• 제목/요약/키워드: Adaptation Techniques

검색결과 223건 처리시간 0.029초

Translation, Adaptation and Cross-Cultural Validation of Hearing Handicap Inventory for Adult in Malay Language

  • Zam, Tengku Zulaila Hasma binti Tengku Zam;Dzulkarnain, Ahmad Aidil Arafat;Rahmat, Sarah;Jusoh, Masnira
    • Journal of Audiology & Otology
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    • 제23권3호
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    • pp.129-134
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    • 2019
  • Background and Objectives: Sine a self-reported questionnaire for hearing-impaired listeners is not available by Malay language yet, it is important to develop or translate any available existing questionnaires. The aim of this study was to translate, adapt and validate the Hearing Handicap Inventory for Adult (HHIA) to be used by the audiologist among the hearing-impaired population in Malaysia. Subjects and Methods: The HHIAs was translated to Malay language using forward-backward translation techniques by four-panellists (two for each level). The translated HHIA was then reconciled and harmonized for cultural aspects and content of the questionnaire by the researchers and two expert panels before being pilot-tested among 10 hearing-impaired patients. Questionnaire validation was conducted among 80 adults with a hearing loss to calculate for Cronbach's α (internal reliability), Spearman's correlation (inter-item correlation) and factor analysis. Results: None of the translated items were removed from the scale. The overall Cronbach's α was 0.964; 0.927 and 0.934 for both social and emotional subscales, respectively. The factor analysis (force-concept inventory) demonstrated a two-structure with a strong correlation between all items in either component 1 or 2, that resembled the original scale. The Mann-Whitney test revealed significantly higher scores for those adults with a hearing loss than those adults with normal hearing. Conclusions: The Malay HHIA has been successfully translated and validated for the purpose of determining the psychosocial aspects of adults with hearing loss in the local population.

Translation, Adaptation and Cross-Cultural Validation of Hearing Handicap Inventory for Adult in Malay Language

  • Zam, Tengku Zulaila Hasma binti Tengku Zam;Dzulkarnain, Ahmad Aidil Arafat;Rahmat, Sarah;Jusoh, Masnira
    • 대한청각학회지
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    • 제23권3호
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    • pp.129-134
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    • 2019
  • Background and Objectives: Sine a self-reported questionnaire for hearing-impaired listeners is not available by Malay language yet, it is important to develop or translate any available existing questionnaires. The aim of this study was to translate, adapt and validate the Hearing Handicap Inventory for Adult (HHIA) to be used by the audiologist among the hearing-impaired population in Malaysia. Subjects and Methods: The HHIAs was translated to Malay language using forward-backward translation techniques by four-panellists (two for each level). The translated HHIA was then reconciled and harmonized for cultural aspects and content of the questionnaire by the researchers and two expert panels before being pilot-tested among 10 hearing-impaired patients. Questionnaire validation was conducted among 80 adults with a hearing loss to calculate for Cronbach's α (internal reliability), Spearman's correlation (inter-item correlation) and factor analysis. Results: None of the translated items were removed from the scale. The overall Cronbach's α was 0.964; 0.927 and 0.934 for both social and emotional subscales, respectively. The factor analysis (force-concept inventory) demonstrated a two-structure with a strong correlation between all items in either component 1 or 2, that resembled the original scale. The Mann-Whitney test revealed significantly higher scores for those adults with a hearing loss than those adults with normal hearing. Conclusions: The Malay HHIA has been successfully translated and validated for the purpose of determining the psychosocial aspects of adults with hearing loss in the local population.

빅데이터 기반 2형 당뇨 예측 알고리즘 개발 (Development of Type 2 Prediction Prediction Based on Big Data)

