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1.
Health Econ ; 2024 Jul 18.
Article in English | MEDLINE | ID: mdl-39030850

ABSTRACT

Estimates of the impact of body mass index and obesity on health and labor market outcomes often use instrumental variables estimation (IV) to mitigate bias due to endogeneity. When these studies rely on survey data that include self- or proxy-reported height and weight, there is non-classical measurement error due to the tendency of individuals to under-report their own weight. Mean reverting errors in weight do not cause IV to be asymptotically biased per se, but may result in bias if instruments are correlated with additive error in weight. We demonstrate the conditions under which IV is biased when there is non-classical measurement error and derive bounds for this bias conditional on instrument strength and the severity of mean-reverting error. We show that improvements in instrument relevance alone cannot eliminate IV bias, but reducing the correlation between weight and reporting error mitigates the bias. A solution we consider is regression calibration (RC) of endogenous variables with external validation data. In simulations, we find IV estimation paired with RC can produce consistent estimates when correctly specified. Even when RC fails to match the covariance structure of reporting error, there is still a reduction in asymptotic bias.

2.
J Clin Nurs ; 2024 Apr 17.
Article in English | MEDLINE | ID: mdl-38629347

ABSTRACT

AIMS AND OBJECTIVES: This study aims to analyse the trends in the incidence, prevalence and medical costs of pressure injuries (PIs) among genders in Taiwan. BACKGROUND: The treatment of PIs is complex and costly, often leading to complications and increased mortality. This issue significantly impacts healthcare quality and incurs substantial medical and social costs, warranting attention. METHODS: A retrospective cohort study was conducted using data from Taiwan's National Health Insurance Database to obtain and calculate the incidence, prevalence, and medical costs of PIs in the country between 2001 and 2015 as well as to analyse high-risk groups and the medical care utilisation of patients following the STROBE reporting guidelines. RESULTS: Between 2001 and 2015, 15,327 incident case of PIs were diagnosed. During the study period, the prevalence rate of PIs per 100,000 population rose from 26.3 to 189.6, with approximately 11.5%-16.3% of patients undergoing surgical debridement. The PIs prevalence rate increased by 7.2-fold, and hospitalisation costs accounted for 91.7%-96.0% of the total medical costs. Patients with older age, comorbidities, poorer financial status and lower education levels were found to be likely to develop PIs. These predisposing factors differed between males and females. The prevalence of PIs was higher in patients ≥75 years old than in patients from other age groups. Moreover, PI-related medical expenses have been increasing annually. CONCLUSIONS: In Taiwan, the rising incidence of PIs is driving up medical costs. Effective care and prevention of PIs necessitate a comprehensive plan from the entire healthcare system. RELEVANCE TO CLINICAL PRACTICE: This research fills a gap in the available data on the incidence, prevalence, and medical costs of PIs in Taiwan and Asia. PATIENT OR PUBLIC CONTRIBUTION: The findings can be used to help develop clinical guidelines for preventive education and treatment of PIs.

3.
BMC Palliat Care ; 22(1): 76, 2023 Jun 23.
Article in English | MEDLINE | ID: mdl-37349710

ABSTRACT

OBJECTIVE: Along with aging, the elderly population with cancers is increasing. The costs of end-of-life (EOL) care are particularly high among cancer patients. The purpose of this study was to investigate the trends in medical costs in the last year of life among older adults with cancer. DESIGN, SETTING, AND PARTICIPANTS: Using the Health Insurance Review and Assessment Services (HIRA) database for the period 2016-2019, we identified older adults aged ≥ 65 years who had a primary diagnosis of cancers and high-intensity treatment at least once in the intensive care unit (ICU) of tertiary hospitals. MAIN OUTCOMES AND MEASURES: High-intensity treatment was defined as receiving at least one of the following treatments: cardiopulmonary resuscitation, mechanical ventilation, extracorporeal membrane oxygenation, hemodialysis, and transfusion. The EOL medical treatment costs were calculated by dividing periods 1, 2, 3, 6, and 12 months from the time of death, respectively. RESULTS: The mean total EOL medical expense per older adult during the year before death was $33,712. The cost of EOL medical expenses for three months and one month before subjects' death accounted for 62.6% ($21,117) and 33.8% ($11,389) of total EOL costs, respectively. Among subjects who died while receiving high-intensity treatment in the ICU, the costs associated with medical treatments that occurred during the last month before death were 42.4% ($13,841) of the total EOL expenses during the year. CONCLUSION: The findings indicate that EOL care expenditures for the older population with cancer are highly concentrated until the last month. The intensity of medical care is an important and challenging issue in terms of care quality and cost suitability. Efforts are needed to properly use medical resources and provide optimal EOL care for older adults with cancer.


