• Title/Summary/Keyword: Digital Therapy

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Development of Big Data-based Cardiovascular Disease Prediction Analysis Algorithm

  • Kyung-A KIM;Dong-Hun HAN;Myung-Ae CHUNG
    • Korean Journal of Artificial Intelligence
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    • v.11 no.3
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    • pp.29-34
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    • 2023
  • Recently, the rapid development of artificial intelligence technology, many studies are being conducted to predict the risk of heart disease in order to lower the mortality rate of cardiovascular diseases worldwide. This study presents exercise or dietary improvement contents in the form of a software app or web to patients with cardiovascular disease, and cardiovascular disease through digital devices such as mobile phones and PCs. LR, LDA, SVM, XGBoost for the purpose of developing "Life style Improvement Contents (Digital Therapy)" for cardiovascular disease care to help with management or treatment We compared and analyzed cardiovascular disease prediction models using machine learning algorithms. Research Results XGBoost. The algorithm model showed the best predictive model performance with overall accuracy of 80% before and after. Overall, accuracy was 80.0%, F1 Score was 0.77~0.79, and ROC-AUC was 80%~84%, resulting in predictive model performance. Therefore, it was found that the algorithm used in this study can be used as a reference model necessary to verify the validity and accuracy of cardiovascular disease prediction. A cardiovascular disease prediction analysis algorithm that can enter accurate biometric data collected in future clinical trials, add lifestyle management (exercise, eating habits, etc.) elements, and verify the effect and efficacy on cardiovascular-related bio-signals and disease risk. development, ultimately suggesting that it is possible to develop lifestyle improvement contents (Digital Therapy).

Effects of a Digital Pegboard Training Program With Visual and Auditory Feedback on Hand Function and Visual Perception in Patients With Stroke (시각, 청각 피드백을 이용한 디지털 페그보드 훈련 작업치료 프로그램이 뇌졸중 환자의 손 기능 및 시·지각에 미치는 영향)

  • Hong, Jang-Woo;Yoo, Chan-Uk;Gang, Mi-Yeong;Chang, Ki-Yeon
    • Therapeutic Science for Rehabilitation
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    • v.11 no.4
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    • pp.85-97
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    • 2022
  • Purpose : This study aimed to investigate the effects of a digital pegboard training program with visual and auditory feedback on hand function and visual perception in stroke patients. Methods : Twenty two participants were randomly assigned to an experimental or control group. The experimental group received training using a digital pegboard training program with visual and auditory feedback (n=11), while traditional occupational therapy was administered to the control group (n=11). Hand function was assessed before and after the intervention using the Nine-Hole Peg Test and manual function test (MFT), while visual perception was assessed using the Motor-Free Visual Perception Test-3rd edition (MVPT-3). Results : Following the intervention, both the experimental and control groups showed significant improvements in performance in the Nine-Hole Peg Test and MVPT-3 (p<.05). The improvement on both tests was significantly greater in the experimental group than in the control group (p<.05). Conclusion : The results suggest that digital pegboard training with visual and auditory feedback may improve hand function and visual perception in stroke patients. Therefore, this intervention can be effective in occupational therapy to aid the recovery of stroke patients.

Effect of Aceclofenac on the Skeletal Muscle (Aceclofenac이 골격근 형태에 미치는 효과)

  • Song, Myung-Soo;Kim, Tea-Yeal;Yoon, Hee-Jong;Jang, Ki-Yen
    • Journal of Korean Physical Therapy Science
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    • v.7 no.2
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    • pp.597-605
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    • 2000
  • There has been several usual ways to cure pain in osteological muscle: use oral medicine or injection, or apply medicine to a sore place. The purpose of this study was to examine, by using thermometer and digital infrared thermographic imaging, how much the permeation of aceclofenac, an anodyne and antiphlogistic, into sore skin brought a change to skin temperature after that was' applied to it. The findings of this study were as below; 1. A cream made of aceclofenac yielded $0.61^{\circ}C$ difference in temperature, but the difference wasn't statistically significant. 2. An aceclofenac to which oleic acid was added went through microemulsion and applied, and there was $0.3^{\circ}C$ change in temperature, the biggest significant difference(P<.05), after approximately 15 minutes passed. 3. An aceclofenac to which labrasol was added went through microemulsion and applied, and there was a growing rise in temperature with the lapse of time. After 30 minutes passed, the final temperature showed $1.25^{\circ}C$ rise, which was a significant change(P<.05). 4. As the temperature was measured by digital infrared thermographic imaging, there was about $3.97^{\circ}C$ fall, the biggest change, which was significant(P<.05). The findings of this study suggested that the application of aceclofenac to sore skin caused a change in skin temperature, as that permeated into it.

