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Establishment Plan on Personalized Training Model for Fostering AI Integrated Human Resource: Focusing on the Ministry of Employment and Labor's STEP as a Public Education and Training Platform (AI 융합형 인재양성을 위한 학습자 맞춤형 훈련프로그램 모델 수립 방안: 고용노동부의 STEP을 중심으로)

  • Rim, Kyung-Hwa;Shin, Jung-min;Lee, Doo-wan
    • Journal of Practical Engineering Education
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    • v.12 no.2
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    • pp.339-351
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    • 2020
  • In response to changes in Fourth Industrial Revolution in recent years, the field of education has focused on development of the human resources in the areas of artificial intelligence (AI: Artificial Intelligence) and industrial robot. Due to particular interest in these areas, the importance of developing integrated human resources equipped with artificial intelligence technology is emphasized in higher education and vocational competence development. In regards to rapid changing environment, this study created a program "Fostering personalized AI integrated human resource" and established an operational model correspond to latest personalized education trend. The established operational model was conducted twice using Delphi survey with experts in AI and innovative education in order to verify the suitability of program's basic structure, training process, and the sub-components of the operational strategy. The final training model was applied to the online vocational training platform (STEP) and a plan was proposed to establish a personalized training model to foster an AI integrated competent individual.

The Effect of Employment, Human Resource Development and Labor Practices on Corporate Performance (기업의 성과에 대한 고용 및 인적자원개발, 노사관행의 영향력 연구)

  • Kim, Jinhee
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.2
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    • pp.23-28
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    • 2022
  • This paper analyzed the influence of employment, human resource development, and labor practices on the corporate performance. Data were collected from the Korea Labor Institute's workplace panel survey(WPS) from 2017, and the analysis used 2,868 companies. This study employed operating profit as a corporate performance. Employment included open recruitment of new employees, evaluation of NCS job competency, and implementation of core human resources acquisition program. Human resource development consisted of incumbent training, job competency improvement evaluation, management program for low performer, emoloyee's career plan, and HRD using job analysis. Labor practices included guarantees for parental leave, guarantees for maternity leave, and support for childcare facilities. The analysis method used binominal logistic regression analysis for two groups of operating profit surplus and deficit companies. As a result of the analysis, it was possible to confirm the influence of employment, human resource development, and labor practices on performance. And the implications of employment, human resource development, and labor practices to improve corporate performance were discussed.

Automatic Building Extraction Using SpaceNet Building Dataset and Context-based ResU-Net (SpaceNet 건물 데이터셋과 Context-based ResU-Net을 이용한 건물 자동 추출)

  • Yoo, Suhong;Kim, Cheol Hwan;Kwon, Youngmok;Choi, Wonjun;Sohn, Hong-Gyoo
    • Korean Journal of Remote Sensing
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    • v.38 no.5_2
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    • pp.685-694
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    • 2022
  • Building information is essential for various urban spatial analyses. For this reason, continuous building monitoring is required, but it is a subject with many practical difficulties. To this end, research is being conducted to extract buildings from satellite images that can be continuously observed over a wide area. Recently, deep learning-based semantic segmentation techniques have been used. In this study, a part of the structure of the context-based ResU-Net was modified, and training was conducted to automatically extract a building from a 30 cm Worldview-3 RGB image using SpaceNet's building v2 free open data. As a result of the classification accuracy evaluation, the f1-score, which was higher than the classification accuracy of the 2nd SpaceNet competition winners. Therefore, if Worldview-3 satellite imagery can be continuously provided, it will be possible to use the building extraction results of this study to generate an automatic model of building around the world.

A Study on the Improvement of Evaluation Items for Customized BF Certification in School Facilities -Focusing on the Delphi survey- (학교시설 맞춤형 BF인증을 위한 평가항목 개선방향에 관한 연구 -델파이조사를 중심으로-)

  • Maeng, Joon-Ho;Kim, Sung-Joong;Song, Byung-Joon;Kim, Jae-Young;Yun, Pyeong-Se
    • The Journal of Sustainable Design and Educational Environment Research
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    • v.22 no.2
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    • pp.1-16
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    • 2023
  • This paper reports on three Delphi surveys based on draft evaluation items with the aim of deriving evaluation items prior to developing a BF certification index for school facilities in order to make the index safe and convenient. To this end, problems were formulated using content analysis and follow-up evaluation of existing BF certification indicators. Draft BF certification evaluation items for school facilities were proposed. The adequacy of each evaluation item was verified using a Delphi survey. Experts and working-level groups, such as university professors, architects, public officials, certification agencies, and organizations for disabled persons, provided feedback for all evaluation items for school facility BF, which was incorporated in the final evaluation items. As a result of the Delphi surveys, in addition to the existing 8 evaluation items, a total of 75 evaluation items were proposed as maintenance items, 12 as improvement review items, and 15 as new evaluation items.

