Arousal and Valence Classification Model Based on Long Short-Term Memory and DEAP Data for Mental Healthcare Management / 대한의료정보학회지

OBJECTIVES: Both the valence and arousal components of affect are important considerations when managing mental healthcare because they are associated with affective and physiological responses. Research on arousal and valence analysis, which uses images, texts, and physiological signals that employ deep learning, is actively underway; research investigating how to improve the recognition rate is needed. The goal of this research was to design a deep learning framework and model to classify arousal and valence, indicating positive and negative degrees of emotion as high or low. METHODS: The proposed arousal and valence classification model to analyze the affective state was tested using data from 40 channels provided by a dataset for emotion analysis using electrocardiography (EEG), physiological, and video signals (the DEAP dataset). Experiments were based on 10 selected featured central and peripheral nervous system data points, using long short-term memory (LSTM) as a deep learning method. RESULTS: The arousal and valence were classified and visualized on a two-dimensional coordinate plane. Profiles were designed depending on the number of hidden layers, nodes, and hyperparameters according to the error rate. The experimental results show an arousal and valence classification model accuracy of 74.65 and 78%, respectively. The proposed model performed better than previous other models. CONCLUSIONS: The proposed model appears to be effective in analyzing arousal and valence; specifically, it is expected that affective analysis using physiological signals based on LSTM will be possible without manual feature extraction. In a future study, the classification model will be adopted in mental healthcare management systems.

Development of a Stress Classification Model Using Deep Belief Networks for Stress Monitoring / 대한의료정보학회지

OBJECTIVES: Stress management is related to public healthcare and quality of life; an accurate stress classification method is necessary for the design of stress monitoring systems. Therefore, the goal of this study was to design a novel stress classification model using a deep learning method. METHODS: In this paper, we present a stress classification model using the dataset from the sixth Korea National Health and Nutrition Examination Survey conducted from 2013 to 2015 (KNHANES VI) to analyze stress-related health data. Statistical analysis was performed to identify the nine features of stress detection, and we evaluated the performance of the proposed stress classification by comparison with several stress detection models. The proposed model was also evaluated using Deep Belief Networks (DBN). RESULTS: We designed profiles depending on the number of hidden layers, nodes, and hyper-parameters according to the loss function results. The experimental results showed that the proposed model achieved an accuracy and a specificity of 66.23% and 75.32%, respectively. The proposed DBN model performed better than other classification models, such as support vector machine, naive Bayesian classifier, and random forest. CONCLUSIONS: The proposed model in this study was demonstrated to be effective in classifying stress detection, and in particular, it is expected to be applicable for stress prediction in stress monitoring systems.

A Case of Pleural Effusion and Pulmonary Edema Caused by Calcium Channel Blockers in a Patient of Systemic Hypertension

Calcium channel blockers (CCBs) are very popular drugs to lower blood pressure (BP) without significant side effects. A 72-year-old man admitted for uncontrolled hypertension. He had history of hypertension, atrial fibrillation with slow ventricular response, angina, abdominal aortic aneurysm, and stage 3 chronic kidney disease. He had taken several anti-hypertensives, such as amlodipine 5 mg, perindopril 8 mg, and indepamide 1.5 mg. To control BP, nifedipine 120 mg was added. Then pulmonary edema and pleural effusion was developed. Echocardiography showed preserved left ventricular ejection fraction and mild mitral regurgitation. Fluid restriction and high dose furosemide did not cease pleural fluid accumulation. Thus a total of 4 times of thoracentesis were done and all fluid analyses revealed transudate. We thought that pleural effusion and pulmonary edema was induced by CCBs and discontinued the drugs. He recovered quickly and finally discharged in a stable condition.

A Case of Left Atrial Free-Floating Thrombus / 계명의대학술지

A 74-year-old woman who had paroxysmal atrial fibrillation without mitral stenosis was hospitalized for syncope and right-sided weakness. Echocardiography revealed a large free-floating thrombus in the left atrium, sometimes prolapsing partially into the left ventricle in diastole. Because of her poor neurological status, she was managed with anticoagulation. On the 12th day, the thrombus had disappeared on the follow-up echocardiography, and aortoiliac embolization was later detected on computed tomography. Unfortunately, she developed various complications of stroke and limb infarction, and died after 4 months of hospital care. In addition to this case report, we reviewed a total 70 cases of left atrial free-floating thrombus. Atrial fibrillation and mitral pathology were two major causative factors. All the cases, except 1, were confirmed on echocardiography. The most common presentation that led to echocardiography was systemic embolization, followed by heart failure. Others were acute hemodynamic decompensation from mitral obstruction, chest pain, palpitation, and bacteremia. Cardiac thrombectomy was the preferred treatment modality with favorable outcomes.

