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  1. Mehmood A, Ahmed Z, Ghilan K, Damad A, Azeez FK
    Inquiry, 2021 11 20;58:469580211056060.
    PMID: 34796754 DOI: 10.1177/00469580211056060
    Health care systems aim to deliver high-quality medical care while considering efficient resource usage and cost-effective forms of interventions. Such purposes require scientific tools or mechanisms which aid in cost assessment before the efforts of cost reduction are considered. Diagnosis-related groups based costing methodology (Case-mix) is considered one of the preferred costing approaches in the health care sector. King Fahd Central hospital Jazan, the only tertiary hospital in the Jazan region, was selected for case-mix system-based patient-level costing of health services. The study's objective was to estimate the cost per Diagnosis-Related Group (DRG) per inpatient admission and compare it with the already established average cost of health care services for inpatients. We applied a cross-sectional retrospective approach to categorize the inpatients based on their diagnosis and procedures and then estimate the actual cost of health care services provided to inpatients during 2018 and compared it with the average cost of the health services. There was a considerable difference between DRG-based costing (SAR 269,663,897) and average costing (SAR 247,035,938). The Diagnosis Related Group costing was found to be more reliable and representative of the services provided to the patients and is recommended to be used for reimbursement purposes.
    Matched MeSH terms: Diagnosis-Related Groups*
  2. Ali Jadoo SA, Aljunid SM, Nur AM, Ahmed Z, Van Dort D
    Daru, 2015 Feb 10;23:14.
    PMID: 25889668 DOI: 10.1186/s40199-014-0075-4
    BACKGROUND: The service weight is among several issues and challenges in the implementation of case-mix in developing countries, including Malaysia. The aim of this study is to develop the Malaysian Diagnosis Related Group (MY-DRG) case-mix pharmacy service weight in University Kebangsaan Malaysia-Medical Center (UKMMC) by identifying the actual cost of pharmacy services by MY-DRG groups in the hospital.

    METHODS: All patients admitted to UKMMC in 2011 were recruited in this study. Combination of Step-down and Bottom-up costing methodology has been used in this study. The drug and supplies cost; the cost of staff; the overhead cost; and the equipment cost make up the four components of pharmacy. Direct costing approach has been employed to calculate Drugs and supplies cost from electronic-prescription system; and the inpatient pharmacy staff cost, while the overhead cost and the pharmacy equipments cost have been calculated indirectly from MY-DRG data base. The total pharmacy cost was obtained by summing the four pharmacy components' cost per each MY-DRG. The Pharmacy service weight of a MY-DRG was estimated by dividing the average pharmacy cost of the investigated MY-DRG on the average of a specified MY-DRG (which usually the average pharmacy cost of all MY-DRGs).

    RESULTS: Drugs and supplies were the main component (86.0%) of pharmacy cost compared o overhead cost centers (7.3%), staff cost (6.5%) and pharmacy equipments (0.2%) respectively. Out of 789 inpatient MY-DRGs case-mix groups, 450 (57.0%) groups were utilized by the UKMMC. Pharmacy service weight has been calculated for each of these 450 MY-DRGs groups. MY-DRG case-mix group of Lymphoma & Chronic Leukemia group with severity level three (C-4-11-III) has the highest pharmacy service weight of 11.8 equivalents to average pharmacy cost of RM 5383.90. While the MY-DRG case-mix group for Circumcision with severity level one (V-1-15-I) has the lowest pharmacy service weight of 0.04 equivalents to average pharmacy cost of RM 17.83.

    CONCLUSION: A mixed approach which is based partly on top-down and partly on bottom up costing methodology has been recruited to develop MY-DRG case-mix pharmacy service weight for 450 groups utilized by the UKMMC in 2011.