  • 심현;김현욱
    • 한국전자통신학회논문지
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    • 제18권5호
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    • pp.999-1008
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    • 2023
  • 당뇨병과 같은 만성 질환의 조기 예측은 중요한 이슈이며, 그중에서도 당뇨 예측의 정확도 향상은 매우 중요하다. 당뇨 예측을 위한 다양한 기계 학습 및 딥 러닝 기반 방법론을 도입하고 있으나, 이러한 기술들은 다른 방법론보다 더 우수한 성능을 위해 대량의 데이터를 필요로 하며, 복잡한 데이터 모델 때문에 학습 비용이 높다. 본 연구에서는 pima 데이터셋과 k-fold 교차 검증을 사용한 DNN이 당뇨 진단 모델의 효율성을 감소시킨다는 주장을 검증하고자 한다. 의사 결정 트리, SVM, 랜덤 포레스트, 로지스틱 회귀, KNN 및 다양한 앙상블 기법과 같은 기계 학습 분류 방법을 사용하여 어떤 알고리즘이 최상의 예측 결과를 내는지 결정하였다. 모든 분류 모델에 대한 훈련 및 테스트 후 제안된 시스템은 ADASYN 방법과 함께 XGBoost 분류기에서 최상의 결과를 제공하였으며, 정확도는 81%, F1 계수는 0.81, AUC는 0.84였다. 또한 도메인 적응 방법이 제안된 시스템의 다양성을 보여주기 위해 구현되었다. LIME 및 SHAP 프레임워크를 사용한 설명 가능한 AI 접근 방식이 모델이 최종 결과를 어떻게 예측하는지 이해하기 위해 구현되었다.

Clinical comparison of marginal fit of ceramic inlays between digital and conventional impressions

  • Franklin Guillermo Vargas-Corral;Americo Ernesto Vargas-Corral;Miguel Angel Rodríguez Valverde;Manuel Bravo;Juan Ignacio Rosales Leal
    • The Journal of Advanced Prosthodontics
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    • 제16권1호
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    • pp.57-65
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    • 2024
  • PURPOSE. The aim of this stuldy was to compare the clinical marginal fit of CAD-CAM inlays obtained from intraoral digital impression or addition silicone impression techniques. MATERIALS AND METHODS. The study included 31 inlays for prosthodontics purposes of 31 patients: 15 based on intraoral digital impressions (DI group); and 16 based on a conventional impression technique (CI group). Inlays included occlusal and a non-occlusal surface. Inlays were milled in ceramic. The inlay-teeth interface was replicated by placing each inlay in its corresponding uncemented clinical preparation and taking interface impressions with silicone material from occlusal and free surfaces. Interface analysis was made using white light confocal microscopy (WLCM) (scanning area: 694 × 510 ㎛2) from the impression samples. The gap size and the inlay overextension were measured from the microscopy topographies. For analytical purposes (i.e., 95-%-confidence intervals calculations and P-value calculations), the procedure REGRESS in SUDAAN was used to account for clustering (i.e., multiple measurements). For p-value calculation, the log transformation of the dependent variables was used to normalize the distributions. RESULTS. Marginal fit values for occlusal and free surfaces were affected by the type of impression. There were no differences between surfaces (occlusal vs. free). Gap obtained for DI group was 164 ± 84 ㎛ and that for CI group was 209 ± 104 ㎛, and there were statistical differences between them (p = .041). Mean overextension values were 60 ± 59 ㎛ for DI group and 67 ± 73 ㎛ for CI group, and there were no differences between then (p = .553). CONCLUSION. Digital impression achieved inlays with higher clinical marginal fit and performed better than the conventional silicone materials.

대규모 언어 모델의 최적화를 위한 지시형 미세 조정과 LoRA 결합 접근법 (Instruction Fine-tuning and LoRA Combined Approach for Optimizing Large Language Models)

  • 김상국;노경란;한혁;최붕기
    • 산업경영시스템학회지
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    • 제47권2호
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    • pp.134-146
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    • 2024
  • This study introduces and experimentally validates a novel approach that combines Instruction fine-tuning and Low-Rank Adaptation (LoRA) fine-tuning to optimize the performance of Large Language Models (LLMs). These models have become revolutionary tools in natural language processing, showing remarkable performance across diverse application areas. However, optimizing their performance for specific domains necessitates fine-tuning of the base models (FMs), which is often limited by challenges such as data complexity and resource costs. The proposed approach aims to overcome these limitations by enhancing the performance of LLMs, particularly in the analysis precision and efficiency of national Research and Development (R&D) data. The study provides theoretical foundations and technical implementations of Instruction fine-tuning and LoRA fine-tuning. Through rigorous experimental validation, it is demonstrated that the proposed method significantly improves the precision and efficiency of data analysis, outperforming traditional fine-tuning methods. This enhancement is not only beneficial for national R&D data but also suggests potential applicability in various other data-centric domains, such as medical data analysis, financial forecasting, and educational assessments. The findings highlight the method's broad utility and significant contribution to advancing data analysis techniques in specialized knowledge domains, offering new possibilities for leveraging LLMs in complex and resource-intensive tasks. This research underscores the transformative potential of combining Instruction fine-tuning with LoRA fine-tuning to achieve superior performance in diverse applications, paving the way for more efficient and effective utilization of LLMs in both academic and industrial settings.

