1.Multi class disorder detection of magnetic resonance brain images using composite features and neural network
Vandana V KALE ; Satish T HAMDE ; Raghunath S HOLAMBE
Biomedical Engineering Letters 2019;9(2):221-231
Brain disorder recognition has becoming a promising area of study. In reality, some disorders share similar features and signs, making the task of diagnosis and treatment challenging. This paper presents a rigorous and robust computer aided diagnosis system for the detection of multiple brain abnormalities which can assist physicians in the diagnosis and treatment of brain diseases. In this system, we used energy of wavelet sub bands, textural features of gray level co-occurrence matrix and intensity feature of MR brain images. These features are ranked using Wilcoxon test. The composite features are classifi ed using back propagation neural network. Bayesian regulation is adopted to fi nd the optimal weights of neural network. The experimentation is carried out on datasets DS-90 and DS-310 of Harvard Medical School. To enhance the generalization capability of the network, fi vefold stratifi ed cross validation technique is used. The proposed system yields multi class disease classifi cation accuracy of 100% in diff erentiating 90 MR brain images into 18 classes and 97.81% in diff erentiating 310 MR brain images into 6 classes. The experimental results reveal that the composite features along with BPNN classifi er create a competent and reliable system for the identifi cation of multiple brain disorders which can be used in clinical applications. The Wilcoxon test outcome demonstrates that standard deviation feature along with energies of approximate and vertical sub bands of level 7 contribute the most in achieving enhanced multi class classifi cation performance results.
Brain Diseases
;
Brain
;
Dataset
;
Diagnosis
;
Generalization (Psychology)
;
Magnetic Resonance Imaging
;
Schools, Medical
;
Weights and Measures
2.The Effect of Voice Therapy Applying Self-Regulation Concepts on Dysphonia Patients
Chang Yoon LEE ; Soo Youn AN ; Hee Young SON
Journal of the Korean Society of Laryngology Phoniatrics and Logopedics 2019;30(1):15-20
BACKGROUND AND OBJECTIVES: The goal of this study is to present a strategy for improving the self-regulation (SR) ability and facilitating the change of vocal behavior by applying voice therapy using the SR concept to the patients with vocal cord nodule and muscle tension dysphonia. MATERIALS AND METHOD: The subjects were 80 patients and 80 patients who were diagnosed with muscle tension dysphonia and vocal nodules. As a control group, the results were compared among patients with the same dysphonia without using SR strategies. The concept of SR before voice therapy was explained to the patients, and the treatment was divided into three stages according to the goal of voice therapy. The treatment stages consist of 1) skill acquisition, 2) habit formation, and 3) habit changes. voice therapy was performed by applying SR strategies such as goal implementation intentions and a less routine behavior. Patient's dropout rates were measured to compare the adherence of voice therapy. RESULTS: Significant improvement was seen in all groups receiving voice therapy. However, in the group using the SR strategy, the voice analysis results showed a relatively low dropout rate of voice therapy. In the generalization confirmation stage, patients who applied SR concept showed better results. SR strategy did no longer be necessary to maintain newly adopted vocal behavior. CONCLUSION: The results of this study show that SR is one of the cognitive factors that can have a significant impact on the outcome of voice therapy, and also has a positive impact on the acquisition and generalization of new skills. A better understanding of SR and the development of therapeutic strategies using it will play an important role in solving voice problems in clinical settings.
Dysphonia
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Generalization (Psychology)
;
Humans
;
Intention
;
Methods
;
Muscle Tonus
;
Self-Control
;
Vocal Cords
;
Voice
3.Metabolic Syndrome in South Korean Patients with Chronic Obstructive Pulmonary Disease: A Focus on Gender Differences
Jinhee KIM ; Jae Yong YOO ; Hee Sun KIM
Asian Nursing Research 2019;13(2):137-146
PURPOSE: This study investigated the relationship between chronic obstructive pulmonary disease (COPD) and metabolic syndrome (MetS), focusing on gender differences and using large-scale data on the Korean general population. METHODS: The total sample included 9,079 eligible participants aged ≥ 40 years who participated in the fifth Korea National Health and Nutrition Examination Survey, conducted between 2010 and 2012. Complex sampling methods, including strata sampling, clustering, and sample weighting were used to allow generalization of the findings to the Korean population. For the bivariate analysis, chi-square tests were conducted to compare differences in general/behavioral characteristics, individual MetS components, the prevalence of COPD, and the number of MetS components according to the presence or absence of COPD and gender. Finally, a multiple logistic regression analysis adjusted for variables was conducted. RESULTS: The prevalence rates of COPD and MetS were 13.6% and 26.0%, respectively. The prevalence rate of MetS in the COPD group was 23.0% for the total sample, 18.5% for men, and 38.5% for women. After sample weighting and adjusting for covariates, there were no significant relationships among COPD, MetS, and the individual MetS components. CONCLUSION: Although MetS components were not significantly associated with COPD, the results indicate that health care professionals should recognize that two conditions, respiratory symptoms and MetS, may coexist in patients, women in particular, or healthy general populations encountered even if a patient has a normal body mass index and does not drink or smoke at all.