    Matched MeSH terms: Diagnosis-Related Groups/economics*
  3. Aljunid, Syed Mohamed, Amrizal Muhammad Nur, Irwan Saputra
    MyJurnal
    The objective of this study is to examine the impact of the casemix reimbursement on the hospital revenue at three selected hospitals (Type B, C and D) reimbursed using 602 groups from 14,749 cases. The results of the study showed that the hospitals received 32.4% higher income when reimbursed with Indonesia Case Bases Groups (INA-CBG) as compared to fee-for-service. Type D hospitals is the biggest gainer with 81.0% increased in income followed by Type B hospital that obtained 34.7% higher revenue. In conclusion, the use of INA-CBG as a prospective payment method has benefitted the hospitals by the increase in the revenues. It is hope that additional resources gained in this programme will allow the hospitals to provide optimum care to the population. It is recommended that the JKA management will use the INA-CBG casemix data to monitor the performance of the hospitals to ensure that quality and efficiency of the services provided to the population is continuously maintained.
    Matched MeSH terms: Diagnosis-Related Groups
  4. Wong, C.M., Abdullah Aliff, A.W., Mohd Shahrol, A.W., Diana Safraa, S., Lavanyah, S., Aniza, I., et al.
    Medicine & Health, 2020;15(1):141-155.
    MyJurnal
    Penyakit lemah jantung merupakan antara lima punca utama kematian penyakit kronik tidak berjangkit berdasarkan rujukan World Health Organization. Sekitar 20% pesakit kegagalan jantung di seluruh dunia memasuki wad semula dalam jangka masa 30 hari selepas discaj. Hal ini demikian biasanya akibat daripada tidak mematuhi penyekatan sukatan air diminum atau pun perkembangan penyakit. Kajian ini bertujuan untuk mengenalpasti kadar masuk wad dalam 30 hari selepas discaj daripada kegagalan jantung dan faktor berkaitan di Pusat Perubatan Universiti Kebangsaan Malaysia (PPUKM) pada tahun 2016-2017 dengan menggunakan data casemix. Berdasarkan data kod, perbelanjaan digunakan untuk masuk wad semula dalam 30 hari diambilkira. Kadar masuk wad untuk kegagalan jantung dalam 30 hari selepas discaj bagi punca yang sama adalah 53.5% dan 43.5% bagi tahun 2016 dan 2017, sama kadar dengan hospital mengajar yang lain tetapi lebih tinggi daripada kadar di negara maju. Selepas diselaraskan, hanya faktor umur pesakit dan tahap keterukan penyakit menunjukkan kaitan yang bermakna dengan kemasukan wad dalam 30 hari selepas discaj bagi kegagalan jantung. Jangka masa berada dalam wad dan perbelanjaan untuk kemasukkan wad adalah lebih rendah daripada yang sepatutnya dicapai. Sebanyak RM80,329.73 telah dijimatkan pada tahun 2017 atas rawatan yang pantas dan rancangan penjagaan yang komprehensif diberi kepada 19.3% pesakit gagal jantung tahap keterukan tiga. Penurunan kadar kemasukan wad semula dalam 30 hari selepas discaj juga menjimatkan kos pesakit dan menunjukkan penjagaan klinikal yang mantap dan strategi rawatan yang rapi. Kajian casemix ini boleh digunakan sebagai rujukan untuk penentuan bajet bagi unit kardiologi di PPUKM.
    Matched MeSH terms: Diagnosis-Related Groups
  5. Amin, S.A., Ali, M., Aniza, I., Rizal, A.M., Saperi, S., Amrizal, M., et al.
    MyJurnal
    Introduction : Diabetes mellitus is recognized as a major public health problem worldwide. The burden of diabetes to society are morbidity, mortality and extensive usage of health care services.
    Methodology : This study aimed to determine the provider’s cost in treating diabetic foot patient per day in orthopaedic ward, Universiti Kebangsaan Malaysia Medical Centre (UKMMC) in year 2006. Result : A total of 54 patients fulfilled the inclusion and exclusion criteria, only 29 were eligible for analysis. The cost of health care providers derived from cost calculation on capital and recurrent costs. Results showed that the average cost for treating diabetic foot patient per day is RM 634.57. Recurrent costs contributed 75.3% of the total diabetic foot treatment and Intensive Care Unit costs was the biggest percentage (40.5%).
    Discussion : The results were comparable with findings by Case-Mix Unit of UKMMC. Treatment cost of diabetic foot is substantial and therefore avoidance of this complication must be emphasized to all diabetic patients.
    Matched MeSH terms: Diagnosis-Related Groups
  6. Zafirah SA, Nur AM, Puteh SEW, Aljunid SM
    BMC Health Serv Res, 2018 01 25;18(1):38.
    PMID: 29370785 DOI: 10.1186/s12913-018-2843-1
    BACKGROUND: The accuracy of clinical coding is crucial in the assignment of Diagnosis Related Groups (DRGs) codes, especially if the hospital is using Casemix System as a tool for resource allocations and efficiency monitoring. The aim of this study was to estimate the potential loss of income due to an error in clinical coding during the implementation of the Malaysia Diagnosis Related Group (MY-DRG®) Casemix System in a teaching hospital in Malaysia.

