• Title/Summary/Keyword: Hospital Bill

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Decision Tree Induction with Imbalanced Data Set: A Case of Health Insurance Bill Audit in a General Hospital (불균형 데이터 집합에서의 의사결정나무 추론: 종합 병원의 건강 보험료 청구 심사 사례)

  • Hur, Joon;Kim, Jong-Woo
    • Information Systems Review
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    • v.9 no.1
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    • pp.45-65
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    • 2007
  • In medical industry, health insurance bill audit is unique and essential process in general hospitals. The health insurance bill audit process is very important because not only for hospital's profit but also hospital's reputation. Particularly, at the large general hospitals many related workers including analysts, nurses, and etc. have engaged in the health insurance bill audit process. This paper introduces a case of health insurance bill audit for finding reducible health insurance bill cases using decision tree induction techniques at a large general hospital in Korea. When supervised learning methods had been tried to be applied, one of major problems was data imbalance problem in the health insurance bill audit data. In other words, there were many normal(passing) cases and relatively small number of reduction cases in a bill audit dataset. To resolve the problem, in this study, well-known methods for imbalanced data sets including over sampling of rare cases, under sampling of major cases, and adjusting the misclassification cost are combined in several ways to find appropriate decision trees that satisfy required conditions in health insurance bill audit situation.

A Study on the Development and Implementation of a Data-mining Based Prototype for Hospital Bill Claim Reduction System (데이터마이닝 기법을 활용한 의료보험 진료비청구 삭감분석시스템 개발 및 구현에 관한 연구)

  • Yoo, Sang-Jin;Park, Mun-Ro
    • Information Systems Review
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    • v.7 no.1
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    • pp.275-295
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    • 2005
  • Changes in business environment caused by globalization of the world economy and the beginning of the knowledge society forced hospitals to equip with tools for the enhanced competitiveness. In other words, hospitals must aim three targets such as acquisition of advanced medical skills and equipments, improvement of service level for patients, and achievement of superior managerial performance simultaneously. This study has been done to suggest a way to reduce the possibility of hospital bill claim reduction as an alternative for the achievement of superior managerial performance. If the reduction rate of hospital bill claim is high, it will put negative impact on the hospital's revenue stream and hospital's reliability. Thus, if they want to stay competitive, hospitals need to device ways to cut the reduction rate as much as possible. In this study, a prototype system has been developed and implemented to check the possibility to cut the reduction rate through deep analysis of causes of reduction. The prototype first developed utilizing data mining techniques and the relation rules algorithm. Then the prototype was tested its performance using the D hospital's live data.

Relationships between Work Postures and Upper Extremity Cumulative Trauma Disorders in Medical Insurance Bill Reviewers (의료보험 심사 업무의 작업자세(Work Postures) 특성과 누적외상성질환(CTDs) 발생에 관한 연구)

  • Lee, Yun Geun;Yim, Shang Hyuk
    • Journal of Korean Society of Occupational and Environmental Hygiene
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    • v.8 no.1
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    • pp.36-49
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    • 1998
  • The purpose of this study is to investigate the relationship between the work postures and upper extremity cumulative trauma disorders(CTDs) in female medical insurance bill reviewers(n=448). This study included diagnosis for CTDs, anthropometry and job analysis (workstations and posture). The characteristics of subject were 33.6 years of average age and 8.7 years of average work duration. The results were as fallows. Ergonomic conditions of workstation were unsuitable compared with anthropometry result. The height of work surface(79.5 cm) and chair(43.0 cm)were high. work space was small, and legs space under the table was limited. Work postures were awkward compared with recommended neutral postures. Neck flexion($21.0-36.0^{\circ}$), elbow elevation, shoulder abduction ($46.0-47.0^{\circ}$). wrist radial and ulnar deviation, forearm supination and pronation, and wrist repeated motion(12.7-21.5 freq./min) were analyzed as hazardous risk factors by job analysis. The prevalence of CTDs was 32.8 % by medical diagnosis. The prevalence rate of CTDs in hazardous work posture group was significantly greater than safe work posture group both neck-shoulder (relative prevalence = 5.2, p<0.001) and wrist-hand (relative prevalence = 2.5, p<0.05).