Body Mass Index
;
Delivery of Health Care
;
Female
;
Generalization (Psychology)
;
Humans
;
Korea
;
Logistic Models
;
Male
;
Nutrition Surveys
;
Prevalence
;
Pulmonary Disease, Chronic Obstructive
;
Sex Characteristics
;
Smoke
4.Oral Metagenomic Analysis Techniques
Journal of Dental Hygiene Science 2019;19(2):86-95
The modern era of microbial genome analysis began in earnest in the 2000s with the generalization of metagenomics and gene sequencing techniques. Studying complex microbial community such as oral cavity and colon by a pure culture is considerably ineffective in terms of cost and time. Therefore, various techniques for genomic analysis have been developed to overcome the limitation of the culture method and to explore microbial communities existing in the natural environment at the gene level. Among these, DNA fingerprinting analysis and microarray chip have been used extensively; however, the most recent method of analysis is metagenomics. The study summarily examined the overview of metagenomics analysis techniques, as well as domestic and foreign studies on disease genomics and cluster analysis related to oral metagenome. The composition of oral bacteria also varies across different individuals, and it would become possible to analyze what change occurs in the human body depending on the activity of bacteria living in the oral cavity and what causality it has with diseases. Identification, isolation, metabolism, and presence of functional genes of microorganisms are being identified for correlation analysis based on oral microbial genome sequencing. For precise diagnosis and treatment of diseases based on microbiome, greater effort is needed for finding not only the causative microorganisms, but also indicators at gene level. Up to now, oral microbial studies have mostly involved metagenomics, but if metatranscriptomic, metaproteomic, and metabolomic approaches can be taken together for assessment of microbial genes and proteins that are expressed under specific conditions, then doing so can be more helpful for gaining comprehensive understanding.
Bacteria
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Colon
;
Dental Caries
;
Diagnosis
;
DNA Fingerprinting
;
Generalization (Psychology)
;
Genes, Microbial
;
Genome, Microbial
;
Genomics
;
Human Body
;
Metabolism
;
Metabolomics
;
Metagenome
;
Metagenomics
;
Methods
;
Microbiota
;
Mouth
5.Social Perceptions of Quack in Qing Dynasty and Its Transformation in the Late Qing Period
Korean Journal of Medical History 2019;28(1):191-238
“Yong-yi” means “quack” in English, which generally refers to a doctor who does not have good medical skills. In the Ming and Qing dynasties in China, various criticism about “Yong-yi” became popularized, and by the late Qing period, “quacks” had become a serious social issue. The theory of traditional Chinese medicine was developed during the Ming and Qing dynasties, and local medical resources also increased. Moreover, the prevalence of medical book publishing led to the openness and generalization of medical knowledge. As a result, not only the number of doctors increased, but also the number of doctors who lack medical knowledge and clinical experience increased. However, at the outset, “Yong-yi” did not only mean doctors with poor medical skills. “Yong-yi” also reflected conflicts and contradictions between doctors. Doctors consistently criticized quacks in an attempt to maintain their identity as a “good” doctor or a Confucian doctor. In this sense, “Yong-yi” was used among physicians as an expression of discrimination and exclusion. The concept of “quackery” was also determined by the relationship between patients and doctors. In general, itinerant doctors, midwives and shaman doctors were regarded as “Yong-yi”; however, they served the medical needs of various patients. Thus, to some extent, “Yong-yi” were also useful medical resources. On the contrary, in certain situations, “shiyi,” physicians who serviced a family for generations and were generally believed to be reliable and as trustworthy doctors, were also labelled as quacks, especially when the patient did not trust them or was not satisfied with the treatment. Therefore, doctors' thoughts about “Yong-yi” did not always coincide with patients' thoughts about “Yong-yi.” However, by the late Qing period, the description of quacks in media reports found a singular connotation, and the divergent social image of quacks disappeared. By this time, quacks were uniformly described as ignorant and irresponsible Chinese medicine practitioners. Specifically, in one murder case in which a “Yong-yi” was accused as the murderer, the report unilaterally reported the patient's claims. Consequently, Chinese medicine practitioners who failed in their treatment of patients became labeled as “quack” doctors. In newspaper reports, “Yong-yi” no longer simply referred to individual cases of “quacks” but had come to represent the entirety of the Chinese medicine practitioner community. On the contrary, Western medical doctors who replaced the status of traditional doctors were positively portrayed. Pictorials also had similar perspectives with newspapers, supporting the narrative of the news with ironic drawings and articles. Overall, media reports regarding “Yong-yi” did not focus on reporting facts, but they had the purpose of making quacks a serious social problem.
