• 제목/요약/키워드: Medical records classification

검색결과 190건 처리시간 0.029초

Analysis of causes of injuries among children in Daegu, Korea

  • Ha, Geol;Jeon, Man-Joong;SaKong, Joon
    • Clinical and Experimental Pediatrics
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    • 제53권11호
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    • pp.942-950
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    • 2010
  • Purpose: The purpose of this study was to determine the mechanisms and exact causes of injuries to children by analyzing the medical records of children who visited emergency medical centers. Methods: We reviewed the medical records of 7,114 pediatric patients (aged below 15 years) who visited the emergency care center (ECC) of a Yeungnam university hospital in Daegu between January 2007 and December 2009. Results: Among the pediatric patients who visited the ECC, 1,526 (27.2%) were admitted for injuries (boys, 979 [64.2%] and girls, 547 [35.8%]); the boy-to-girl ratio in this study population was 1.8:1. The proportion of boys was higher than that of girls over all age ranges, except for children aged less than 1 year. The highest incidence of injury due to slipping (20.5%) was noted in the 1-year-old group, and nearly half the total number of cases (49.3%) involved children who were under 4 years of age. Of the sites of injury, 999 involved the head and face (73.7%) and 134 involved the hand and wrist (9.9%). Seventy-one injuries (5.7%) occurred on the bed, 70 (5.6%) at the door, and 67 (5.3%) on the stairs. Of the approximately 250 types of injuries classified by cause, 17 accounted for 50.4% of all the injuries. Conclusion: The cause of injury could be attributed to approximately 20 causes in more than half the cases of pediatric injuries. A classification of the types of injuries and the development of appropriate preventive strategies can help avoid such injuries.

국민건강보험 청구자료 기반의 결핵환자 분류 고도화 모형 개발 (Development of Advanced TB Case Classification Model Using NHI Claims Data)

  • 박일수;김유미;최연희;김성수;김은주;원시연;강성홍
    • 디지털융복합연구
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    • 제11권9호
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    • pp.289-299
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    • 2013
  • 본 연구의 목적은 현재 질병관리본부에서 사용하고 있는 건강보험 청구자료 기반의 결핵환자 분류기준을 고도화하여 보다 효과적인 결핵환자감시체계의 토대를 제공하기 위해 수행되었다. 이를 위해 건강보험심사평가원의 2009년 1년간 결핵상병으로 청구된 81,199명 중 10%인 8,118명을 표본추출한 후 실제 결핵환자인지에 대해서 의무기록 조사를 실시하여 조사가 완료되고, 국민건강보험공단 건강보험청구 자료와 매칭이 완료된 7,132명을 최종 분석대상자로 하였다. 결핵환자분류를 위한 모형을 개발하여 평가한 결과 결핵과 관련된 임상전문가 의견과 통계적 분류 알고리즘이 종합적으로 고려된 의사결정나무모형이 가장 우수한 모형으로 평가되었다. 의사결정나무 모형에 따른 결핵분류모형의 주요 독립변수는 연령, 최초 청구시점의 결핵약제 종류수, 최초 청구시점의 이용 의료기관 유형, 최초 청구시점의 청구결핵검사 종류, 2008년 결핵약 투약일수, 최초 청구시점 결핵약제 투약일수, 최초 청구시점 결핵상병 종류로 나타났다. 이 모형의 향상도는 최고 11.8이였으며, 개발된 모형에서 분류된 1~5유형까지 적용하여 청구된 자료 중 결핵이 아님을 예측할 경우, 민감도는 90.6%, 양성예측도는 96.1%, 정분류율은 87.6%로 나타나, 현재 질병관리본부에서 사용하는 청구2회 이상, 약제 2제 이상 모형(민감도 82.6%, 양성예측도 95%, 정분류율 80%)보다 우수한 모형인 것으로 나타났다.

급성 충수돌기염 환자에서 의료보장형태와 천공률의 관련성 (The Relation between Type of Insurance and Acute Appendicitis Rupture Rate)