Subject(s)
Neoplasms , Terminal Care , Humans , Aged , Cohort Studies , Retrospective Studies , Neoplasms/epidemiology , Health Care Costs , National Health Programs , Death
4.
Health Econ ; 29(5): 624-639, 2020 05.
Article in English | MEDLINE | ID: mdl-32090412

ABSTRACT

This paper is the first to use the method of instrumental variables to estimate the impact of obesity and severe obesity in youth. on U.S. medical care costs. We examine data from the Medical Expenditure Panel Survey for 2001-2015 and instrument for child BMI using the BMI of the child's biological mother. Instrumental variables estimates indicate that obesity in youth raises annual medical care costs by $907 (in 2015 dollars) or 92%, which is considerably higher than previous estimates of the association of youth obesity with medical costs. We find that obesity in youth significantly raises costs in all major categories of medical care: outpatient doctor visits, inpatient hospital stays, and prescription drugs. The costs of youth obesity are borne almost entirely by third-party payers, which is consistent with substantial externalities of youth obesity, which in turn represents an economic rationale for government intervention.


Subject(s)
Obesity, Morbid , Adolescent , Child , Health Care Costs , Health Expenditures , Humans , Length of Stay , Obesity/epidemiology , United States/epidemiology
5.
BMC Health Serv Res ; 20(1): 1066, 2020 Nov 23.
Article in English | MEDLINE | ID: mdl-33228683

ABSTRACT

BACKGROUND: To identify and rank the importance of key determinants of high medical expenses among breast cancer patients and to understand the underlying effects of these determinants. METHODS: The Oncology Care Model (OCM) developed by the Center for Medicare & Medicaid Innovation were used. The OCM data provided to Mount Sinai on 2938 breast-cancer episodes included both baseline periods and three performance periods between Jan 1, 2012 and Jan 1, 2018. We included 11 variables representing information on treatment, demography and socio-economics status, in addition to episode expenditures. OCM data were collected from participating practices and payers. We applied a principled variable selection algorithm using a flexible tree-based machine learning technique, Quantile Regression Forests. RESULTS: We found that the use of chemotherapy drugs (versus hormonal therapy) and interval of days without chemotherapy predominantly affected medical expenses among high-cost breast cancer patients. The second-tier major determinants were comorbidities and age. Receipt of surgery or radiation, geographically adjusted relative cost and insurance type were also identified as important high-cost drivers. These factors had disproportionally larger effects upon the high-cost patients. CONCLUSIONS: Data-driven machine learning methods provide insights into the underlying web of factors driving up the costs for breast cancer care management. Results from our study may help inform population health management initiatives and allow policymakers to develop tailored interventions to meet the needs of those high-cost patients and to avoid waste of scarce resource.


Subject(s)
Breast Neoplasms , Aged , Breast Neoplasms/therapy , Health Care Costs , Health Expenditures , Humans , Machine Learning , Medicare , United States
6.
Orthopade ; 49(1): 32-38, 2020 Jan.
Article in German | MEDLINE | ID: mdl-31089777

ABSTRACT

Further developments in disease diagnosis and treatment are of immense relevance for advancements in medical care of the population. A detailed cost-benefit analysis of direct and indirect costs is usually unavailable. In the current article, these aspects are investigated using prospectively collected randomized data over two years. Specifically, the surgical treatment of a herniated lumbar disc is addressed, and whether a newly introduced technique (e.g., annular closure device) can lead to a better quality of care and increased patient satisfaction when performed during the standard operation, while also being economically viable.