Asian Continental Ancestry Group
;
China
;
Discrimination (Psychology)
;
Family Characteristics
;
Generalization (Psychology)
;
Homicide
;
Humans
;
Iron
;
Medicine, Chinese Traditional
;
Midwifery
;
Periodicals
;
Prevalence
;
Social Perception
;
Social Problems
6.A Pharmacogenomic-based Antidepressant Treatment for Patients with Major Depressive Disorder: Results from an 8-week, Randomized, Single-blinded Clinical Trial.
Changsu HAN ; Sheng Min WANG ; Won Myong BAHK ; Soo Jung LEE ; Ashwin A PATKAR ; Prakash S MASAND ; Laura MANDELLI ; Chi Un PAE ; Alessandro SERRETTI
Clinical Psychopharmacology and Neuroscience 2018;16(4):469-480
OBJECTIVE: Pharmacogenomic-based antidepressant treatment (PGATx) may result in more precise pharmacotherapy of major depressive disorder (MDD) with better drug therapy guidance. METHODS: An 8-week, randomized, single-blind clinical trial was conducted to evaluate the effectiveness and tolerability of PGATx in 100 patients with MDD. All recruited patients were randomly allocated either to PGATx (n=52) or treatment as usual (TAU, n=48) groups. The primary endpoint was a change of total score of the Hamilton Depression Rating Scale-17 (HAMD-17) from baseline to end of treatment. Response rate (at least 50% reduction in HAMD-17 score from baseline), remission rate (HAMD-17 score ≥7 at the end of treatment) as well as the change of total score of Frequency, Intensity, and Burden of Side Effects Ratings (FIBSER) from baseline to end of treatment were also investigated. RESULTS: The mean change of HAMD-17 score was significantly different between two groups favoring PGATx by −4.1 point of difference (p=0.010) at the end of treatment. The mean change in the FIBSER score from baseline was significantly different between two treatment groups favoring PGATx by −2.5 point of difference (p=0.028). The response rate (71.7 % vs. 43.6%, p=0.014) were also significantly higher in PGATx than in TAU at the end of treatment, while the remission rate was numerically higher in PGATx than in TAU groups without statistical difference (45.5% vs. 25.6%, p=0.071). The reason for early drop-out associated with adverse events was also numerically higher in TAU (n=9, 50.0%) than in PGATx (n=4, 30.8%). CONCLUSION: The present study clearly demonstrate that PGATx may be a better treatment option in the treatment of MDD in terms of effectiveness and tolerability; however, study shortcomings may limit a generalization. Adequately-powered, well-designed, subsequent studies should be mandatory to prove its practicability and clinical utility for routine practice.
Antidepressive Agents
;
Depression
;
Depressive Disorder
;
Depressive Disorder, Major*
;
Drug Therapy
;
Generalization (Psychology)
;
Humans
;
Precision Medicine
7.Generalization of Conscious Fear Is Positively Correlated with Anxiety, but Not with Depression
Doyoung PARK ; Hwa Jin LEE ; Sue Hyun LEE
Experimental Neurobiology 2018;27(1):34-44
Generalization of learned fear has been considered to be critical for our survival. Patients with anxiety problems show overgeneralization of learned fear, as reflected by defensive physiological responses to harmless stimuli. Together with these physiological responses, conscious feeling of fear is a seminal part of emotional process that is directly related to the suffering of anxiety patients. However, the effect of anxiety on the generalization of conscious feeling remains unclear. We thus focused on the question whether the generalization of conscious feeling of fear depends on individual anxiety level in nonpatient participants. To address this question, we developed a fear generalization paradigm using natural scene images. We found that subjective feeling of fear was generalized to similar stimuli with the conditioned stimuli (CS), and that this generalization of conscious fear was positively correlated with the level of individual anxiety. Anxiety and depression frequently co-occur, but the individual depression level was not correlated with the fear generalization. These suggest that individual anxiety level mainly affects the generalization of conscious fear.
Anxiety
;
Depression
;
Generalization (Psychology)
;
Humans
8.Current Status of Electronic Medical Record Systems in Hospitals and Clinics in Korea.