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Factors associated with treatment outcomes of patients hospitalized with severe maxillofacial infections at a tertiary center

  • Kim, Hye-Won;Kim, Chul-Hwan
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • v.47 no.3
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    • pp.197-208
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    • 2021
  • Objectives: The purpose of this retrospective study was to evaluate the variables associated with length of stay (LOS), hospital costs, intensive care unit (ICU) use, and treatment outcomes in patients hospitalized for maxillofacial infections at a tertiary medical center in South Korea. Materials and Methods: A retrospective chart review was conducted for patients admitted for treatment of maxillofacial infections at Dankook University Hospital from January 1, 2011 through September 30, 2020. A total of 390 patient charts were reviewed and included in the final statistical analyses. Results: Average LOS and hospital bill per patient of this study was 11.47 days, and ₩4,710,017.25 ($4,216.67), respectively. Of the 390 subjects, 97.3% were discharged routinely following complete recovery, 1.0% expired following treatment, and 0.8% were transferred to another hospital. In multivariate linear regression analyses to determine variables associated with LOS, admission year, infection side, Flynn score, deep neck infection, cardiovascular disease, admission C-reactive protein (CRP) and glucose levels, number and length of surgical interventions, tracheostomy, time elapsed from admission to first surgery, and length of ICU stay accounted for 85.8% of the variation. With regard to the total hospital bill, significantly associated variables were age, type of insurance, Flynn score, number of comorbidities, admission CRP, white blood cell, and glucose levels, admission temperature, peak temperature, surgical intervention, the length, type, and location of surgery, tracheostomy, time elapsed from admission to first surgery, and length of ICU use, which accounted for 90.4% of the variation. Age and ICU use were the only variables significantly associated with unfavorable discharge outcomes in multivariate logistic regression analysis. Conclusion: For successful and cost-effective management of maxillofacial infections, clinicians to be vigilant about the decision to admit patients with maxillofacial infections, perform appropriate surgery at an adequate time, and admit them to the ICU.

A Study on the Method of Legislation on Withholding or Withdrawing of LST -In relation to the introduction of adult guardianship- (연명치료 중단의 입법화 방안에 관한 연구 - 성년후견제도의 도입과 관련하여 -)

  • Lee, Eun-Young
    • The Korean Society of Law and Medicine
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    • v.10 no.2
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    • pp.203-249
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    • 2009
  • It is the so-called Shinchon Severance Hospital Case brought to an end by the decision of the Supreme Court that opened the real discourse of withholding or withdrawing of LST (Life-Sustaining Treatment) in the legal profession as well as medical profession in Korea. Everyone has sympathy with the validity and necessity of legal regulation on withdrawing-including withholding-of LST save the requirements & procedure of withdrawing of LST. In this situation, the legislative bill of amendment to the Korean Civil Law introducing of adult guardianship was pre-announced by the Ministry of Justice on September 18th 2009. The adult guardianship is a guardianship system that supports an mentally handicapped adult to deal with his affairs by support of a guardian. The object of adult guardianship includes affairs of body or well-being as well as property of adult wards. In particular, affairs of medical matters are of importance in the duty and authority of adult guardians. So, the introduction of adult guardianship is of much importance de lege lata as well as de lege ferena in the discussion of withdrawing of LST as a medical treatment. Since the legislation on withdrawing of LST intents to protect the right of death with dignity on the basis of patients' autonomy, the ratio legis of withdrawing of LST is variant from that of adult guardianship. In this context, it seems reasonable to legislate the withdrawing of LST separately from the adultguardianship. In the meantime, the adult guardianship of the legislative bill of amendment to the Korean Civil Law is related to the withdrawing of LST, since the main purpose of adult guardianship is to protect patients' quality of lives and to regulate guardianship contracts based on patients' autonomy. In that context, it seems reasonable to incorporate the legislation of withdrawing of LST into the adult guardianship system. In the latter case, it is not easy to adopt the withdrawing of LST into the legislative bill of the Korean Civil Law for the bill is pre-announced already as previously stated. However, the legislation of withdrawing of LST is not inferior to the legislation of adult guardianship as a matter of urgency. Moreover, it is likely that the legislative bill of Amendment to the Korean Civil Law generates discrepancies in interpretation of the requirements & procedure of withdrawing of LST as the amended German Civil Law did. In short, it is desirable for the legislator to revise the legislative bill despite delay.