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The Impact of Abdominal Drawing-in Maneuver and Tensor Fasciae Latae-iliotibial Band Self-stretching on Lumbopelvic Kinematics in Individuals With Lumbar Extension Rotation Syndrome

  • One-bin Lim;Oh-yun Kwon;Heon-seock Cynn;Chung-hwi Yi
    • Physical Therapy Korea
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    • v.31 no.1
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    • pp.79-88
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    • 2024
  • Background: The abdominal drawing-in maneuver (ADIM), a method of lumbar stabilization training, is an effective neuromuscular intervention for lumbar instability associated with low back pain (LBP). Objects: The purpose of this study was to compare the effect of a 2-week period of the ADIM and tensor fasciae latae-iliotibial band (TFL-ITB) self-stretching on lumbopelvic rotation angle, lumbopelvic rotation movement onset, TFL-ITB length, and pain intensity during active prone hip lateral rotation. Methods: Twenty-two subjects with lumbar extension rotation syndrome accompanying shortened TFL-ITB (16 males and 6 females) were recruited for this study. The subjects were instructed how to perform ADIM training or ADIM training plus TFL-ITB self-stretching program at home for a 2-week period. A 3-dimensional ultrasonic motion analysis system was used to measure the lumbopelvic rotation angle and lumbopelvic rotation movement onset. An independent t-test was used to determine between-group differences for each outcome measure (lumbopelvic rotation angle, lumbopelvic rotation movement onset, TFL-ITB length, and pain intensity). Results: The results showed that ADIM training plus TFL-ITB self-stretching decreased the lumbopelvic rotation angle, delayed the lumbopelvic rotation movement onset, and elongated the TFL-ITB significantly more than did ADIM training alone. Pain intensity was lower in the ADIM training plus TFL-ITB self-stretching group than the ADIM training alone group; however, the difference was not significant. Conclusion: ADIM training plus TFL-ITB self-stretching performed for a 2-week period at home may be an effective treatment for modifying lumbopelvic motion and reducing LBP.

Acquisition and application of digital medical image in radiology (디지털 방사선 의료영상획득과 적용)

  • ;Nam, Sang Hee
    • 제어로봇시스템학회:학술대회논문집
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    • 1997.10a
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    • pp.1528-1535
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    • 1997
  • Many radiological modalities has been applied to medicine as a basic fundamental diagnosis and therapy recently. The prevalence of computer systems affect most images to be digitized. However conventional X-ray film images are not digital images eventhough they covers 70% of all radiologica images. This is the hinderacne of building PACS. In this paper all radiological digital imaging parts such as DSA. CR. MRI. SPECT. PET and ultrasonography were briefly introduced and the applications were described. In brief digital radiography contribute to enhance the medical service quality. And the digital substituition of conventional X-ray film image is inevitable.

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Effects of Aquatic Exercise on Upper Extremity Function and Postural Control During Reaching in Children With Cerebral Palsy

  • Yongjin Jeon;Hye-Seon Jeon;Chunghwi Yi;Ohyun Kwon;Heonseock Cynn;Duckwon Oh
    • Physical Therapy Korea
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    • v.30 no.2
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    • pp.128-135
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    • 2023
  • Background: Despite the fact that aquatic exercise is one of the most popular alternative treatment methods for children with cerebral palsy (CP), there are few research regarding its effectiveness. Objects: The purpose of this study was to examine the effects of aquatic exercise on upper extremity function and postural control during reaching in children with CP. Methods: Ten participants (eight males and two females; 4-10 years; Gross Motor Function Classification System levels II-IV) with spastic diplegia were recruited to this study. The aquatic exercise program consisted of four modified movements that were selected from the Halliwick 10-point program to enhance upper extremity and trunk movements. The participants attended treatment two times a week for 6 weeks, averaging 35 minutes each session. The Box and Block Test (BBT), transferring pennies in the Bruininks-Oseretsky Test (BOT), and pediatric reaching test (PRT) scores were used as clinical measures. Three-dimensional motion analysis system was used to collect and analyze kinematic data. Differences in BBT and BOT values among pre-treatment, post-treatment, and retention (after 3 weeks) were analyzed using a Friedman test. In addition, the PRT scores and variables (movement time, hand velocity, straightness ratio, and number of movement units) from the three-dimensional motion analysis were tested using a Wilcoxon signed-rank test. The significance level was established at p < 0.05. When the results appeared to be statistically significant, a post-hoc test for multiple comparisons was performed with the Wilcoxon signed-rank test. Results: All clinical measures, which included BBT, transferring pennies of BOT, and PRT, were significantly increased between pre-intervention and post-intervention scores and between pre-intervention and retention scores after treatment (p = 0.001). Three-dimensional motion analysis mostly were significantly improved after treatment (p = 0.001). Conclusion: Aquatic exercise may help to improve body function, activity, and participation in children with varying types of physical disabilities.