A Study of Strategies in Drama Using Literature -Centering on the drama <I will visit you if the weather is nice>(2020) (문학을 활용한 드라마의 전략 연구 -드라마 <날씨가 좋으면 찾아가겠어요>(2020)을 중심으로)

  • Son, Mi-young
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.6
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    • pp.771-777
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    • 2023
  • This study examines the strategy of using literary works to effectively present the emotions, narrative, and characters of a drama through the drama "I'll Visit You When the Weather is Good" (2020). The drama uses poetry to effectively show the internal conflicts of the characters, allowing the viewers to understand the characters much more closely. It also shows the narrative of relationship change and growth between the characters through the narrative of a fairy tale. On the other hand, by showing still cuts of the characters' diaries in each episode, it creates a lyrical effect, as if watching the drama is like reading a literary work. In this way, the drama "I will visit you when the weather is nice" actively utilizes literature to help viewers relate to the narrative of growth and healing and experience it as their own, thus creating a three-dimensional image of the healing effect of literature.

Development of Domestic Cultivation Kit using Water Celery (Oenanthe stolonifera DC.) Seed (미나리 종자를 이용한 가정용 재배 키트 개발)

  • Kim, Jungbeom;Na, Haeyoung
    • Journal of Bio-Environment Control
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    • v.27 no.1
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    • pp.86-93
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    • 2018
  • This present study was conducted to develop the domestic cultivation kit using water celery(Oenanthe Stolonifera DC.) seed. As the result of germination rates in 3 type inbred lines, the IT 232354 had the highest initial germination rate and final germination rate, and was selected as the inbred line to be used in the cultivation kit. The development of the domestic cultivation kit was carried out using the IT 232354 seeds. It was possible to cultivate up to 3 times harvest using the same root in this cultivation kit, though the growth decreased rapidly in the $4^{th}$ cultivation. As a result of investigating the effects of the type of nutrient solution on growth of water celery, the overall growth was the lowest in the nutrient solution for Oenanthe Stolonifera DC.(N.S.D.). The shoot growth was similar to that of nutrient solution for leaves and stem vegetables (N.S.L.S.) and amino acid fermentation by-product liquid (A.F.B.L.), however in the root growth, the N.S.L.S. was more effective than A.F.B.L. When it was harvested 4 times consecutively after 1 time of planting, the last survival ratio of A.F.B.L. was 100% while their ratios were 96.4% and 49.8% each for N.S.L.S. and N.S.D. For the growth by cultivation kit type, the hole type cultivation kit increased slightly compared to the 3 hole type cultivation kit in the $1^{st}$ and $2^{nd}$ harvest, but there was no difference in the $3^{rd}$ and $4^{th}$ harvest. Total yield of one cultivation kits showed the 3 hole type cultivation kit is much higher than the 2 hole type cultivation kit. According to the results of this experiment, it is possible to harvest three times by planting one times if it was cultivated using N.S.L.S. and A.F.B.L. in the 3 hole type cultivation kit.

Treatment and Survial Rate of Malignant Peripheral Nerve Sheath Tumors (악성 말초신경막 종양의 치료와 생존율)