Coronary artery vasospasm after atrial septal defect surgery / 영남의대학술지

Coronary vasospasm is one of the fatal complications that may occur in patients undergoing open heart surgery. To date, however, there are not many cases in this series and no definite pathophysiology has been documented. We experienced a case of coronary artery vasospasm after atrial septal defect (ASD) surgery and then successfully treated it with both transbrachial intra-aortic balloon pump and percutaneous cardiopulmonary support. Only several hours after ASD surgery, the patient exhibited the cardiovascular collapse, the ST-segment elevation, followed by ventricular fibrillation and normal coronary angiography findings. It is important to make a differential diagnosis of coronary artery vasospasm in patients presenting with ST-segment elevation who had no notable coronary artery diseases. This case indicates that clinicians should be aware of the possibility that the coronary artery vasospasm may also occur in patients undergoing ASD surgery.

Dilated Cardiomyopathy Secondary to Hypothyroidism: Case Report with a Review of Literatures

To date, it has been well documented that there is a relationship between alterations in thyroid hormones and cardiac dysfunction. We experienced a case of a 36-year-old man with dilated cardiomyopathy (DCM) accompanied by undiagnosed primary hypothyroidism. In the current case, there was a significant improvement in the cardiac function following heart failure management and thyroid hormone replacement. Our case highlights that clinicians should consider the possibility of hypothyroidism as a cause of DCM.

A Case of Myopathy, Encephalopathy, Lactic Acidosis and Stroke-Like Episodes (MEALS) Syndrome with Intracardiac Thrombus

Myopathy, encephalopathy, lactic acidosis and stroke-like episodes (MELAS) is a multisystem clinical syndrome manifested by mitochondrial myopathy, encephalopathy, lactic acidosis and recurrent stroke-like episodes. A 27-year-old female with MELAS syndrome presented with cerebral infarction. Echocardiography revealed a thrombus attached to the apex of the hypertrophied left ventricle, with decreased systolic function. The embolism of the intracardiac thrombus might have been the cause of stroke. There should be more consideration given to the increased possibility of intracardiac thrombus formation when a MELAS patient with cardiac involvement is encountered.

Erratum: A Case of Myopathy, Encephalopathy, Lactic Acidosis and Stroke-Like Episodes (MELAS) Syndrome with Intracardiac Thrombus

The title has been spelled incorrectly: "MEALS" should have appeared as "MELAS".

The Transmission Performance Evaluation of Remote Healthcare Data over Secure Satellite Network / 대한의료정보학회지

OBJECTIVES: We have not only examined telemedicine scenario but also applied IPSec(AH, ESP) algorithms under VPN(Virtual Private Network) for performance evaluation of telemedicine system's security and transmission. METHODS: In this study, we applied IPSec(AH, ESP) algorithms under VPN(Virtual Private Network) protocol when transmit healthcare data through Satellite Network. At that time, we evaluated performance of telemedicine system through RTT(Round Trip Time), Jitter, Bandwidth that indicate to QoS(Quality Of Service). RESULTS: It is possible to transfer remote healthcare data over Satellite Network under provided image of 15 frame and bio-signal of 10 kbps and RTT(Round Trip Time) of 774.53ms, Jitter of 25.2ms. But applying IPsec(AH, ESP) under VPN(Virtual Private Network), it is frequently happened distortion of image data affected SHA-1 and 3DES algorithm. CONCLUSION: In this study, it is possible to use telemedicine system for Secure Satellite Network, but demand to be based QoS(Quality Of Service) limited. We expected that it is possible to use the designed system in the disaster area.

Design of Real-time Ambulance Location Monitoring System using Open API and GPS Based on Web 2.0 / 대한의료정보학회지

OBJECTIVE: The term "Open API" has been recently in use by recent trends in social media and web 2.0. It is currently a heavily sought after solution to interconnect Web sites in a more fluid user-friendly manner. We could have many benefits easily development and high efficiency. In this paper, Real-time ambulance location monitoring system including Integrated Maps was designed by using Maps Open API based on Web 2.0. METHODS: Integrated Maps were used by using Google Maps Open API and Naver Maps Open API respectively. GPS Web Browser was implemented to present integrated Maps on the designed system continuously. The development environments of the designed systems were C# and ASP.NET Platform. RESULTS: The designed systems contained three parts composed to Integrated Maps, Ambulance System, and Center Monitoring System respectively. Integrated Maps could offer Satellite, Map and Hybrid typed maps at Real-time Ambulance Location Monitoring System. CONCLUSION: Real-time Ambulance Location Monitoring System could be developed with low cost using a Open API at available emergency situations. We expect to more using Open API in medical systems.

Evaluation of Web-Based Real-Time Telemedicine Application Using ActiveX ontrols for Medical Moving Picture Analysis / 대한의료정보학회지

Telemedicine is described as combination of topics from the fields of telecommunication, medicine, and information and literally telemedicine means medicine at a distance. In this study, we present a web based real-time telemedicine application(WEBRETA) that was designed for patients who needs diagnosis on the Internet. The WEBRETA system is supporting transmitting of MPEG-4 video format(640*480)that was appropriate for Internet and designed with ActiveX controls technology that is also suitable for telecommunication link such as ADSL, VDSL and Cable modem which are very popular communication link in Korea. To improve the reliability and the usefulness of this prototype we involved the PSNR method and subjective score measuring from doctors. Futhermore, we will evaluate the WEBRETA with various communication network environment to improve how this system can contribute the diagnosis of patients and to analysis.

