• Title/Summary/Keyword: Item factor

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A Research on TF-IDF-based Patent Recommendation Algorithm using Technology Transfer Data (기술이전 데이터를 활용한 TF-IDF기반 특허추천 알고리즘 연구)

  • Junki Kim;Joonsoo Bae;Yeongheon Song;Byungho Jeong
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.46 no.3
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    • pp.78-88
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    • 2023
  • The increasing number of technology transfers from public research institutes in Korea has led to a growing demand for patent recommendation platforms for SMEs. This is because selecting the right technology for commercialization is a critical factor in business success. This study developed a patent recommendation system that uses technology transfer data from the past 10 years to recommend patents that are suitable for SMEs. The system was developed in three stages. First, an item-based collaborative filtering system was developed to recommend patents based on the similarities between the patents that SMEs have previously transferred. Next, a content-based recommendation system based on TF-IDF was developed to analyze patent names and recommend patents with high similarity. Finally, a hybrid system was developed that combines the strengths of both recommendation systems. The experimental results showed that the hybrid system was able to recommend patents that were both similar and relevant to the SMEs' interests. This suggests that the system can be a valuable tool for SMEs that are looking to acquire new technologies.

Workforce Agility during the COVID-19 Pandemic: Validation of the Workforce Agility Scale in Care Workers for Frail Elderly

  • Chang, HeeKyung;Ahn, Jin Yeong;Do, Young Joo;Kim, Yu Mi
    • International Journal of Advanced Culture Technology
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    • v.11 no.4
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    • pp.24-33
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    • 2023
  • This research aimed to validate the Korean version of the Workforce Agility Scale (K-WAS) among care workers for community-dwelling frail elderly. The study involved 192 care workers from Gyengsangnam-do, who completed a structured questionnaire between May 31 and July 15, 2023. The K-WAS, a 13-item instrument measured on a 5-point Likert scale, captures three key aspects of workforce agility: proactivity, adaptability, and resilience. Confirmatory factor analysis was employed to ascertain the scale's construct validity. The K-WAS demonstrated a significant positive correlation with psychological empowerment (r=.560, p<.001), thereby establishing its criterion validity. Although the results suggest that the K-WAS is a valid and reliable tool for assessing workforce agility among care workers, further refinement is recommended. The K-WAS is anticipated to aid in the implementation and evaluation of interventions focused on enhancing workforce agility among care workers for frail elderly. By providing a valid and reliable measure of workforce agility, the K-WAS can facilitate the evaluation of these interventions' effectiveness in improving outcomes for the frail elderly and_ enhancing the overall quality of care delivery.

Development and Validation of S.T.E.P+ Diagnostic Tool: Assessing Organizational Competence for Self-management in Daycare Centers (어린이집 자율관리를 위한 조직역량 진단도구(S.T.E.P+)의 개발 및 타당화)

  • Jeong-Won Kang;So-Young Park;Won-Seon Lee;Yoe-Jeong Lim
    • Korean Journal of Childcare and Education
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    • v.20 no.2
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    • pp.105-126
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    • 2024
  • Objective: The study aimed to develop and validate a tool for assessing daycare center organizational competence and for autonomously managing childcare quality. Methods: Through literature review and expert reviews, items were derived and validated using the Content Validity Index. Data from a survey involving 216 directors and 509 teachers were analyzed using SPSS and AMOS to assess reliability and conduct confirmatory factor analysis. Results: Results revealed a 36-item diagnostic tool across four subcategories: shared values (6 items), training abilities (18 items), environmental support (6 items), and organizational promotion (6 items). A diagnostic tool named S.T.E.P+ was developed, named after the first letters of the four subfactors. Skewness and kurtosis were within normality assumptions. Good fit indices (CFI, TLI) and low SRMR and RMSEA values indicated a satisfactory model fit. Cronbach's α values showed high reliability for all factors. The tool enables autonomous diagnosis of childcare quality. Conclusion/Implications: This tool can effectively autonomously diagnose whether a daycare center is providing quality childcare.

Development of the Hospital Nurses' Silence Behavior Scale (병원 간호사의 침묵 행위 측정도구 개발)

  • Chung, Soojin;Hwang, Jee-In
    • Journal of Korean Academy of Nursing
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    • v.54 no.2
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    • pp.279-295
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    • 2024
  • Purpose: This study aimed to develop a scale to measure hospital nurses' silence behavior and examine its validity and reliability. Methods: A total of 52 preliminary items on hospital nurses' silence behavior were selected using a content validity test by seven experts on 53 candidate items derived from a literature review and in-depth interviews with 14 nurses. A total of 405 hospital nurses participated in a psychometric testing. Data analysis comprised item analysis, exploratory and confirmatory factor analyses, and convergent and discriminant validity tests. Pearson's correlation coefficient was used for assessing concurrent validity, and Cronbach's alpha was used for the reliability test. Results: The final scale consisted of nine factors with 31 items, exhibiting acceptable model fit indices, convergent validity, and discriminant validity. The score of the entire scale was positively correlated with the 'Organizational Silence Scale (OSS)-the issues on which nurses remain silent' (r = .60, p < .001) and 'OSS-the reasons why nurses remain silent' (r = .68, p < .001). Cronbach's α of the scale was .92, and α of each subscale ranged from .71 to .90. Conclusion: The Hospital Nurses' Silence Behavior Scale is a useful tool for assessing multifaceted silence behavior among nurses. It can provide basic data for developing better communication strategies among nurses and other hospital staff.

