• Title/Summary/Keyword: Patient's data

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Machine Learning based COVID-19 Diagnosis and Symptom Analysis (기계학습기반의 코로나 진단 및 증상 분석)

  • Kim, Yedam;Trivino, Stuart
    • Annual Conference of KIPS
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    • 2021.11a
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    • pp.823-826
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    • 2021
  • The recent COVID-19 pandemic has accentuated the need for faster and more accurate ways of diagnosing certain diseases for there to be safer and more effective early responses that help to prevent a total outbreak. In this work, we would like to approach this issue through machine learning algorithms to investigate whether or not they could serve as a viable replacement for conventional diagnosis. Through a process of training and testing various algorithms, we analyzed how successfully they can predict a patient's COVID-19 diagnosis based on a list of symptoms and also identified which algorithm is the most effective at doing so. If the necessary data, containing the symptoms and diagnoses of different cases, is provided, this method can be utilized to make a probable diagnosis of any disease besides COVID-19. This method can be used in conjunction with or in lieu of conventional diagnosis depending on the situation: if there is a lack of testing facilities or test kits, this method can be employed as it is inexhaustible and it could also be used in situations where a conventional diagnosis is proven to be inaccurate.

The Influence of Working Environment on Person-centered Care in Home Care Visiting Dementia Caregivers (재가방문 치매 요양보호사의 근무환경이 인간중심돌봄에 미치는 영향)

  • Jang, Doo-Nam; Yu, Jungok
    • Korean Journal of Occupational Health Nursing
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    • v.32 no.4
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    • pp.174-184
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    • 2023
  • Purpose: The purpose of this study was to examine the impact of the working environment on person-centered care for home visiting dementia caregivers. Methods: Participants in this study were 146 caregivers, with the least 6 months of experience working at visiting care centers in Busan, and used a total of 133 questionnaires suitable for analysis. Data were collected from June 9 to July 20, 2023, and were analyzed using descriptive statistics, t-test, ANOVA, pearson's correlation coefficients, and multiple linear regression using IBM/SPSS 27.0. Results: As a result of multiple linear regression analysis, organizational factors (β=-.37, p<.001), job-related factors (β=-.27, p=.001), and religion (β=.18, p<.013) were factors affecting person-centered care of home visiting dementia caregivers, and working environment explained 37% (F=10.63, p<.001) of person-centered care. Conclusion: Based on the results of this study, the exploration of strategies to improve the working environment will be necessary in order to increase person-centered care for home visiting dementia caregivers.

The role of cone-beam computed tomography in the radiographic evaluation of obstructive sleep apnea: A review article

  • Marco Isaac;Dina Mohamed ElBeshlawy;Ahmed ElSobki;Dina Fahim Ahmed;Sarah Mohammed Kenawy
    • Imaging Science in Dentistry
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    • v.53 no.4
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    • pp.283-289
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    • 2023
  • The apnea-hypopnea index is widely regarded as a measure of the severity of obstructive sleep apnea (OSA), a condition characterized by recurrent episodes of apnea or hypopnea during sleep that induce airway collapse. OSA is a catastrophic problem due to the wide range of health issues it can cause, including cardiovascular disease and memory loss. This review was conducted to clarify the roles of various imaging modalities, particularly cone-beam computed tomography (CBCT), in the diagnosis of and preoperative planning for OSA. Unfortunately, 2-dimensional imaging techniques yield insufficient data for a comprehensive diagnosis, given the complex anatomy of the airway. Three-dimensional (3D) imaging is favored as it more accurately represents the patient's airway structure. Although computed tomography and magnetic resonance imaging can depict the actual 3D airway architecture, their use is limited by factors such as high radiation dose and noise associated with the scans. This review indicates that CBCT is a low-radiation imaging technique that can be used to incidentally identify patients with OSA, thereby facilitating early referral and ultimately enhancing the accuracy of surgical outcome predictions.

Factors Influencing Discharge Destination and Length of Stay in Stroke Patients in Restorative Rehabilitation Institution

  • Gyu-Bum Lee;Jee-Sun Lee;Jeong Soo Kim
    • Physical Therapy Korea
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    • v.31 no.1
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    • pp.48-54
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    • 2024
  • Background: Promoting patients' safe return home at discharge and reducing length of stay in hospital is key for Restorative Rehabilitation Institution (RMI). Objects: This study was designed to identify the factors influencing the return to home and length of stay among various factors. Methods: A total of 120 stroke patients (76 males and 44 females) who were hospitalized in an adult inpatient unit of a RMI for more than 2 months were retrospectively analyzed for this study (multivariate logistic regression analyses, p < 0.001). As predictor variables for assessing the return to home and length of stay, demographic data (sex, age, duration between onset and admission, length of stay, caregiver after discharge, occupation after discharge, reason for discharge, and household type after discharge) were collected. Additionally, following measurements were selectively collected from patient's medical records: scores of Mini-Mental State Examination Korean version (K-MMSE), modified Barthel Index Korean version (K-MBI), Berg Balance Scale and Functional Ambulation Category were obtained at admission and discharge. Results: The K-MMSE at admission and K-MBI at discharge were found to be the predictors of return to home. Additionally, K-MBI at admission influenced the length of stay. Conclusion: This study suggests cognitive functioning at admission and the level of activities of daily living at discharge predicted the return to home and length of stay.