Young Taek PARK ; Dongwoon HAN
Healthcare Informatics Research 2017;23(3):189-198
OBJECTIVES: Many healthcare organizations and professionals have had interests in healthcare information and communication technology (ICT). The objective of this study was to investigate the current status of overall healthcare ICT, especially focusing on Electronic Medical Record (EMR) systems in Korea. METHODS: This study used a part of the nationwide survey collected for the OECD benchmarking ICT study. The Health Insurance Review and Assessment Service conducted the survey from November 19, 2013 to January 10, 2014. This study followed the methodological guidelines of the OECD. A total of 2,093 hospitals and clinics, including long-term care hospitals, participated in the survey. Among them, 554 hospitals and 906 clinics were included in this study for the generalization of the results. RESULTS: The adoption rates of EMR systems were 96.3% in hospitals and 95.7% in clinics. Most of the hospitals and clinics had high rates of healthcare information exchange (HIE) within the organization; however, there were extremely low HIE rates among external organizations. Most of the hospitals and clinics had EMR systems with clinical-decision-supporting functionalities. Ninety-six percent of the EMR systems of the hospitals and 89.2% of the clinic systems had checking functions, such as alerts or reminders, on contraindications of drug-drug and drug-age interaction. CONCLUSIONS: Korea has maintained a high healthcare ICT status compared to countries in the European Union. The EMR systems of hospitals and clinics in Korea had sophisticated functionalities; however, their HIE status was extremely low, which indicates the need for healthcare ICT standardization.
Benchmarking
;
Delivery of Health Care
;
Electronic Health Records*
;
European Union
;
Generalization (Psychology)
;
Insurance, Health
;
Korea*
;
Long-Term Care
;
Medical Informatics
;
Organisation for Economic Co-Operation and Development
9.Effects of an Auditory Lateralization Training in Children Suspected to Central Auditory Processing Disorder.
Yones LOTFI ; Abdollah MOOSAVI ; Farzaneh Zamiri ABDOLLAHI ; Enayatollah BAKHSHI ; Hamed SADJEDI
Journal of Audiology & Otology 2016;20(2):102-108
BACKGROUND AND OBJECTIVES: Central auditory processing disorder [(C)APD] refers to a deficit in auditory stimuli processing in nervous system that is not due to higher-order language or cognitive factors. One of the problems in children with (C)APD is spatial difficulties which have been overlooked despite their significance. Localization is an auditory ability to detect sound sources in space and can help to differentiate between the desired speech from other simultaneous sound sources. Aim of this research was investigating effects of an auditory lateralization training on speech perception in presence of noise/competing signals in children suspected to (C)APD. SUBJECTS AND METHODS: In this analytical interventional study, 60 children suspected to (C)APD were selected based on multiple auditory processing assessment subtests. They were randomly divided into two groups: control (mean age 9.07) and training groups (mean age 9.00). Training program consisted of detection and pointing to sound sources delivered with interaural time differences under headphones for 12 formal sessions (6 weeks). Spatial word recognition score (WRS) and monaural selective auditory attention test (mSAAT) were used to follow the auditory lateralization training effects. RESULTS: This study showed that in the training group, mSAAT score and spatial WRS in noise (p value≤0.001) improved significantly after the auditory lateralization training. CONCLUSIONS: We used auditory lateralization training for 6 weeks and showed that auditory lateralization can improve speech understanding in noise significantly. The generalization of this results needs further researches.
Child*
;
Education
;
Generalization (Psychology)
;
Humans
;
Language Development Disorders*
;
Nervous System
;
Noise
;
Speech Perception
10.Internet-Based Cognitive Behavioral Therapy for Obsessive-Compulsive Disorder in Korea.
Soon Ho SEOL ; Jun Soo KWON ; Yang Yeol KIM ; Sung Nyun KIM ; Min Sup SHIN
Psychiatry Investigation 2016;13(4):373-382
OBJECTIVE: Cognitive behavioral therapy (CBT) is regarded as one of the most effective intervention for obsessive-compulsive disorder (OCD). However, many patients remain untreated or inadequately treated due to time or geographical constraints. The purpose of this study was to develop an internet-based CBT (ICBT) for OCD, and to examine its efficacy in the Korean clinical setting. METHODS: The ICBT program ('COT') was developed from the same OCD manual in the standard CBT intervention. Twenty-seven participants of the total 42 patients completed all training sessions of the ICBT and the remainder (n=15) were classified as non-completers. Self-report measures of OCD, depression, anxiety, and work/social functioning, in addition to a neurocognitive test battery, were administered by face-to-face before and after treatment. RESULTS: The participants showed significant improvements in OCD and depressive symptoms, and in work/social functioning after ICBT completion. The presence of combined medication had no significant impact on treatment effect. The non-completers displayed more severe depressive and anxiety symptoms, and ICBT responders were younger and performed better in the Wisconsin Card Sorting Test. CONCLUSION: ICBT was found to be as effective for patients with moderate OC symptoms and little treatment experience. Considering the high accessibility and convenience of ICBT, it could be a helpful first treatment step for OCD patients when face-to-face treatment is unavailable. In the future a randomized controlled study will be necessary for verification and generalization of these results.
Anxiety
;
Cognitive Therapy*
;
Depression
;
Generalization (Psychology)
;
Humans
;
Internet
;
Korea*
;
Obsessive-Compulsive Disorder*
;
Treatment Outcome
;
Wisconsin

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