Rehabilitation Ecology by Revegetation: Approach and Results from Two Mediterranean Countries

  • Martin, Arnaud;Khater, Carla;Mineau, Herve;Puech, Suzette
    • The Korean Journal of Ecology
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    • 제25권1호
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    • pp.9-17
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    • 2002
  • Human activities greatly affect the environment causing its degradation. Urban development and road networks construction cause main impacts on ecosystems and particularly on vegetation cover: road constructions induce complete degradation of the vegetation cover and often leaves a hare land, sometimes without even a soil cover. Reconstitution of vegetation cover is necessary to limit superficial erosion and land slipping on the road, towards a reintegration of the site in the neighbouring landscape. Many approaches have been studied over the last 30 years aiming at this reconstitution of vegetation cover. At frost, the main purpose of land reclamation was to create a new ecosystem. At this time, the environment created was rather a "garden" with a new soil adapted to the plantation of "decorative" species. Then, in early 90′s many studies on the restoration ecology concept rather focused on adapting the vegetation to the existing conditions on the site, as in a side road embankment for example. Nowadays, we notice a large tendency towards the use of such adapted native species instead of industrially produced seeds. In southern France, our team have led research on the potentials of those local species for their use in revegetation processes with hydro-seeding. We therefore developed an approach combining the use of different types of species: Industrially produced, native and wild cultivated species. This method integrates the benefits of using available low costing seeds that are already used on large scale projects with better adapted species, issued form the cultivation of native species and seed production for their use on smaller scale and more costly but more effective results. The use of wild cultivated species seeds was developed in order to limit the cost and reduce harsh natural seed withdrawal in the natural environment In the case of the use of native species. Besides, the use of such seeds allowed a larger geographical scale of use than with local native seeds. In addition, our team began two years ago a research project in Lebanon aiming at the Introduction and development of the revegetation techniques in Lebanon. In fact, this country bared since 20 years the consequences of urban pressure on its environment especially by the development of quarries and road networks. Therefore, pioneer work is necessary to aim at the adaptation of these techniques to the local environment.

새포아풀 방제를 위한 Roundup Ready Bentgrass의 개발 (Development of Roundup Ready Bentgrass for the Control of Poa annua)

  • 닉크리스챤스;이정호
    • 아시안잔디학회지
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    • 제20권1호
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    • pp.77-82
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    • 2006
  • 애뉴얼 블루그래스는 골프장에서 방제하기가 대단히 어려운 잡초이다. 방제가 어려운 이유로는 애뉴얼 블루그래스의 경우 불량환경에서도 왕성하게 종자생산을 할 수 있는 특성과 또한 낮은 예초환경에서도 적응력이 있기 때문이다. 하지만 무엇보다도 유전적으로 다양성이 있기 때문에 골프장의 잔디에 비해 우점할 수 있는 것이다. 일반적으로 애뉴얼 블루그래스는 일년생 한지형 잔디로, 생육형은 주형이다. 하지만 포복경이 있어 다년생의 특성을 갖는 생태형이 다른 애뉴얼 블루그래스도 있다. 골프장에서 애뉴얼 블루그래스 방제를 위해 화학적 방법과 재배적 방법에 관한 수많은 연구가 지난 85년간 진행되었다. 연구결과 일부 종류의 애뉴얼 블루그래스 방제에 성공적인 결과도 있지만, 모든 종류의 애뉴얼 블루그래스 방제에 성공적인 방법은 아직 없는 실정이다. 이 모든 방제 방법들 중에 Roundup ready creeping bentgrass의 사용은 다양한 종류의 새포아풀을 방제 할 수 있다. Roundup readgy bentgrass는 Roundup에 내성이 있어 약해 피해 없이 생존이 가능하다. 따라서 골프장에서 이 새로운 기술을 활용하면 새포아풀이 없는 그린, 티, 훼어웨이를 유지할 수 있다.