Studies on the variations of hospital use and the changes in hospital revenues of 10 KDRGs under the PPS (일개 대학병원의 환자군별 진료서비스 변이와 포괄수가제 적용에 따른 진료수익 변화)

  • 전기홍;송미숙
    • Health Policy and Management
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    • v.7 no.1
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    • pp.100-124
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    • 1997
  • In order to suggest the strategies for participation in the PPS(Prospective Payment System), analyses were performed based on variations in utilization pattern and changes in revenues of hospitals in 10 selected KDRGs. The data was collected from the claims data of a tertiary hospital in Kyunggido from September 1, 1995 to August 31, 1996. The studies consisted of 1, 718 inpatients diagnosed for lens procedures, tonsilectomy &/or adenoidectomy, appendectomy with complicated principal diagnosis, Cesarean section, or vaginal delivery without any complications. The resources used in each KDRG were measured including average length of stay, total charges, number of orders, intensity of medical services, frequencies of medical services, the rate of non-reimbursable charges, and the rate of non-reimbursable orders. Then, the changes in hopital revenues due to the composition of medical fee schedules under the PPS were estimated as follows: 1) The variations in average lenght of stay, total charges, number of orders, the intensity of medical services, the frequency of medical services, the rate of non-reimbursable charges, and the rate of non-reimbursable orders among the 10 KDRGs were comparatively small. 2) The average lenght of stay was the longest(6.0 days) for appendectomy with complicated principal diagnosis, while it was the shortest(2.1 days) for two vaginal deliveries. Statistically differences existed in the average length of stay among physicians and among the dates of admission in several KDRGs. 3) The total charges were the highest for lens procedures(1, 716, 000 won), while the lowest charges were for two vaginal deliveries(558, 000 won). Statistically differences in the total charges were found among physicians in several KDRGs: however, there were no differences with the dates of admission. 4) The number of orders was the greatest(155) for appendectomy with complicated principal diagnosis, while it was the smallest(75) for the two vaginal deliveries. Statistical differences in the number of orders did not exist among physicians in the KDRGs. 5) Significant differences were found in the intensity of medical services, and in the frequency of medical services among physicians in the KDRGs. 6) The rate of non-reimbursable charges for each KDRG was not related to the rate of non-reimbursable orders. The rate of non-reimbursable orders was the highest(36.0%) for lens procedures, while the lowest rate(11.6%) was for appendectomy with complicated principal diagnosis. The rate of non-reimbursable charges was the highest(39.4-39.7%) for vaginal deliveries, while the lowest rate(13.1%) was for tonsillectomy &/or adenoidectomy(<17 ages). 7) If the physician's practicing style were not change under the PPS, the hospital revenuses could be increased by 10%, and the portion of patient payment could be decreased by 1.4-22.4%. However, the non-reimbursable charges for showed little change between two reimbursement systems. Based upon the above findings, this hospital could be eligible for participation in the PPS(Prospective Payment Systm). However, the process of diagnosis and treatment should be standardized, inentifying methods to reduce cost and to assure quality of medical care. Furthermore, consideration should be given to finding ways to increase patient volume.

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Factors Associated with Place of Death in Korean Patients with Terminal Cancer