  • Lee, Jong-Seok;Jeon, Dae-Geun;Cho, Wan-Hyung;Lee, Soo-Yong;Oh, Jung-Moon;Kim, Jin-Wook
    • The Journal of the Korean bone and joint tumor society
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    • v.9 no.2
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    • pp.131-138
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    • 2003
  • Purpose: We analyzed our malignant peripheral nerve sheath tumor (MPNST) cases to find out their oncologic results following by each treatment modalities. Materials and Methods: Thirty four patients with MPNST were registered in Korea Cancer Center Hospital from Feb. 1986 to Nov. 1996. Seventeen cases were male and 17, female. Average age was 41 years (range 18 to 74). Location of the tumor was as follows; 17 in lower extremity, 11 upper extremity, 4 trunk, and 2 retroperitoneum. Following the AJC classification, stage IA were 2 cases, stage IIA 2, stage IIB 6, stage III 16 and stage IV 8. Twenty six patients took operations and adjuvant chemotherapy and/or radiation therapy, 3 operation only and 3 adjuvant chemotherapy or radiation therapy. Average follow up period was 33.5 months (5.6 to 146.1). Kaplan-Meiyer method was done for survival curve, and log rank test for comparison analysis. Results: Fourteen cases were continuous disease free, 2 no evidence of disease, 2 alive with disease and 14 dead of disease states at final follow up. Actual 5-year and 10-year survival rates were 53.5%, 35.7%. Local recurrence rate after operation was 24.1%. 5-year survival rates of stage I/II/III were 100/85.7/55.9% and 2-year survival rate of stage IV was 14.3% (p=0.04). In 21 cases operated with stage II-III, wide margin (15cases) had 76.0% 5-year survival rate, and marginal or intralesional marigin (6cases) had 40.0%. The actual 5-year survival rate of the group which were done 4 or more cycles chemotherapy (8cases) was 71.4% and the actual 3-year survival rate less than 4cycles chemotherapy (6cases) was 83.3% (p=0.96). In 19 cases operated with stage II-III and which had no radiotherapy, marginal or intralesional margin (5cases) had 3 cases of local recurrences (60.0%), though wide margin (14cases) had 4 cases recurrences (28.6%). There was no local recurrence in 8cases which had pre-or post-operative radiotherapy. Conclusions: Surgical margin is an important factor in local recurrence. Resection margin has a tendency to influence the survival despite insufficient statistical significance. Conventional chemotherapy has no defnite statistical sigficance in the effect on local control and survival. Preoperative and postoperative radiotherapy has some positive effect on local control.

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The Science-Related Attitudes from Adults' Experiences during Science Cultural Activities: Focusing on the Case of Science Fiction Discussions (성인들의 과학문화 활동 경험에서 나타난 과학 관련 태도 -과학소설 독서토론 활동 사례를 중심으로-)

  • Eunji Kang;Chaeyeon Shin;Jinwoong Song
    • Journal of The Korean Association For Science Education
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    • v.43 no.2
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    • pp.139-150
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    • 2023
  • This study started with the awareness of the need to explore various aspects of science education and was conducted according to the necessity of practical research on science cultural activities targeting adults. Accordingly, adults' book discussions of science fiction were selected as research cases, and science-related attitudes in science cultural activities were explored. There are four participants in the study, all of whom have engaged in a book club and have not majored or are working in science disciplines. Three science fictions were selected after establishing specific standards for the selection discussed with participants. For four months, a total of three unstructured book discussions of science fiction, post-interviews for each discussion, and in-depth individual interviews after the end of the entire activity were conducted. Various data such as recorded and transcribed reading discussion discourse, post- and in-depth individual interviews, researchers' observation records, and participants' book journals were collected and analyzed using a continuous comparison method. As a result of the study, as scientific thinking is illustrated in SF, the participants also demonstrated scientific attitudes during their discussions. In addition, the textual feature(storytelling) of science fiction was found to lessen cognitive overload and the burden of understanding science by providing scientific knowledge with context. Finally they demonstrated a shift in attitude toward science, valuing science cultural activities in themselves, rather than simply viewing science as a subject of understanding and learning. The conclusions and meanings of this study based on the above results are presented to enhance a positive attitude toward science for adults even after school education.

Optimal Scheme of Postoperative Chemoradiotherapy in Rectal Cancer : Phase III Prospective Randomized Trial (직장암의 근치적 수술 후 화학요법과 방사선치료의 순서)