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Is the Legal Basis for Physical Therapist's Home-Based Rehabilitation Appropriately Prepared?

  • Kim, Won-Su;Shin, Jun-Bum;Yun, Hye-Lyeong
    • The Journal of Korean Physical Therapy
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    • v.32 no.4
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    • pp.258-265
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    • 2020
  • Purpose: This study examined the legal basis related to a physical therapist's home-based rehabilitation. Methods: The policy data were referenced to the comprehensive plan for national health promotion and the guidebook Community Health Promotion Project issued by the Korea Health Promotion Institute and other institutes. The legal data were referenced to the Bill information system on the National Assembly website. Results: The physical therapist's home-based rehabilitation did not have a legal basis in the community-based rehabilitation project (CBR) of the HP 2020 project. On the other hand, according to the Home health care part of the community health promotion project that began in 2013, physical therapists were allowed to play a role from 2020 under Article 16-2 (Public Officials in Exclusive Charge of Visiting Health Management) of the REGIONAL PUBLIC HEALTH ACT. Conclusion: Policies and laws are being developed in the field of healthcare, but the necessary policies and laws in the field of rehabilitation are still insufficient. A bill to rehabilitate in a variety of fields and spaces by modifying the scope of work of physical therapists will be needed.

The Effects of the Healthcare Accreditation on Hospital Employees' Satisfaction Level and Hospital Management Performance (의료기관 인증제도가 구성원 만족도와 병원운영 효과에 미치는 영향 : 비 인증병원과 인증병원 비교)

  • Lee, Hye-Seung;Yang, Yu-Jeong
    • Journal of Digital Convergence
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    • v.12 no.1
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    • pp.431-443
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    • 2014
  • The purpose of this study was to grasp which effect the healthcare accreditation has on hospital employees' satisfaction level and hospital management performance by comparatively analyzing between accreditation hospital and non-accreditation hospital. As for difference in hospital employees' satisfaction level according to accreditation system, the incentive payment and pride of own task at the accreditation hospital and the hospital management effect were indicated to have positive(+) influence with statistically significant difference upon the item such as accuracy of task performance owing to the business standardization. It was indicated that hospital employees' satisfaction is high at the accreditation hospital and that the higher satisfaction level leads to having influence upon the effect of hospital management. What a country differentiates medical bill or supports medical equipment for medical institution that acquired accreditation is considered to be a plan for activation that can allow non-accreditation hospitals to be able to participate positively in the voluntary accreditation system.

The research for the management and financial affairs of geriatric hospital (노인병원의 운명 및 재무구조 특성에 관한 연구)

  • Kim, Do-Hun;Lee, Jong-Gil;Jung, Key-Stm;Lee, Chang-Eun
    • Korea Journal of Hospital Management
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    • v.6 no.1
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    • pp.1-17
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    • 2001
  • According to the increase of the proportion of aged people, the medical demand for a senile chronic disease has been increased; therefore, aged people call for a geriatric hospital for special geriatric medical service. The main purpose of this study was to analyze the general characteristics and financial status of geriatric hospitals. For the study, a questionnaire was designed and sent to the geriatric hospitals to fill out the patient statistics, number of headcount by department, etc. to find out the stability, profitability, activity and so on financial statements of the hospitals were analyzed. The major findings of this study were as belows. 1. The ratio of the medical expenses to the revenue of the geriatric hospitals is much lower than acute care hospitals. But the probability of bankruptcy is higher due to the high ratio of the liabilities therefore it is required to stabilize the financial position by donating more money. 2. Government budget for the elderly people is not enough. To support the geriatric hospitals by going subsides, government should increase the budget. 3. Portion's of the patient of the geriatric hospitals are government support patient. Since the government doesn't pay the medical charges quickly, geriatric hospitals have a serious cash flow problem. Therefore, it is required that government is to prepay the bill. 4. Since geriatric hospitals treat elderly patient and most patients are government support patients, geriatric hospitals can be said to operate under the strict. 5. When we introduce the daily medical charge, the self-liability will be reduced on approximately 50% of current. This affection will bring a huge progressing financial structure to the medical profit of the geriatric hospital, and also patient family will feel less economical burden.