A Study on the Analysis of Welfare Awareness Level of Paramedics (소방 구급대원의 복지 의식 수준 분석에 관한 연구)

  • Yu-Jin Park;Bong-Kil Kim;Hyun-Mi Kim
    • Journal of the Korean Society of Industry Convergence
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    • v.27 no.4_2
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    • pp.851-860
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    • 2024
  • This study analyzed factors that influence the welfare awareness level of paramedics. Paramedics are professionals responsible for the health and safety of the public, and their welfare is a factor that enables them to carry out their duties smoothly. The study results showed that the overall level of welfare awareness was analyzed to be very low at 2.80 points. We also found that there were gender and class differences in some areas. One notable point is the item 'In the event of a lawsuit or other complaint or accident during a call, the fire department responds adequately for me.' which received the lowest score of 2.22 point. I hope that in the future, fire departments will implement policy measures to protect emergency personnel from complaints and reduce the stress they experience when dispatched to disaster areas. Based on the results of this study, I hope that follow-up researchers will conduct a comparative analysis of the level of welfare awareness among various factors.

A Study on Evaluation Model Developement for Investigation Priority Decision for Road Cutting Slopes Using Analytic Hierarchy Process (AHP를 이용한 도로절토사면의 조사우선순위 결정을 위한 평가모델 개발에 관한 연구)

  • Shin, Chang-Gun;Sung, Hyun-Jong;Lee, Song
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.12 no.4
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    • pp.107-114
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    • 2008
  • Currently, each managing agencies are enforcing the maintenance against the cutting slopes, but the universality and objectivity are insufficient, because the evaluation item and model are various, the access method is not mutual-supplementary. Consequently, this study will lead the approach for a rational model development, by the analysis against the existing cutting slope evaluation technique, excavate a collapse primary reason and a factor, by the collapse example analysis, and make out evaluation table to decide a investigation priority of the existing cutting slope in the Investigation Evaluation step using AHP.

Development of instrument for measuring Home Economics-Pedagogical Content Knowledge(H-PCK) (가정교과교육학 지식(H-PCK)의 측정도구 개발)

  • Lee, Seung Jin;Yu, Nan Sook
    • Journal of Korean Home Economics Education Association
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    • v.29 no.1
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    • pp.35-56
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    • 2017
  • The purposes of this study were to develop an instrument to examine the latent domains to measure H-PCK and verify the reliability and validity of the instrument. To accomplish these purposes, instrument item development, content validity, pilot study, and main study were conducted. The results were as follows. First, based on a review of extant literature, 29 items for H-PCK were developed. Seven items were deleted from the original instrument after determining content validity by 10 in-service Home Economics teachers, which resulted in the 22 items of 3 domains(Knowledge of perspective on Home Economics Education(KP), Knowledge of Home Economics curriculum(KC), Knowledge of Home Economics instructional strategies(KI)). Second, data were collected from 137 Home Economics teachers via mail survey for pilot study to establish reliabilities for each individual domain and across the domains based on Cronbach's ${\alpha}$ and item-total correlation. The result showed good reliabilities in the cut-off value of .7 and .5 for Cronbach's ${\alpha}$ and for item-total correlation respectively. Third, the main study was performed with 220 Home Economics teachers via e-mail survey and the reliability and validity tests were conducted. The reliability test results showed good reliabilities. The model for confirmatory factor analysis(CFA) provided a good fit to the data (e.g., CFI=.92, RMSEA=.06, SRMR=.05) to evaluate construct validity. The three domains of KP, KC, and KI demonstrated the acceptable convergent and discriminant validities in each individual domain and over domains. Thus, the instrument in this study may be utilized to measure H-PCK. Finally, criterion-related validity was performed to examine the extent to which the three domains are related to teacher efficacy with Pearson correlation (${\rho}$). It was relatively highly correlated at ${\rho}=.7$. In addition, the higher H-PCK the Home Economics teachers had, the higher teacher efficacy they had. The final instrument consisting of 22 items from 3 domains were determined through the entire procedure.