  • Hyun, Min Kyung;Jung, Kyung Hae;Yun, Young Ho;Kim, Young Ae;Lee, Woo Jin;Do, Young Rok;Lee, Keun Seok;Heo, Dae Seog;Choi, Jong Soo;Kim, Sam Yong;Kim, Heung Tae;Hong, Seok-Won
    • Asian Pacific Journal of Cancer Prevention
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    • v.14 no.12
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    • pp.7309-7314
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    • 2013
  • Aim: To investigate factors that affect the place of death (POD) of terminal cancer patients. Materials and Methods: We recruited 702 consecutive patients (${\geq}18$ years) from 12 centers during July 2005 to October 2006, and 481 completed the questionnaire. In April 2011, we linked the data for 96.0% (n=462) of the deceased patients to the POD using the 2005-2009 death certificate data of Korea's National Statistical Office. The primary outcome variable was POD, and the predictive value of variables pertaining to patients and caregivers was evaluated using univariate and multivariate analyses. Results: Most patients died in a hospital (91.5%, n=441) and age, education, preference for place of terminal care, wish to use hospice/palliative care services, terminal cancer awareness, time between diagnosis and death, and global quality-of-life subscale of the EORTC QLQ-C30 of patients, and education and preference for place of terminal care of caregivers were significant predictors in univariate analyses. On multivariate analysis, patients and caregivers who preferred hospital/palliative care as the terminal care option over home care [adjusted odds ratio (aOR), 2.68; 95% confidential interval (CI), 1.18-7.04 and aOR: 2.65; 95%CI: 1.15-6.09 for patient and caregiver preferences, respectively] and caregivers who were highly educated (aOR, 3.19; 95%CI, 1.44-7.06) were predictors of POD. Conclusions: Most of the terminal cancer patients died in a hospital. Our findings indicate that major predictors of hospital deaths are preference of both the patient and caregiver for hospital/palliative care as the terminal care option and higher education of the caregiver.

Factors Related Self-Care Behavior among Liver Cirrhosis Patients: Focusing on Disease Knowledge and Family Support (간경변증 환자의 자가간호 행동 관련 요인: 질병 지식과 가족지지를 중심으로)

  • Park, HaeJin;Shin, Yeonghee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.5
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    • pp.647-656
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    • 2017
  • This study examined the associations among the factors related to self-care behavior in patients with liver cirrhosis, focusing on disease knowledge and family support. The subjects were 120 liver cirrhosis patients recruited from the medical out-patient clinic of ageneral hospital in the U metropolitan city during the period of June-August, 2015. The data were analyzed with SPSS(Version 21) program. The results showed that the average scores of disease knowledge was $12.64{\pm}2.16$ out of 18; family support was $23.28{\pm}5.68$ out of 32; and self-care behavior was $35.66{\pm}8.67$ out of 60. The study subjects had moderate levels of disease knowledge and family support, but low levels of self-care behavior. The data showedthat self-care behavior was positively correlated with disease knowledge (r=0.675, p<0.001) and family support (r=0.804, p<0.001) of the subjects. The best predictors for self-care behavior were family support, disease knowledge, frequency of alcohol consumption per week, having liver cirrhosis patients among family or relatives, and educational level, which accounted for 69.7% of the variance. In conclusion, promoting the self-care behavior of liver cirrhosis patients should be planned based on a consideration of the patient's educational level, knowledge of their own disease, and family support.

An Experimental Study on the Effects of Structured Preoperative Teaching on Postoperative Recovery (계획된 수술전 교육이 수술후 회복에 미치는 영향에 관한 임상실험적 연구)

  • 김명숙
    • Journal of Korean Academy of Nursing
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    • v.14 no.2
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    • pp.38-46
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    • 1984
  • The purpose of this study was to test the effect of the structured preoperative teaching on post-operative recovery and to observe the effects of an structured preoperative teaching on the adult surgical patient's ventilatory function ability, the length of hospital stay, the number of analgesics within a 72 hour postoperative period, the length of early ambulation. The research question investigated in this study was: What would be the effects of a structured preoperative teaching upon the adult surgical patients postoperative recovery? This study was based on a sample of 40 patients who were scheduled for abdominal surgery. They were asssigned alternately to experimental and control group. Among 40 subjects, 20 were placed in the experimental group and 20 in the control group. Preoperative ventilation function testing of control and experimental subjects was done the evening before surgery and before the patient received the structured preoperative teaching. A structured preoperative teaching was given to the subjects in the exporimental group only by writer. Postoperative testing was done the 5th postoperative day. The data were collected over a period of two months, from Aug. 8 to Oct. 31, 1983. For the analysis of the data and test for the hypotheses, the t-test with mean difference was used. The results of this study regarding the four-hypotheses were as follows: 1. Experimental group which received structured preoperative eaching will have more increase to-cough and deep breathe as measured byhis forced vital capacity(FVC), forced expiratory volume 1 (FEV1), maximal voluntary volume 15 (MVV 15) than control group without structured preoperative teaching. The ventilation function ability was more increase in experimental group than in control group, the mean difference was statistically significant at 0.01 level. Hypotheses 1 was supported. 2. Experimental group with structured preoperative teaching will have more reduced the length of hospital stay than control group without structured preoperative teaching. The length of hospital stay of the experimental group and control group were 11.90 days and 16.05 days respectively. However, the difference was. not statistically significant at .05 level. Therefore the hypothese 2 was not supported. 3. Experimental group with structured preoperative teaching will have more reduce the number of analgesics within a 72 hour postoperative period than control group. The number of analgesics within a 72 hour' postoperative period of experimental group and control group were 1.65 times and 2.4 times. The difference was not statically significant at .05 level. Therefore, the hypotheses 3 was not supported. 4. Experimental group with structured preoperative. teaching will have more reduce the length of early ambulation than control group without structured preoperative teaching. The length of early ambulation of experimental group and control group were 2.2 days and 3.5 days respectively The difference was statistically signficant at 0.05 level. Thus the hypothess 4 was supported.