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An Analysis on the Factors Affecting Revisit and Defection of Long-term Outpatients in Neighboring Pharmacy of General Hospital (종합병원 장기처방환자의 인근 약국 재방문 및 이탈 요인 분석)

  • Oh, Chang-Kyun;Choi, Byung-Chul;Sohn, Uy-Dong
    • YAKHAK HOEJI
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    • v.49 no.6
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    • pp.449-458
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    • 2005
  • There have been rapid changes in the pharmaceutical environment after the separation of Dispensing and Prescribing practice. In the early stage of this system, outpatients had few options to choose their pharmacies due to various obstacles. Under these circumstances, this study on the defection tendency of long-term care patients was performed through the analysis of outpatients who quit visiting a pharmacy nearby general hospital. PowerBuilder ver 9.0 program was used to extract significant data, and SPSS package was employed for statistic analysis. 3,308 outpatients who visited a pharmacy nearby hospital for a month (in January, 2004) were studied. Patients' sex, age and location of residence, the class of medical insurance, the characteristic type of medication (powder, split form, medication for external use/injection), waiting time, disease (department) were considered as variable factors. It turned out that the patient revisit ratio was 80.8$\%$ and the patient defection ratio was 32.4$\%$. As was expected, those factors mentioned above influenced on the revisit and defection ratio considerably. In terms of patient factors, it proved that there was no relationship among sex, location of residence, the class of medical insurance and revisit (defection) ratio. Only age factor influenced the ratio; the older, the higher revisit ratio and the less defection ratio. In respect of dispensing factors, there were obvious relationships among the factors and the ratio: bill (money they had to pay individually), waiting time, number of medications, splitting of tablets, unit price of drug and revisit (defection) ratio showed significant relationship. The result of this study revealed an aspect of outpatients' behavior and it could be used as a reference for better patient service and customer relationship management.

An Study on Decision Tree Analysis with Imbalanced Data Set : A Case of Health Insurance Bill Audit in General Hospital (의사결정나무 분석에서 불균형 자료의 분석 연구 : 종합병원의 건강보험료 청구 심사 사례)

  • Heo Jun;Kim Jong-U
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2006.05a
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    • pp.1667-1676
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    • 2006
  • 다른 산업과 달리 병원/의료 산업에서는 건강 보험료 심사 평가라는 독특한 검증 과정이 필수적으로 있게 된다. 건강 보험료 심사 평가는 병원의 수익 문제 뿐 아니라 적정한 진료행위를 하는 병원이라는 이미지와도 맞물려 매우 중요한 분야이며, 특히 대형 종합병원일수록 이 부분에 많은 심사관련 인력들을 투입하여, 병원의 수익과 명예를 위해서 업무를 수행하고 있다. 본 논문은 이러한 건강보험료 청구 심사 과정에서, 사전에 수많은 진료 청구 건 중 심사 평가에서 삭감이 될 수 있는 진료 청구 건을 데이터 마이닝을 통해서 발견하여, 사전의 대비를 철저히 하고자 하는 한 국내의 대형 종합병원의 사례를 소개하고자 한다. 데이터 마이닝을 적용함에 있어, 주요한 문제점 중의 하나는 바로 지도학습 기법을 적용하기에 곤란한 데이터 불균형 문제가 발생하는 것이다. 이런 불균형 문제를 해소하고, 비교 조건 중에 가장 효율적인 삭감 예상 진료 건 탐지 모형을 만들어 내기 위하여 데이터 불균형 문제의 기본 해법인 과, Sampling 오분류 비용의 다양하고 혼합적인 적용을 통하여, 적합한 조건을 가지는 의사결정 나무 모형을 도출하였다.

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