  • 홍지영;김건엽;이무식;남해성;임정수;이정애;나백주
    • Journal of Preventive Medicine and Public Health
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    • 제37권3호
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    • pp.267-273
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    • 2004
  • Objectives : This study was aimed at investigating the medical service utilization pattern of patients who use public medical aid compared to those who have health insurance. Methods : We selected every patient between the age of 18 and 69 who used public medical aid from January 1, 1999, to December 31, 2001, in Gwangju metropolitan city, South Korea. For comparison, a list of patients with health insurance was gathered for same period. Then the medical records of those who had been hospitalized for acute appendicitis were selected among both groups. Of those records, we compared the number of cases of ruptured appendicitis to cases of whole acute appendicitis in both groups. Regarding coding for ruptured appendicitis, International Classification of Diseases - 10 (ICD-10) was used. Multiple logistic regression was used as a statistical tool to determine the effectiveness of risk factors. Results : Even after adjusting for risk factors, such as age and sex, the proportion of perforation of acute appendicitis among public medical aid patients was found to be significantly higher than among insured patients. Conclusions : This comparative study on ruptured appendicitis among public medical aid patients and insured patients, indicates that the proportion of perforation of acute appendicitis could be an index showing that these types of patients utilize medical services differently than insured patients. We know that when abdominal pain is not properly treated at the outset, it easily develops into ruptured appendicitis complicated with peritonitis. Considering this data analysis, we guess the public medical aid system to have significant problem with medical accessibility. So additional and systematic research on the pattern of utilization of medical services of public medical aid patients is needed.

내과계 중환자의 비계획적 기관내관 발관과 계획적 기관내관 발관의 관련 특성 비교 (Comparison of Related Characteristics between Unplanned and Planned Extubation of Patients in Medical Intensive Unit)

  • 조효임;이영휘;김화순;심보윤
    • 성인간호학회지
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    • 제24권5호
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    • pp.509-519
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    • 2012
  • Purpose: This retrospective study was designed to examine the frequency of unplanned extubation, and to identify the related factors of unplanned extubation in medical intensive care unit patients. Methods: Data were collected from medical records of patients who received intubation in a medical intensive care unit. One hundred eighteen patient charts were selected for the study. The Patient Severity Classification Scale and unplanned extubation risk factors were examined. Data were analyzed with descriptive statistics, $x^2$-test, Fisher's exact test and Mann-Whitney U test. Results: The incidence of unplanned extubation was 11 (9.32%) out of 118 patients who had undergone intubation. There were statistically significant differences between the unplanned extubation and work shift ($x^2$=61.52, p=.001), ventilation mode (p=.001), number of days of ventilator application (U=366.00, p=.038) and administration of sedatives (p=.025). Conclusion: Unplanned extubation is affected by the following variables: a) whether a nurse is in night shift, b) whether ventilation is mandatory, c) duration of ventilation use and d) administration of sedatives.

Investigating Non-Laboratory Variables to Predict Diabetic and Prediabetic Patients from Electronic Medical Records Using Machine Learning

  • Mukhtar, Hamid;Al Azwari, Sana
    • International Journal of Computer Science & Network Security
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    • 제21권9호
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    • pp.19-30
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    • 2021
  • Diabetes Mellitus (DM) is one of common chronic diseases leading to severe health complications that may cause death. The disease influences individuals, community, and the government due to the continuous monitoring, lifelong commitment, and the cost of treatment. The World Health Organization (WHO) considers Saudi Arabia as one of the top 10 countries in diabetes prevalence across the world. Since most of the medical services are provided by the government, the cost of the treatment in terms of hospitals and clinical visits and lab tests represents a real burden due to the large scale of the disease. The ability to predict the diabetic status of a patient without the laboratory tests by performing screening based on some personal features can lessen the health and economic burden caused by diabetes alone. The goal of this paper is to investigate the prediction of diabetic and prediabetic patients by considering factors other than the laboratory tests, as required by physicians in general. With the data obtained from local hospitals, medical records were processed to obtain a dataset that classified patients into three classes: diabetic, prediabetic, and non-diabetic. After applying three machine learning algorithms, we established good performance for accuracy, precision, and recall of the models on the dataset. Further analysis was performed on the data to identify important non-laboratory variables related to the patients for diabetes classification. The importance of five variables (gender, physical activity level, hypertension, BMI, and age) from the person's basic health data were investigated to find their contribution to the state of a patient being diabetic, prediabetic or normal. Our analysis presented great agreement with the risk factors of diabetes and prediabetes stated by the American Diabetes Association (ADA) and other health institutions worldwide. We conclude that by performing class-specific analysis of the disease, important factors specific to Saudi population can be identified, whose management can result in controlling the disease. We also provide some recommendations learnt from this research.