Subject(s)
Intervertebral Disc Degeneration , Intervertebral Disc Displacement , Lumbar Vertebrae , Cost-Benefit Analysis , Economics, Medical , Humans , Lumbosacral Region
7.
Breast Cancer Res Treat ; 164(2): 429-436, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28432514

ABSTRACT

PURPOSE: Younger women (under age 45 years) diagnosed with breast cancer often face more aggressive tumors, higher treatment intensity, lower survival rates, and greater financial hardship. The purpose of this study was to estimate breast cancer costs by stage at diagnosis during the first 18 months of treatment for privately insured younger women. METHODS: We analyzed North Carolina cancer registry data linked to claims data from private insurers from 2003 to 2010. Breast cancer patients were split into two cohorts: a younger and older group aged 21-44 and 45-64 years, respectively. We conducted a cohort study and matched women with and without breast cancer using age, ZIP, and Charlson Comorbidity Index. We calculated mean excess costs between breast cancer and non-breast cancer patients at 6, 12, and 18 months. RESULTS: For younger women, AJCC 6th edition stage II cancer was the most common at diagnosis (40%), followed by stage I (34%). On the other hand, older women had more stage I (46%) cancer followed by stage II (34%). The excess costs for younger and older women at 12 months were $97,486 (95% confidence interval [CI] $93,631-101,341) and $75,737 (95% CI $73,962-77,512), respectively. Younger breast cancer patients had both a higher prevalence of later-stage disease and higher within-stage costs. CONCLUSIONS: The study reports high costs of treatment for both younger and older women than a non-cancer comparison group; however, the estimated excess cost was significantly higher for younger women. The financial implications of breast cancer treatment costs for younger women need to be explored in future studies.


Subject(s)
Breast Neoplasms/drug therapy , Breast Neoplasms/economics , Adult , Breast Neoplasms/epidemiology , Breast Neoplasms/pathology , Cohort Studies , Female , Health Care Costs , Humans , Insurance, Health , Middle Aged , Neoplasm Staging , North Carolina , Prevalence , Young Adult
8.
Breast Cancer Res Treat ; 166(1): 207-215, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28702893

ABSTRACT

BACKGROUND: Younger women (aged 18-44 years) diagnosed with breast cancer often face more aggressive tumors, higher treatment intensity, and lower survival rates than older women. In this study, we estimated incident breast cancer costs by stage at diagnosis and by race for younger women enrolled in Medicaid. METHODS: We analyzed cancer registry data linked to Medicaid claims in North Carolina from 2003 to 2008. We used Surveillance, Epidemiology, and End Results (SEER) Summary 2000 definitions for cancer stage. We split breast cancer patients into two cohorts: a younger and older group aged 18-44 and 45-64 years, respectively. We conducted a many-to-one match between patients with and without breast cancer using age, county, race, and Charlson Comorbidity Index. We calculated mean excess total cost of care between breast cancer and non-breast cancer patients. RESULTS: At diagnosis, younger women had a higher proportion of regional cancers than older women (49 vs. 42%) and lower proportions of localized cancers (44 vs. 50%) and distant cancers (7 vs. 9%). The excess costs of breast cancer (all stages) for younger and older women at 6 months after diagnosis were $37,114 [95% confidence interval (CI) = $35,769-38,459] and $28,026 (95% CI = $27,223-28,829), respectively. In the 6 months after diagnosis, the estimated excess cost was significantly higher to treat localized and regional cancer among younger women than among older women. There were no statistically significant differences in excess costs of breast cancer by race, but differences in treatment modality were present among younger Medicaid beneficiaries. CONCLUSIONS: Younger breast cancer patients not only had a higher prevalence of late-stage cancer than older women, but also had higher within-stage excess costs.


Subject(s)
Breast Neoplasms/epidemiology , Health Care Costs , Medicaid , Adolescent , Adult , Age Factors , Age of Onset , Breast Neoplasms/diagnosis , Breast Neoplasms/therapy , Comorbidity , