designed to offer nutrition education tailored to fit the needs of the participants and special supplementary foods, using USDA WIC program as a benchmark. Based on the dietary intake of those age groups, target nutrients were selected and their major food sources were searched through nutrient content of foods and dietary pattern analysis. As a result, we developed 6 kinds of food packages using combinations of 11 different food items. The amount of each item in a food package was determined to supplement the intake deficit in target nutrients. Nutrition education in $NutriPlus^+$ aims to improve the nutrition knowledge, attitude, and dietary behaviors of the participants, and is provided through group lessons, individual counseling sessions and home visits. Breastfeeding is promoted with top priority in education for the health of both mother and baby. The eligibility guidelines were set for residency, household income, age, pregnancy/breastfeeding and nutritional risk such as anemia, stunting, underweight, and/or inadequate nutrient intake. Income eligibility was defined as household income less than 200 percent of the Korean poverty guidelines. A pilot study to examine the feasibility of program implementation was run in 3 public health centers in 2005 and expanded to 15 and 20 in the following 2 years. The result of 3-year pilot study will be reported separately along with the ultimate nationwide implementation of the $NutriPlus^+$ in 2008.

극소 저출생체중아에서의 소장천공 (Intestinal Perforations in Very Low Birth Weight Infants)

  • 김대연;김성철;김애란;김기수;피수영;김인구
    • Advances in pediatric surgery
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    • 제7권2호
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    • pp.112-117
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    • 2001
  • With the advances in neonatal intensive care, pediatric surgeons experience very low birth weight infants, weighing <1,500 g, more frequently. We report our 14 cases of very low birth weight infants with intestinal perforations without congenital causes, at the Asan Medical Center during the 11-year period from 1989 to 2000. The average birth weight was 919 g(563-1,490), and average gestational age was 206 days(161-286). There were nine males and five females, Operation was performed at an average age of 14.0 days(3-38). Ten neonates with symptomatic PDA were given indomethacin in an attempt to close the ductus. Bowel perforation involved the jejunum in two and ileum in twelve. At laparotomy, there were seven focal intestinal perforations, five typical NEC, one intussusception, and an unknown cause, Four neonates underwent resection and anastomosis of the bowel, and nine underwent exteriorization. One underwent resection and anastomosis after peritoneal drainage. Four patients had postoperative complications; two leakage of anastomosis, one stoma necrosis, and one internal herniation. Seven of fourteen patients survived(50.0 %). Seven patients died of septic complication. There was a significant difference in the birth weight and gestational age in survivors compared with those who died(p<0.05). There was an increased risk of bowel perforation in indomethacin treatment for PDA. Careful clinical observation and keen judgment are essential for this particular group of infants.

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미세아의 외과적 문제점들 (Surgical Problems in the Micropremie)

  • 김대연;김성철;김애란;김기수;피수영;김인구
    • Advances in pediatric surgery
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    • 제12권1호
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    • pp.1-10
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    • 2006
  • Recent advances in neonatal management have resulted in a dramatic increase in survival of very low birth weight infants. These critically ill infants, however, continue to pose significant challenges in management and ethics. There is little information on the outcome of the micropremie (birth weight less than 800 g) that require surgery. The records of 171 micropremies treated over a 15 year period (beginning in 1989) at Asan Medical Center was reviewed retrospectively. Forty-one (24.0 %) infants required surgical interventions by pediatric surgeons. There were 90 boys and 81 girls. The smallest infant, weighed 396g at birth, had esophageal atresia and died before surgery. The smallest survivor, birth weight 645 g, received anenterostomy for necrotizing enterocolitis at the weight of 590 g. The gestational age of the group rangedfrom 21 to 36 weeks. The most common surgical problem was inguinal hernia. There were 20 inguinal hernias, and repairs were performed on17 infants. Excluding 2 cases, hernia repair was performed at the time of discharge. There was only one recurrence of adirect inguinal hernia. Necrotizing enterocolitis developed in 17 patients, 11 were operated upon, two had peritoneal drainages, and 9 had enterostomies. Five of 11 surgical infants died after operation and three of the nonsurgical infants died of various complications. Although micropremies have potentially high risks of serious complications and death, the outcome can improve with careful surgical observation and judgment.

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