Accessory auricle: Classification according to location, protrusion pattern and body shape

  • Hwang, Jungil;Cho, Jaeyoung;Burm, Jin Sik
    • Archives of Plastic Surgery
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    • 제45권5호
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    • pp.411-417
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    • 2018
  • Background Accessory auricles (AAs) are common congenital anomalies. We present a new classification according to location and shape, and propose a system for coding the classifications. Methods This study was conducted by reviewing the records of 502 patients who underwent surgery for AA. AAs were classified into three anatomical types: intraauricular, preauricular, and buccal. Intraauricular AAs were divided into three subtypes: intracrural, intratragal, and intralobal. Preauricular AAs were divided into five subtypes: precrural, superior pretragal, middle pretragal, inferior pretragal, and prelobal. Buccal AAs were divided into two subtypes: anterior buccal and posterior buccal. AAs were also classified according to their protrusion pattern above the surrounding surface: pedunculated, sessile, areolar, remnant, and depressed. Pedunculated and sessile AAs were subclassified as spherical, ovoid, lobed, and nodular, according to their body shape. Cartilage root presence and family history of AA were reviewed. A coding system for these classifications was also proposed. Results The total number of AAs in the 502 patients was 1,003. Among the locations, the superior pretragal subtype (27.6%) was the most common. Among the protrusion patterns and shapes, pedunculated ovoid AAs were the most common in the preauricular (27.8%) and buccal areas (28.0%), and sessile lobed AAs were the most common in the intraauricular area (48.7%). The proportion of AAs with a cartilage root was 78.4%, and 11% of patients had a family history. The most common type of preauricular AA was the superior pretragal pedunculated ovoid AA (13.2%) with a cartilage root. Conclusions This new system will serve as a guideline for classifying and coding AAs.

완전탈구된 치아의 보관매체에 관한 보호자, 구급대원, 응급의학과 의사의 인식도 (Awareness of Caregivers, Emergency Medical Technicians, and Emergency Medical Doctors about the Storage Media for Avulsed Teeth)

  • 김규림;김승혜;마연주
    • 대한소아치과학회지
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    • 제47권3호
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    • pp.303-311
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    • 2020
  • 이 연구의 목적은 치아의 완전탈구를 주소로 내원한 소아 청소년을 대상으로 보호자 및 구급대원과 응급의학과 의사가 보인 탈구치의 보관 방법을 조사하여 인식을 평가하고자 하였다. 최근 18년간 아주대학교 치과병원에서 영구치의 완전탈구로 진단받고 응급처치를 시행받은 만 17세 이하의 환자 183명을 대상으로 후향적 조사를 시행하였다. 조사 결과 치아의 보관매체로 부모와 보건교사 모두 우유를 가장 많이 이용하였다. 다음으로 부모는 건조 상태로, 보건교사는 생리식염수에 치아를 보관하는 비율이 높았다. 치아의 보관매체로 구급대원은 생리식염수를 가장 이용하였고 응급의학과 의사의 경우 재식 실패 시 생리식염수만을 이용하였다. 이상의 결과들을 통해 적합한 치아의 보관매체에 대한 교육이 필요할 것으로 사료되었다. 외상 현장에서 즉시 재식이 불가능할 경우, 치아의 보관매체로 우유가 권장되며 우유가 식염수보다 우수한 보관매체임에 관한 교육 역시 필요해 보였다. 보호자 및 응급처치를 행하는 구급대원과 응급의학과 의사들을 대상으로 완전탈구된 치아의 보관 방법에 대한 인식을 향상시킬 수 있는 체계적인 교육이 필요할 것으로 사료되었다.

안와 외벽 골절의 분류와 임상적 의의 (Classification of the Lateral Orbital Wall Fracture and Its Clinical Significance)

  • 조필동;김형석;신극선
    • Archives of Plastic Surgery
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    • 제35권5호
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    • pp.553-559
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    • 2008
  • Purpose: The lateral orbital wall fractures have been previously classified by some authors. As there are some limitations in applying in their own classifications, we hope to present a refined classification system of the lateral orbital wall fracture and to identify the correlation between the specific type of the fracture and clinical diagnosis. Methods: The facial bone CT scans and medical records of 78 patients with the lateral orbital wall fractures were reviewed in a retrospective manner. The classification is based on the CT scan. In type I, the fracture and its segments are away from the lateral rectus muscle and in type II, they are next to or slightly pushing the muscle in axial CT scan. In type III, the fracture segments compress and displace the longitudinal axis of the muscle or the optic nerve in axial view of CT scan. Type IV fracture includes multiple fractures found around the orbital apex or optic canal in coronal view of CT scans of the type I and type II fractures. Results: The most common fracture pattern was type I(43.6%), followed by type IV(29.5%), type II(20.5%), and type III(6.4%). As diplopia and restriction of extraocular muscles were found in type I and II fractures, severe ophthalmic complications such as superior orbital fissure syndrome, orbital apex syndrome, and traumatic optic neuropathy were found in type III and IV fractures almost exclusively. Conclusion: We propose an easy classification system of the lateral orbital wall fracture which correlates closely with ophthalmic complications and may help to make further treatment plan. In Type III and IV fractures, severe ophthalmic complications may ensue in higher rates, so early diagnosis and treatment should be performed.