1960년대 한국과 이집트 영화 정책 및 특성의 비교 연구 -문학을 원작으로 한 영화를 중심으로 (A Comparative Study on Korean and Egyptian Films -Focusing on Adaptations of Novels in Films of the 1960s)

  • 알레 일레와
    • 대중서사연구
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    • 제25권3호
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    • pp.211-266
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    • 2019
  • 이 글은 1960년대 한국과 이집트에서 유행한 문학을 원작으로 한 영화를 세계적인 현상으로 보고 있다. 이를 1930~50년대 유럽과 미국에서 널리 퍼진 각색 영화들을 주목하여 영화 비평가 앙드레 바쟁의 글을 이용하여 원인을 알아 봤다. 영화가 발전하는 과정에서 생긴 형식과 내용의 변증법이 문학을 원작으로 한 영화라는 방향을 낳았다는 것이 바쟁의 주장이다. 이를 바탕으로 한국과 이집트가 문학을 원작으로 한 영화들, 이 세계적 현상을 따르기 시작한 첫 출발점을 알아보기 위해 양국에서 1960년 이전 시기에 영화에 대한 기사를 살펴보았다. 1950년대 한국에서 개봉한 문학을 원작으로 한 외국 영화들은 한국 감독들의 시선을 한국의 정통 문화와 문학에 눈뜨게 하였다. 이 시기에 많은 기사들이 보여 주는 것처럼 한국 영화가 양적·기술적으로 발전되어 가고 있었지만 빈곤한 내용에 대한 불만의 소리가 계속 이어지자 문학 작품을 재생산하는 경향이 시작되었다. 이와 마찬가지로 이집트에서는 1950,60년대 영화와 문학의 관계에 관한 수많은 기사들이 지속적으로 실렸다. 이 중에서 소설을 원작으로 하는 외국 영화를 주목하는 글, 이집트 영화의 현황에 관한 글, 뿐만 아니라 유명한 작가가 영화에 대해서 쓴 글도 있었다. 내적 조건을 파악한 뒤 영화에 영향을 미친 두 국가의 정책을 살펴봤다. 한국의 경우에는 미군정기 정책과 국산영화장려정책을 주목하고 이집트의 경우에는 영화까지 확대된 국유화 산업을 살펴봤다. 두 국가에서 영화 정책의 실행이 앞서 살펴본 내적 조건 보다 뒤에 나온 것을 확인하고 이 정책들은 문학을 원작으로 한 영화의 시발점이 되지 않았으나 다른 나라에서 빨리 사그라진 이 영화 경향이 두 국가에서 오랫동안 수명을 유지할 수 있게 기여하였다는 것을 알 수 있다. 그리고 마지막으로 두 나라의 영화를 원작의 작가를 중심으로 분석하여 이의 특징을 알아봤다. 이 글은 한국과 이집트의 문학을 원작으로 한 영화를 세계적 현상으로 위치 지으려는 시도이다. 두 나라의 영화들은 개별적으로 연구되어 왔지만, 이 논문을 통해서 당시 영화들에 대한 새로운 연구를 지향하는 것을 기대한다.

Effects of Restricted Feeding on Intake, Digestion, Nitrogen Balance and Metabolizable Energy in Small and Large Body Sized Sheep Breeds