  • Kim Young Seok;Kim Jong Hoon;Choi Eun Kyung;Ahn Seung Do;Lee Sang-Wook;Kim Kyoung-Ju;Lee Je Hwan;Kim Jin Cheon;You Chang Sik;Kim Hee Cheol
    • Radiation Oncology Journal
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    • v.20 no.1
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    • pp.53-61
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    • 2002
  • Purpose : To determine the optimal scheme of postoperative chemoradiotherapy in rectal cancer by comparing survival, Patterns of failure, toxicities in early and late radiotherapy groups using a Phase III randomized prospective clinical trial. Materials and Methods : From January 1996 to March 1999, 307 patients with curatively resected AJCC stage II and III rectal cancer were assigned randomly to an 'early (151 patients, arm 1)' or a 'late (156 patients, arm II)' and were administered combined chemotherapy (5-FU $375\;mg/m^2/day$, leucovorin $20\;mg/m^2$, IV bolus daily, for 3 days with RT, 5 days without RT, 8 cycles with 4 weeks interval) and radiation therapy (whole pelvis with 45 Gy/25 fractions/5 weeks). Patients of arm I received radiation therapy from day 1 of the first cycle of chemotherapy and those of arm II from day 57 with a third cycle of chemotherapy. The median follow-up period of living patients was 40 months. Results : Of the 307 patients enrolled, fifty patients did not receive scheduled radiation therapy or chemotherapy. The overall survival rate and disease free survival rate at 5 years were $78.3\%\;and\;68.7\%$ in arm I, and $78.4\%\;and\;67.5\%$ in arm II. The local recurrence rate was $6.6\%\;and\;6.4\%$ (p=0.46) in arms I and II, respectively, no significant difference was observed between the distant metastasis rates of the two arms ($23.8\%\;and\;29.5\%$, p=0.16). During radiation therapy, grade 3 diarrhea or more, by the NCI common toxicity criteria, was observed in $63.0\%\;and\;58.2\%$ of the respective arms (p=N.S.), but most were controlled with supportive care. Hematologic toxicity (leukopenia) greater than RTOG grade 2 was found in only $1.3\%\;and\;2.6\%$ of patients in each respective arm. Conclusion : There was no significant difference in survival, patterns of failure or toxicities between the early and late radiation therapy arms. Postoperative adjuvant chemoradiation was found to be a relatively safe treatment but higher compliance is needed.

A Prospective Randomized Trial Comparing the Seciuence of Adiuvant Chemotherapy and Radiotherapy following Curative Resection of Stage II, III Rectal Cancer (직장암의 근치적 수술 루 방사선치료와 화학요법의 순서에 대한 고찰 -전향적 무작위 3상 임상연구 중간 결과 보고-)

  • Kim Kyoung Ju;Kim Jong Hoon;Choi Eun Kyung;Chang Hyesook;Ahn Seung Do;Lee Je Hwan;Kim Jin Cheon;Yu Chang Sik
    • Radiation Oncology Journal
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    • v.18 no.1
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    • pp.17-25
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    • 2000
  • Purpose : To evaluate the side effects, pattern of failure, and survival rate according to the sequence of postoperative adjuvant radiotherapy and chemotherapy, patients with stages II and III rectal cancer who had undergone curative resection were randomized to 'early radiotherapy group (arm I)' or' late radiotherapy group (arm II)', then we intend to determine the most effective sequence of the radiotherapy and chemotherapy. Materials and Methods . From January 1996 to March 1999, 313 patients with curatively resected stages II and III rectal cancer have been randomized to' early' or' late' radiation therapy group and received combined chemotherapy (5-FU 375 mg/m$^{2}$/day, ieucovorin 20 mg/m$^{2}$, IV bolus daily Dl-5, 8 cycles) and radiation therapy (whole pelvis with 45 Gy/25 fractions/s weeks). Arm I received radiation therapy from day 1 with first cycle of chemotherapy and arm II received radiation therapy from day 57 with third cycle of chemotherapy after completion of first two cycles. Preliminary analysis was peformed with 228 patients registered up to Jun 1998. Two out of the 228 patients were excluded because of double primary cancer. Median follow-up period was 23 months. Results :Local recurrence occurred in 11 patients (9.7$\%$) for arm I and 9 patients (8$\%$) for arm 11. There was no significant difference between both groups ( p=0.64). However, distant metastasis was found in 22 patients (19.5$\%$) for arm I and 35 patients (31.0$\%$) for arm II and which showed statistically significant difference between the two groups ( p=0.046). And neither 3-year disease-free survival (70.2$\%$ vs 59.2$\%$, p=0.2) nor overall survival (89.4$\%$ vs 88.0$\%$, p=0.47) showed significant differences. The incidence of leukopenia during radiation therapy and chemotherapy was 78.3$\%$ and 79.9$\%$ respectively but leukopenia more than RTOG grade 3 was only 2.1$\%$ and 6.0$\%$ respectively. The incidence of diarrhea more than 10 times per day was significantly higher in the patients for arm I than for arm II (71.2$\%$ vs 41.6$\%$, p=0.02) but this complication was controlled with supportive cares. Conclusion : Regardless of the sequence of postoperative adjuvant radiation therapy and chemotherapy after curative resection for rectal cancer, local recurrence rate was low with combined chemoradlotherapy. But distant metastasis rate was lower in early radiation therapy group than in late radiation therapy group and the reason is unclear. Most patients completed these treatments without severe complication, so these were thought to be safe treatments but the treatment compliance should be improved.

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