    METHODS: Four hundred and sixty-four (464) coded medical records were selected, re-examined and re-coded by an independent senior coder (ISC). This ISC re-examined and re-coded the error code that was originally entered by the hospital coders. The pre- and post-coding results were compared, and if there was any disagreement, the codes by the ISC were considered the accurate codes. The cases were then re-grouped using a MY-DRG® grouper to assess and compare the changes in the DRG assignment and the hospital tariff assignment. The outcomes were then verified by a casemix expert.

    RESULTS: Coding errors were found in 89.4% (415/424) of the selected patient medical records. Coding errors in secondary diagnoses were the highest, at 81.3% (377/464), followed by secondary procedures at 58.2% (270/464), principal procedures of 50.9% (236/464) and primary diagnoses at 49.8% (231/464), respectively. The coding errors resulted in the assignment of different MY-DRG® codes in 74.0% (307/415) of the cases. From this result, 52.1% (160/307) of the cases had a lower assigned hospital tariff. In total, the potential loss of income due to changes in the assignment of the MY-DRG® code was RM654,303.91.

    CONCLUSIONS: The quality of coding is a crucial aspect in implementing casemix systems. Intensive re-training and the close monitoring of coder performance in the hospital should be performed to prevent the potential loss of hospital income.
    Matched MeSH terms: Diagnosis-Related Groups/economics*
  7. Aniza I., Putri, N., Azimatun Noor, A., Amrizal, M.N., Saperi, S., Aljunid, S.M.
    MyJurnal
    Top-down costing and activity based costing are the most frequent costing methodologies used for analyzing cost. Top-down costing is accomplished by assigning total expenditure of hospital to patient by apportioning the expenditure of cost centers (unit of service) in hospital to give the cost per patient per visit, per day or per admission. Conversely, activity based costing is accomplished by tracking every resource used by patient individually. Since this study started in 2009, Top-down costing calculation was based on financial year in 2009 with adjusted up to 12.6% from 2008 data. This percentage was taken based on the trend of hospital expenditure during 2005 till 2008. An assumption was made that non-financial data (performance and administrative data) for 2009 was similar to 2008. Top-down costing was calculated using Clinical Cost Modeling Software developed by Unit Case-mix of UKMMC to obtain cost of elective lower segment caesarean section (LSCS) per day at ward which was RM922. Whereas activity based costing was calculated using clinical pathway of elective LSCS. Given the average length of stay in 2009 was 4 days, the cost of elective LSCS according to top-down costing was RM3, 688 and activity based costing was RM1774. As a result, cost of elective LSCS is 108% higher using top-down costing.
    Matched MeSH terms: Diagnosis-Related Groups
  8. Saad Ahmed Ali Jadoo, Syed Mohamed Aljunid, Dastan, Ilker, Dilmac, Elife, Kahveci, Rabia, Tutuncu, Tanju, et al.
    MyJurnal
    Diagnosis-related group (DRG) system is patient classification system designed to produce limited number of classes
    which are relatively similar in terms of resource consumption and clinical characteristics. The aim of this study was to
    assess the level of knowledge, attitude and practice (KAP) of Turkish health care providers toward DRG system
    implemented in Turkey.A total of 238 healthcare providers were randomly selected from two urbanand one rural hospital
    in Turkey.A questionnaire was used for data collection; contacting 32 items (10 items about knowledge, 12 items about