Design of a Multimedia Telemedicine System for Inter-hospital Emergency Consultation

PURPOSE: The telemedicine systems for both timely decision of patient transfer and accurate direction of patient treatment through remote consultation are required for better patient care in emergency situation. In this paper, we present noble design methods to implement the emergency telemedicine system suitable for emergency consultation. METHODS: The prototype system designed can encompass multimedia components including radiological images, medical record, biological signals, video conferencing and full-quality video, as well as can transmit changing data in real-time. In the first stage, experimental tests at the local networks analyzed the technical aspects of designed systems, and optimize the parameters subjectively to run them with affordable error. In the Second stage, two medical emergency cases were examined between two hospitals, the first was advanced airway management, and second was the management a patient with cardiac problem. RESULTS: Experimental tests at the local networks, all multimedia components can be represented to both terminals without any problems. Two cases of clinical experiment have performed to demonstrate the clinical usefullness. Orotracheal Intubation was done successfully by local hospital physician who was directed by specialist at distant hospital. The second case, a patient with cardiac problem was good managed by specialist via this telemedicine system without any problems. CONCLUSION: Inter-hospital experiments demonstrate the feasibility to be effectively used at emergency department.

On the marginal fidelity of all-ceramic core using CAD/CAM system / 대한치과보철학회지

Novel methods producing supplementary and prosthetic material by cutting or discharge processing via computer design have been proposed as alternatives for traditional casting methods and are being utilized for commercial purposes. The CAD/CAM system used in dentistry can be classified into three-dimensional input of target values, restoration design, and material processing. The marginal fidelity in production of In-Ceram core has important clinical implications and is a key consideration issue in CAD/CAM production as well. Through this research, the author arrived at the following conclusion after conducting comparison analysis of marginal fidelities between the In-Ceram core produced via CAD/CAM and that produced through the traditional method: 1. In the cases of mesial, distal, and lingual margins, the core margins via CAD/CAM produced lower values than those via the traditional method, but the differences were found to be statistically insignificant. 2. In the case of labial flange, the core margins via CAD/CAM produced lower values than those via the traditional method and the differences were found to be statistically significant. (p<0.05) 3. In comparision with overall marginal fidelity, the core margins via CAD/CAM produced lower values than those via the traditional method, but the differences were found to be statistically insignificant. 4. Among the core margins produced via the traditional method did not have statistically significant differences but for those produced via CAD/CAM had statistically significant differences between labial and lingual sides and between labial and mesial sides. (p<0.05)

The Design Of Multimedia Emergency Telemedicine System Between Inter-Hospital / 대한의료정보학회지

In this paper, the real-time telemedicine system based on multimedia data was designed. In order to describe patients to medical specialists, the system included multimedia data. The prototype system designed in this paper effectively integrated multimedia components in a single computer, as well as compromise the compression, interface, medical imaging standards and modular software architectures. The mobile bed was manufactured to improve the movement of the system. Two experiments had been conducted to evaluate the technical functionality and clinical usability. Using the data compression and priority control, the telemedicine system transmitted multimedia data in real-time at the internet and the ethernet network. Inter-hospital experiments and Sang-Am World-Cup Stadium experiments demonstrate the feasibility to be effectively used.

Clinical study of hysterosalpingography in infertile women / 대한산부인과학회잡지

No abstract available.

Clinical Analysis of Multiple Intracranial Aneurysms

Mulitiple intracranial aneurysms occur in range of 15% to 30% of all patients with intracranial aneurysms. The treatment of such patients offers a particular challenge for the neurosurgeon. Early reports dealing with multiple aneurysms recommended treatment of only the ruptured aneurysm, but recently, authors have advised treatment of all significant aneurysms. We performed a retrospective review for 63 patients with multiple intracranial aneurysms, admitted to Department of Neurosurgery, Kyung-Hee University Hospital between Jun. 1982 and Dec. 1989. The present study includes the incidence of multiple aneurysms, its age and sex distribution, aneurysm locations, probability of rupture, relationship of aneurysmal size and rupture, and operative results. The results were as follows ; 1) Multiple intracranial aneurysms occurred in about 12.2% of all patient with aneurysms. 2) The female to male ratio was about 2.3:1 for patients with two aneurysms and 5:1 for patients with three or more aneurysms. 3) Common location for multiple aneurysms were the PCoA, ICA, ACoA, and MCA. 4) On the distribution of multiple aneurysms according to location, unilateral and midline located mutliple aneurysms were 61.9%. 5) Probability of aneurysmal rupture according to site was(in decreasing order) ACoA, PCoA, AChoA, MCA, and ICA bifurcation. 6) Irregularity of shape was more inportant than size in identifying the site of rupture. 7) Most unruptured aneurysms were 5mm or smaller in size ; however, most ruptured aneurysms were 6mm or larger. 8) About 70% of surgical management showed good and fair result.