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The Survey on Contents Validity of 'Preliminary Critical Pathway for Acute Postoperative Pain after Back Surgery' ('요추 수술 후 급성기 통증 환자의 예비 표준임상경로지 내용타당도 설문' 조사 보고)

  • Lim, Kyeong-Tae;Heo, In;Kim, Byung-Jun;Shin, Byung-Cheul;Son, Dong-Wuk;Kim, Chan-Young;Park, Soo Ah;Hwang, Eui-Hyoung
    • Journal of Korean Medicine Rehabilitation
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    • v.26 no.4
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    • pp.77-83
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    • 2016
  • Objectives The aim of this study is to investigate the possibility of making Korean Medicine-Western Medicine collaboration Critical Pathway for Acute Postoperative Pain after Back Surgery. Methods This preliminary Critical Pathway (CP) was composed of 9 Index of vertical axis (assesment, treatment, patient movements, consultation, diet, other, administration, examination, education) and 5 hospitalization periods of horizontal axis through a review of the literature and reference data of medical records. This preliminary CP's Content Validity Index (CVI) survey was carried out by 20 personnel of two different medical institutions from 06, June, 2016 to 15, June, 2016. All data were double-cross checked and analyzed. Results Of those questioned, there were 13 males and 7 females in age, 6 professors, 7 medical residents, 7 nurses in position of 20 personnel. According to the survey, among the 62 contents, 32 contents are above 80 percent agreements, 12 contents were between 70 to 80 percent and 18 contents below 70 percent agreements. Especially, Most contents in treatment index were below fixed validity. Overall Contents Validity in Index, Treatments (72.7%), Diet (100.0%), Other (100.0%), Administration (75.0%) and Examination (100.0%) were in high validity. On the other hands, Assessments (29.4%), Patient movements (0.0%), Consultation (30.0%) and Education (33.3%) were in low position. Conclusions This survey results can be evidence of possibility to develop New Korean Medicine-Western Medicine Collaboration Critical Pathway for Acute Postoperative Pain after Back Surgery.

New Gene Profiling in Determination of Breast Cancer Recurrence and Prognosis in Iranian Women

  • Poorhosseini, Seyed Mohammad;Hashemi, Mohammad;Olyaei, Nasrin Alipour;Izadi, Amir;Moslemi, Elham;Ravesh, Zeinab;Hashemi-Gorji, Feyzollah;Kheiri, Hamid Reza;Yassaee, Vahid Reza
    • Asian Pacific Journal of Cancer Prevention
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    • v.17 no.sup3
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    • pp.155-160
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    • 2016
  • Breast cancer (BC) is the second most common cancer in the world and by far the most frequent cancer among women, with an estimated 1.67 million new cancer cases diagnosed in 2012 (25% of all cancers). Polygene expression analysis is used to predict the prognosis and determine the most appropriate treatment regimen. The objective of this study was to examine the gene expression profiles of SIRT3, HRAS, LSP1, SCUBE2 and AP2A2 in Iranian women with BC.A total of 136 patients including healthy controls were categorized into three groups based on the relapse of the disease. Expression of desired genes in formalin-fixed, paraffin embedded tissues collected from all groups of participants was analyzed via the RT PCR method. RNA extraction and cDNA synthesis were performed then real-time quantitative PCR was carried out. Gene expression analysis revealed that the expression of SIRT3 was equal among patient and control groups. LSP1 was down regulated in all patient groups relative to controls but reduced expression in the metastatic group relative to the non-metastatic one was not significant. HRAS was significantly overexpressed in total and metastatic tumor samples versus normal but not in non-metastatic cases. SCUBE2 expression showed significant over-expression in both overall tumor samples and the non-metastatic group as compared to normal tissues. Gene expression level of AP2A2 in all groups was not detectable. Our data are compatible with a tumor suppressor role of LSP1 related to potential prognostic factor for tumor recurrence and outcome. This study for the first time assayed the prognostic value and changes in the expression of SIRT3, LSP1, HRAS, SCUBE2 and AP2A2 genes in women with breast cancer in the Iranian population and findings confirmed potential biomarker and prognostic capability of these genes. Such expression profiling data can critically improve prognosis and treatment decisions in cancer patients.