Deriving Questions on the Evaluation Tools of Leisure Values for Senior Citizens: Based on the Delphi Survey (노인 여가 가치관 평가도구 문항 도출: 델파이 조사를 바탕으로)

  • Park, Da Sol;Yoo, Eun Young;Park, Ji-Hyuk;Hong, Ickpyo;Kim, Jung-Ran;Park, Hae Yean
    • Therapeutic Science for Rehabilitation
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    • v.11 no.1
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    • pp.49-68
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    • 2022
  • Objective : This study aimed to conduct a Delphi survey of occupational therapists with experience in elderly occupational therapy to derive items about the 'Elder Leisure Value Assessment Tool'. Methods : This study was conducted in two stages. The first stage was the collection of preliminary questions, and the second stage was the Delphi survey. In the first stage, a literature review and analysis of the 2019 National Leisure Activity Survey were conducted. The modified Delphi technique of the Delphi investigation was implemented in two rounds. Results : In the preliminary item collection phase, 39 items were selected for leisure value assessment and 45 were listed for the participating leisure activities. Subsequently, a Delphi survey of 25 professional groups resulted in 38 leisure value assessment items and 45 participating leisure activities. Conclusion : The questions drawn from this study are meaningful because they can identify specific leisure activities that the elderly participate in, as well as the various values that the elderly consider important when participating in such activities

Personalized reminiscence therapy digital service design proposal -Focusing on patients with mild dementia- (개인 맞춤화 회상치료법 디지털 서비스 디자인 제안 -경도 치매환자를 중심으로-)

  • Kim, Hye-sun;Choi, Dong-ha;Kim, Jae-yeop
    • Journal of Digital Convergence
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    • v.19 no.6
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    • pp.299-308
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    • 2021
  • This study aimed at identifying the significant effects and effectiveness of patients with mild dementia when using personalized reminiscence therapy digital services using AI voice technology. In the process of interpreting the results of stakeholder interviews, the design idea of personal customization using voice AI technology was derived, and prototypes were created and usability tests were conducted in the first and second rounds. The main results are as follows: Since reminiscence therapy itself is highly influenced by personal experience and can receive customized care guides based on treatment status and results through customized treatment programs, the concept of personalization can improve the quality of treatment than existing treatment methods. However, it is expected that the usability of the service will further increase if we study micro-interactions that can prevent errors and increase usability, as issues that may arise due to the forgetting cognitive characteristics of mild dementia patients are observed.

The Effects of Neck Extensor Vibration Stimulation on Neglect and Balance of Stroke Patients (목 폄근 진동 자극이 뇌졸중 환자의 편측무시와 균형에 미치는 효과)

  • Kim, Ji-Hoon
    • Journal of Digital Convergence
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    • v.18 no.11
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    • pp.303-309
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    • 2020
  • This study was aimed to investigate the effects of neck extensor vibration stimulation on neglect and balance of stroke patients. Patients diagnosed with stroke were selected according to select the study target, 10 patients with experimental group with traditional occupational therapy and neck extensor vibration, and 10 patients with control group with traditional occupational therapy and neglect therapy for 30 minutes per each session 5 times a week for total 8 weeks. As a result of the study, comparison of two groups after the intervention showed that the experimental group had a more significant on the neglect and balance than the control group(p<.05). These result demonstrate that neck extensor vibration stimulation for the effective of neglect and balance in stroke patients, therefore is expected to be useful in rehabilitative therapy.

The Effect of Pulsed Ultrasound on Skin Inflammatory Reaction Induced by Ultraviolet Irradiation (자외선 조사로 유발된 피부 염증성 반응에 맥동성 초음파가 미치는 영향)

  • Lee, Jeong-Woo;Park, Su-Ji;Yoon, Se-Won
    • The Journal of Korean Physical Therapy
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    • v.23 no.4
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    • pp.53-58
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    • 2011
  • Purpose: This study aims to examine the effects of pulsed ultrasound on skin inflammatory reaction induced by ultraviolet irradiation. Methods: Twenty subjects were selected for this study. Inflammatory reaction was induced by ultraviolet irradiation in two areas of the lumbar region of the subjects. Pulsed ultrasound (3 MHz) was applied to one of the two areas of inflammatory reaction at a pulse ratio of 1:4, intensity of $0.5W/cm^2$, once a day for 5 min, and pulsed ultrasound was not applied to the other area. Wound color (chromatic red), luminance (gray) and wound contraction (area) were measured using digital imaging processing method. Results: There was a significant difference in wound color (chromatic red) in the interaction between time and area. There was a significant difference in luminance in the interaction between time and area. There was a significant difference in wound contraction between the two areas. Conclusion: These results indicate that pulsed ultrasound increased the wound contraction rate and reduced the inflammatory reaction activity such as erythema induced by ultraviolet irradiation.