일개 종합병원중심 가정간호 간호진단분류를 위한 NANDA와 HHCC의 적용 비교 (Application of NANDA and HHCC to Classification of Nursing Diagnosis in a Hospital-Based Home Health Care)

  • 이진경;박현애
    • 성인간호학회지
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    • 제12권4호
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    • pp.507-516
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    • 2000
  • This study examines that North American Nursing Diagnosis Association(NANDA) and Home Health Care Classification(HHCC) is appropriate to classify home health care client's nursing problems and suggests a modified nursing diagnosis classification system. Two hundred and forty-nine clients' records at a general hospital were reviewed and nursing problems were diagnosed according to each classification system. Results of this study are as follows. The major client's medical diagnosis are pregnancy, childbirth and puerperium, malignant neoplasm, and benign neoplasm. Of four hundred and sixty-three nursing problems, all nursing problems made a diagnos according to HHCC, while three hundred and eighty-five made a diagnosis according to NANDA. The HHCC diagnosis included 78 more nursing problems than NANDA. The discrepancy in the results may indicate a significant advantage to HHCC diagnosis because HHCC nomenclature was created empirically from hard data. However, this may be due to limitations in the data collection method so determination of which classification system is more useful is difficult to judge. However, nursing components of the HHCC are more concrete and clearer than human response patterns of the NANDA. Also the HHCC facilitates the documentation of patient care by computer, while using a conceptual framework consisting of 20 Care Components based on the nursing process: assessment, diagnosis, outcome identification, planning, implementation and evaluation. Accordingly, the practical application of HHCC is more useful than NANDA. Limitations of this study include a retrospective data collecting method and universality of samples. Further research for various samples that use prospective data collection method is recommended.

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한국적 의학 기준에 근거한 고혈압환자의 Angiotensin II Receptor Blockers와 Calcium Channel Blockers의 약물 평가 (Evaluation of Therapeutic Differences of Angiotensin II Receptor Blockers and Calcium Channel Blockers Among Hypertensive Patients Classified by Oriental Traditional Way)

  • 이옥상;천영주;예경남;윤희영;김정태;이윤정;임성실
    • 약학회지
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    • 제58권2호
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    • pp.141-149
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    • 2014
  • Background: Oriental lifestyle for treating diseases has been developed and well-accepted for a long time among Koreans. Sasang Constitution theory, originated from Korean traditional medicine, suggests that medication treatment should be differentiated by each patient's body classification (So-yang [SY], So-eum [SE], Tae-yang [TY], and Tae-eum [TE]), in contrary to western medicine's theory that medication should be applied equally by disease indication without such classification. However, the pharmacotherapeutic outcomes of these theories have not been compared to date. In this study, we aimed to compare the two theories by evaluating blood pressure (BP), which is lowered as a therapeutic outcome, among hypertensive patients taking angiotensin II receptor blockers (ARBs) or calcium channel blockers (CCBs), two most commonly used antihypertensive classes in Korea. Methods: From April 2006 to June 2012, we retrospectively collected data on hypertensive patients with Sasang Constitution classification at Kyunghee University Hospital at Gangdong, one of the East-West collaborative medical centers in Korea. We collected information on age, gender, underlying diseases, antihypertensive drugs (ARB, CCB, ARB+CCB), and BP by reviewing the electronic medical records. We excluded patients with missing blood pressure at baseline or follow-up, or those who had a change in their antihypertensive drug class during follow-up. Results: We selected a total of 573 patients (SY: 165, SE: 158, TY: 0, TE: 250). Baseline BPs were on average 139.0/82.0 mmHg for SY, 137.8/78.5 mmHg for SE, and 138.7/79.2 mmHg for TE. In all three groups, CCBs were the most prescribed, followed by combination therapy with ARB+CCB, then ARBs. BP reduction after 1 month of initial medication was significantly different among the drug classes, but not in Sasang constitutional classification (ARB [SY: -12.4/-4.7, SE: -12.3/-2.5, TE: -8.6/-1.8], CCB [SY: -12.3/-5.4, SE: -13.0/-2.3, TE: -10.8/-6.0], ARB+CCB [SY: -15.6/-6.7, SE: -18.4/-8.1, TE: -20.2/-6.7], drug [$P{\leq}0.05$/P>0.05], constitutional type [P>0.05/P>0.05]). Conclusion: We observed significant differences in reduction of blood pressure by classes of drugs (ARB+CCB>CCB>ARB) but not by Sasang constitutional classification. Therefore, current approach of antihypertensive pharmacotherapy assisted by Western medicine is appropriate for treatment of hypertension. However, further larger scale or prospective studies are required in order to confirm these results.