  • Kamalzadeh, A.;Aouladrabiei, M.R.
    • Asian-Australasian Journal of Animal Sciences
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    • 제22권5호
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    • pp.667-673
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    • 2009
  • Ninety six intact male sheep (12 months old with mean live weight of about 35 kg) were used to assess the effects of restricted feeding on intake, digestion, nitrogen balance and metabolizable energy (ME). The animals were selected from two known Iranian small and large body size breeds: 48 Sangsari (S) and 48 Afshari (A), and were divided into two equal groups: restricted (R) and a control (C). Each group had 48 sheep (24 each breed). The experiment had a duration of 15 and 75 days adaptation and treatment periods, respectively. The animals were individually placed in metabolism cages and fed a diet based on pelleted concentrate mixture consisting of alfalfa, barley grain, cottonseed meal and barley straw. The animals in group C were fed ad libitum, while animals in group R were fed at maintenance level and maintained a relatively constant live weight. During the experiment, the average daily weight gain (ADG) of S and A animals in R group was 0.34 and -0.25 g/d (0.02 and -0.02 $g/kg^{0.75}/d$), respectively. While that of S and A animals in C group was 174.4 and 194.4 g/d (10.16 and 11.48 $g/kg^{0.75}/d$), respectively. Nitrogen (N) was determined by both measured and regression methods. Animals of R group stayed at about zero N balance (0.01 and -0.00 g $N/kg^{0.75}/d$ for S and A animals, respectively). The N retention of animals of both S and A breeds in C group were similar (0.45 and 0.46 g $N/kg^{0.75}/d$, respectively). Digestible organic matter intake (DOMI) and ME requirement for maintenance (MEm) were measured by both constant weight technique and regression method by regressing N balance on DOMI and ME intake on ADG. The measured DOMI during constant weight was 24.61 and 24.27 g $DOMI/kg^{0.75}/d$ and the calculated DOMI from regression equation was 24.24 and 24.22 g $DOMI/kg^{0.75}/d$, for S and A animals, respectively. The measured MEm was 402 and 401 kJ $ME/kg^{0.75}/d$ and the calculated MEm from regression analysis was 398 and 400 kJ $ME/kg^{0.75}/d$ for S and A breeds, respectively. There were no significant differences between both measured and regression techniques. There was no significant difference between S and A breeds for DOMI, N retention, MEm, digestibility and metabolizability values. Digestibility values for OM, GE and CP and metabolizability were significantly (p<0.05) higher in restricted feeding sheep compared with that of sheep fed ad libitum.

치주수술후 치주포대의 사용유무에 따른 임상적 효과에 대한 비교논문 (A Comparative Study of Clinical Sffects Following Periodontal Surgery with and without Dressing)

  • 배상범;임성빈;정진형
    • Journal of Periodontal and Implant Science
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    • 제29권3호
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    • pp.693-703
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    • 1999
  • Since they were introduced by Ward in 1923, periodontal dressing have been routinely used following the periodontal surgery to avoid pain, infection, desensitizing teeth, inhibiting food impaction of the surgical areas, and immobilizing injured areas. Recently, however, the value of periodontal dressings and their effects on periodontal wound healing have been questioned, several authors have been reported that the use of dressing has little influence on healing following periodontal surgical procedures. In addition, there is evidence that when good flap adaptation is achieved, the use of a periodontal dressing does not add to patient comfort nor promote healing. The purpose of this study was to evaluate patient postoperative pain experience and discomfort with and without the use of periodontal dressing following periodontal surgery. Twenty-eight patients, 11 male and 17 female. were selected for this study; The age range was 31 to 56, with an average of 40.2years. Patient selection was based on existence of two bilateral sites presenting similar periodontal involvement, as determined by clinical and radiographic assessment, and requiring comparable bilateral surgical procedures. Using a splitmouth dressing. one site received a periodontal dressing while the other site did not. Pain assessment was made according to a horizontal, rating scale(0-10). After at least a two-week period, the second surgical precedure was performed using the alternate postoperative treatment. At the conclusion of the trial, a self-administered questionnaire on postoperative experience was administered, and were asked of their preference of either, dressed or undressed. The results were as follows: 1. A similar trend for mean pain and discomfort scores as assessed by patients both dressed and salinetreated procedures was evident during 7-day postsurgical period. 2. Statistical analysis of differences between the dressed side and salinetreated side with respect to pain, discomfort and patient's experiences revealed that both treatment sides behaved similarly at any postoperative day(P>0.05). 3. Considering the patient's preference, on the basis of pain and discomfort experienced, 43% preferred the saline-mouthwash and 32% preferred the dressing, 25% showing no preference for either the dressing or the saline-mouthwash. There is evidence to support the use of a periodontal dressing in retention of an apically positioned flap by preventing coronal displacement, or its use to provide additional support to stabilize a free gingival graft. However, there will always be a use for periodontal dressing although routine use of dressings may decrease because of better surgical techniques and the use of antibacterial mouth rinses.

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