    attitude and 10 items about the practice) and its validity and reliability were confirmed. Data analysis was performed
    using chi-square and multivariate logistic regression.In this study,only one third of healthcare providers showed good
    knowledge (35.7%) and good practice (37.4%) about DRG system,compared to 54.2% of them showed good attitude.There
    was significant difference between age, gender, occupation groups and whether the respondents have attended a
    workshop for DRG system in terms of KAP (p > 0.05).These results indicated the need for further actions to implement
    DRG system in terms of creation of suitable environment and increasing awareness among healthcare providers,
    especially male, medical doctors, nurses, elderly, and those who have never attended a workshop, in addition to regular
    review to ensure the program would reach its targets.
    Matched MeSH terms: Diagnosis-Related Groups
  9. Loo CS, Zainal D
    Singapore Med J, 1995 Jun;36(3):278-81.
    PMID: 8553092
    This was a retrospective study of the clinical course of 164 adult inpatients with acute renal failure (ARF) at the Hospital of the University of Science Malaysia admitted from June 1986 to May 1990. The mean age was 49.8 +/- 17.2 years. 33.5%, 54.9% and 11.6% were surgical, medical and obstetrical patients respectively. Obstructive uropathy, poor cardiac output or decrease in intravascular volume and infection accounted for more than 67% of the cases. Acute renal failure was present at admission in 113 (69%) patients. The majority of the patients (80%) had nonoliguric acute renal failure with daily output of urine of more than 400 ml. Compared with nonoliguric patients, oliguric patients had higher mortality (56.3% vs 18.9%, p < 0.01), and needed dialysis more frequently (43.8% vs 12.9%, p < 0.01). Early recognition of acute renal failure, improvement in early treatment of renal stones and discerning use of nephrotoxic drugs could result in decrease in incidence and severity of renal failure.
    Matched MeSH terms: Diagnosis-Related Groups
  10. Kamarudin MF, Mohamad Noh K, Jaafar S
    Med J Malaysia, 2012 Aug;67(4):363-8.
    PMID: 23082442 MyJurnal
    Matched MeSH terms: Diagnosis-Related Groups/statistics & numerical data*
  11. Goh AY, Lum LC, Abdel-Latif ME
    Lancet, 2001 Feb 10;357(9254):445-6.
    PMID: 11273070
    The 24 h availability of intensive care consultants (intensivists) has been shown to improve outcomes in adult intensive care units (ICU) in the UK. We tested whether such availability would improve standardised mortality ratios when compared to out-of-hours cover by general paediatricians in the paediatric ICU setting of a medium-income developing country. The standardised mortality ratio (SMR) improved significantly from 1.57 (95%CI 1.25-1.95) with non-specialist care to 0.88 (95%CI 0.63-1.19) with intensivist care (rate ratio 0.56, 95% CI 0.47-0.67). Mortality odds ratio decreased by 0.234, 0.246 and 0.266 in the low, moderate and high-risk patients. 24 h availability of intensivists was associated with improved outcomes and use of resources in paediatric intensive care in a developing country.
    Matched MeSH terms: Diagnosis-Related Groups/statistics & numerical data*
  12. Aung YN, Nur AM, Ismail A, Aljunid SM
    Clinicoecon Outcomes Res, 2019;11:505-513.
    PMID: 31447570 DOI: 10.2147/CEOR.S209108
    Purpose: Care at ICUs is expensive and variable depending on the type of care that the patients received. Knowing the characteristics of the patient and his or her disease is always useful for improving health services and cost containment.