Study of Dental Hygienist's Stress Degree and Adaptation Method (치과위생사의 스트레스 정도와 적응 방법에 관한 연구)

  • Gwon, Mi-Young;Jung, Mee-Hee
    • Journal of dental hygiene science
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    • v.4 no.3
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    • pp.133-140
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    • 2004
  • It examines closely the occupation characteristic primary factor which the dentistry hygienic company field which is working to presence at a sickbed is undergoing the degree and from the research which it sees and it grasps the adaptation method against it gropes bitterly with development of the dentistry hygienic company individual to join in, it contributed in dentistry medical treatment service quality improvement and the research which tries to sleep it attempted. Currently the dentistry hygiene which works from Seoul and the condition area subject matter dentist unit, the dentistry hospital and the general hospital dentistry back it did in the object which it will burn. 116 issues which become frequency in question 120 it used SPSS 10.0 and it analyzed. Result of this study is as following. (1) Was expose that stress degree by factor feels about commonness on the whole, and angle prospects and support connection stress at company were the biggest item by item, and appeared as on the other hand relation connection stress with patient is the smallest. (2) Stress that stress degree by each receives in case of there are a lot of other businesses to characteristic businesses except appeared highest. On the other hand, was expose that feel the lowest stress degree an item that other a type of occupation and discord are. (3) 'Do action of that throw goods or closes the door bump' appeared article highest by short term adaptation method about stress, and 'Think and gives up by fate' appeared highest by special skill adaptation method. Short term adaptation method appeared high than special skill adaptation method on the whole but the difference appeared as is very small. (4) Stress degree comparison by general special quality was shown difference that stress by only dental hygiene administration of justice selection motive keeps in mind. (5) All of the result that compare short term, long term adaptation method about stress that feel new dental higienist apple career dental higienist same difference be, but displayed high result in same munhang. (6) Was expose that difference that keep in mind from all arguments in comparison of short term adaptation method by general special quality does not exist, on the other hand, comparison of long-term adaptation method displayed result that religion among only variable keeps in mind statistically.

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Confirmatory Analysis of Perception and Preference Scales for Work Characteristics among Korean Nurses (중환자실 근무환경 특성에 대한 간호사의 인지도와 선호도 도구 검증)

  • ;;Barbara Daily
    • Journal of Korean Academy of Nursing
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    • v.29 no.2
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    • pp.215-224
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    • 1999
  • The study was conducted to centum the construct of individual perception and preference for work characteristics as personal factors influencing Korean nurses' job satisfaction. The subjects of the study were 231 nurses who are currently working in intensive care units and have been for a minimum of 6 months. The study used the Staff Perception and Preference Scale(Song et al., 1997) to measure the individual's perception and preference on the technical. practice. and management components of the ideal work environment. The Korean version of the Staff Perception and Preference Scale consists of 16 items on perception and 13 on preference with each item related on a scale from 1(not at all) to 4(a great deal). Psychometric testing revealed that the preference and perception scale is internally consistent with Chronbach's alphas of .83 for perception scale arid .80 for preference scale. The subscales of the perception and preference scale also showed acceptable reliability for the early stage of the development of the instruments with Chronbach alphas of .62-.76 and .69-.83 respectively. Criterion-related validity of the scale was tested by examining correlations with individual growth need that is conceptually close to individual preference. but not to individual perception. Individual growth need was significantly related to individual preference(r=.63, p<.05), but the correlation with the perception scale was not significant. A separate factor analysis for the each of perception and preference scales was performed with a three-factor loading solution based on a previous study. The results on the staff perception scale confirmed with varimax rotation that the items were cleanly and strongly loaded on technique. practice and management components, which together explained 50.7% of the variance. The factor analysis on the staff preference scale also yielded a three factor solution that explained 56.7% of the variance. but items on technique and management components were loaded together. This phenomena may due to the current nursing delivery system in Korea where nurses never experience either shared governance nor case management, and as a results they may not be able to consider management roles as their potential extended roles. Therefore, more efforts should be given to enhance nurses' autonomy and decision making in the technique, practice and management components of their work environment. Meanwhile, there is a need for continuously confirming and developing tools for individual perception and preferences to effectively enhance job satisfaction among Korean nurses through innovative work environments.

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Development of Fatigue Scale of Private Security Guards (민간경비원의 피로도 척도개발)

  • Kim, Kyong-Sik;Park, Young-Man
    • The Journal of the Korea Contents Association
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    • v.14 no.11
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    • pp.175-185
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    • 2014
  • This study is to develop a fatigue scale for the private security guard for a private security guard to effectively manage fatigue were tested for validity and reliability. To achieve that, this study employed purposive sampling to draw 300 samples among private security guards working for the security firms registered in Seoul District Police Office as of 2014, and used 259 samples for final analysis. Fatigue scale was developed on the basis of the scale development methods and procedures in previous studies. For data processing, SPSSWIN 18.0 program was applied to conduct exploratory factor analysis, reliability analysis, and correlation analysis, and AMOS 18.0 program was employed to conduct confirmatory factory analysis. This study came to the following conclusion. First, the validity of the fatigue measurement tool was high. In other words, content validity was high, and construct validity was also high. The factor loading of exploratory factor analysis was .452, and the standard value of confirmatory factor analysis was .403. Therefore, the tool satisfied the basis value of fit index. The sub categories of fatigue, finally drawn from validity test, were mental fatigue, nervous system dysfunction, physical deformity, and exhaustion. Secondly, the reliability of the fatigue measurement tool was high. In other words, according to item analysis, the correlation between items and their sub categories, and between items and total score was more than .602, relatively high. And the reliability coefficient (Cronbach's ${\alpha}$) was high, or more than .658. Fatigue Scale tool will be developed by private security guards in the present study is to measure the validity and reliability verification is clearly tired of the private security guards than the tools that are used in other studies in the existing area.