    Patients and methods: An observational study was conducted at four different intensive care units of an academic medical institution. Demographic characteristics, disease-management casemix information, cost and outcome of the high costing decile, and the rest of the cases were compared.

    Results: A total of 3,220 discharges were included in the study. The high-cost group contributed 35.4% of the ICU stays and 38.8% of the total ICU expenditure. Diseases of the central nervous system had higher odds to be in the top decile of costly patients whereas the cardiovascular system was more likely to be in the non-high cost category. The high-cost patients were more likely to have death as an outcome (19.2% vs 9.3%; p<0.001). The most common conditions that were in the high-cost groups were craniotomy, other ear, nose, mouth, and throat operations, simple respiratory system operations, complex intestinal operations, and septicemia. These five diagnostic groups made up 43% of the high-cost decile.

    Conclusion: High-cost patients utilized almost 40% of the ICU cost although they were only 10% of the ICU patients. The chances of admission to the ICU increased with older age and severity level of the disease. Central nervous system diseases were the major problem of patients aged 46-69 years old. In addition to cost reduction strategies at the treatment level, detailed analysis of these cases was needed to explore and identify pre-event stage prevention strategies.

    Matched MeSH terms: Diagnosis-Related Groups
  13. Amrizal, M.N., Rohaizat, Y.B., Saperi, S., SyedMohamed Aljunid
    MyJurnal
    Hospital UKM is the first hospital to implement case·mix system in Malaysia. The objective of the programme is to utilise case-mix system as a tool in improving efficiency and quality of care. From July 2002 to June 2004, a total of 35,568 cases were grouped using IRDRG-Version 1.1 case-mix grouper. Out of these, 3,622 cases or 10.2 % were cardiology cases in MDC 05 (Diseases and Disorders of the Circulatory System). Medical Cardiology cases consist of 86.5% and the remaining 13.5% were Surgical Cardiology. Most of the cases were in severity level one (43.4%), 29.5 % in severity level two and 27.1% in severity level three. The mortality rates for severity level one, two and three were 1.0%, 2.6% and 11.5% respectively. Top three cardiology cases were Acute Myocardial Infarction Without Comorbidity and Complication (IRDRG 05331) (8.4%), Acute Myocardial Infarction With Major Comorbidity and Complication (IRDRG 05333) (7.6%) and Cardiac Catheterization for Ischemic Heart Disease Without Comorbidity and Complication (IRDRG 05311) (7.4%). Step-down costing was carried out to obtain the cost for each DRG group. The mean cost per episode of care for Medical Cardiology cases was RM 3,562 (SD= RM 2, 1 19) with average LOS of 6.4 days (SD= 3 .8days) . For the Surgical Cardiology cases, the mean cost per episode ofcare was RM 6,526 (SD= RM 4,585) and average LOS of5.8 days (SD= 4.1 days). The main components of cost for Medical Cardiology cases are ICU cost (28.8%), pharmacy (17.3%) and Ward Services (15.3%). In Surgical Cardiology, the biggest component of cost was for Operation Theatre (27.9%), followed by Ward Services (25 .4%) and pharmacy (8.5%). Multivariate analysis using multiple linear regression showed that factors which significantly influence the treatment cost of cardiology cases were length of stay, age of the patient, discharge outcome, case type ('surgical partition') and severity level.
    Matched MeSH terms: Diagnosis-Related Groups
  14. Mustafa NK, Ibrahim R, Aizuddin AN, Aljunid SM, Awang Z
    JMIR Form Res, 2024 Oct 29;8:e56898.
    PMID: 39470697 DOI: 10.2196/56898
    BACKGROUND: The health care landscape is evolving rapidly due to rising costs, an aging population, and the increasing prevalence of diseases. To address these challenges, the Ministry of Health of Malaysia implemented transformation strategies such as the Casemix system and hospital information system to enhance health care quality, resource allocation, and cost-effectiveness. However, successful implementation relies not just on the technology itself but on the acceptance and engagement of the users involved.

    OBJECTIVE: This study aims to develop and refine items of a quantitative instrument measuring the critical success factors influencing acceptance of Casemix system implementation within the Ministry of Health's Total Hospital Information System (THIS).

    METHODS: A cross-sectional pilot study collected data from medical doctors at a hospital equipped with the THIS in the federal territory of Putrajaya, Malaysia. This pilot study's minimum sample size was 125, achieved through proportionate stratified random sampling. Data were collected using a web-based questionnaire adapted from the human, organization, and technology-fit evaluation framework and the technology acceptance model. The pilot data were analyzed using exploratory factor analysis (EFA), and the Cronbach α assessed internal reliability. Both analyses were conducted in SPSS (version 25.0; IBM Corp).

    RESULTS: This study obtained 106 valid responses, equivalent to an 84.8% (106/125) response rate. The Kaiser-Meyer-Olkin measure of sampling adequacy was 0.859, and the Bartlett test of sphericity yielded statistically significant results (P0.6, leading to the removal of 1 item for the final instrument for the field study. EFA ultimately identified 8 main constructs influencing Casemix implementation within the THIS: system quality, information quality, service quality, organizational characteristics, perceived ease of use, perceived usefulness, intention to use, and acceptance. Internal reliability measured using the Cronbach α ranged from 0.914 to 0.969, demonstrating high reliability.

    CONCLUSIONS: This study provides insights into the complexities of EFA and the distinct dimensions underlying the constructs that influence Casemix system acceptance in the THIS. While the findings align with extensive technology acceptance literature, the results accentuate the necessity for further research to develop a consensus regarding the most critical factors for successful Casemix adoption. The developed instrument is a substantial step toward better understanding the multidimensional challenges of health care system transformations in Malaysia, postulating an underpinning for future fieldwork and broader application across other hospitals.

    Matched MeSH terms: Diagnosis-Related Groups
  15. Aljunid S, Maimaiti N, Ahmed Z, Muhammad Nur A, Md Isa Z, Azmi S, et al.
    Value Health Reg Issues, 2014 May;3:146-155.
    PMID: 29702920 DOI: 10.1016/j.vhri.2014.04.008
    OBJECTIVE: To assess the cost-effectiveness of introducing pneumococcal polysaccharide and nontypeable Haemophilus influenzae protein D conjugate vaccine (PHiD-CV) in the National Immunization Programme of Malaysia. This study compared introducing PHiD-CV (10 valent vaccine) with current no vaccination, as well as against the alternative 13-valent pneumococcal conjugate vaccine (PCV13).

    METHODS: A lifetime Markov cohort model was adapted using national estimates of disease burden, outcomes of pneumococcal disease, and treatment costs of disease manifestations including pneumonia, acute otitis media, septicemia, and meningitis for a hypothetical birth cohort of 550,000 infants. Clinical information was obtained by review of medical records from four public hospitals in Malaysia from the year 2008 to 2009. Inpatient cost from the four study hospitals was obtained from a diagnostic-related group-based costing system. Outpatient cost was estimated using clinical pathways developed by an expert panel. The perspective assessed was that of the Ministry of Health, Malaysia.

    RESULTS: The estimated disease incidence was 1.2, 3.7, 70, and 6.9 per 100,000 population for meningitis, bacteremia, pneumonia, and acute otitis media, respectively. The Markov model predicted medical costs of Malaysian ringgit (RM) 4.86 billion (US $1.51 billion) in the absence of vaccination. Vaccination with PHiD-CV would be highly cost-effective against no vaccination at RM30,290 (US $7,407) per quality-adjusted life-year gained. On comparing PHiD-CV with PCV13, it was found that PHiD-CV dominates PCV13, with 179 quality-adjusted life-years gained while saving RM35 million (US $10.87 million).

    CONCLUSIONS: It is cost-effective to incorporate pneumococcal vaccination in the National Immunization Programme of Malaysia. Our model suggests that PHiD-CV would be more cost saving than PCV13 from the perspective of the Ministry of Health of Malaysia.

    Study site: UKM Medical Centre, Hospital Kuala Lumpur, Hospital
    Alor Setar, and Hospital Queen Elizabeth, Kota Kinabalu
    Matched MeSH terms: Diagnosis-Related Groups
  16. Aljunid SM, Ali Jadoo SA
    Inquiry, 2018 2 14;55:46958018755483.
    PMID: 29436248 DOI: 10.1177/0046958018755483
    The steady growth of pharmaceutical expenditures is a major concern for health policy makers and health care managers in Malaysia. Our study examined the factors affecting the total inpatient pharmacy cost (TINPC) at the Universiti Kebangsaan Malaysia Medical Centre (UKMMC). In this retrospective study, we used 2011 administration electronic prescriptions records and casemix databases at UKMMC to examine the impact of sociodemographic, diagnostic, and drug variables on the TINPC. Bivariate and multivariate analyses of the factors associated with TINPC were conducted. The mean inpatient pharmacy cost per patient was USD 102.07 (SD = 24.76). In the multivariate analysis, length of stay (LOS; B = 0.349, P < .0005) and severity level III ( B = 0.253, P < .0005) were the primary factors affecting the TINPC. For each day increase in the LOS and each increase of a case of severity level III, there was an increase of approximately USD 11.97 and USD 171.53 in the TINPC per year, respectively. Moreover, the number of prescribed items of drugs and supplies was positively associated with the TINPC ( B = 0.081, P < .0005). Gender appears to have affected the TINPC; male patients seem to be associated with a higher TINPC than females (mean = 139.55, 95% confidence interval [CI]: 112.97-166.13, P < .001). Surgical procedures were associated with higher cost than medical cases (mean = 87.93, 95% CI: 61.00-114.85, P < .001). Malay (MYR 242.02, SD = 65.37) and Chinese (MYR 214.66, SD = 27.99) ethnicities contributed to a lower TINPC compared with Indian (MYR 613.93, SD = 98.41) and other ethnicities (MYR 578.47, SD = 144.51). A longer hospitalization period accompanied by major complications and comorbidities had the greatest influence on the TINPC.
    Matched MeSH terms: Diagnosis-Related Groups
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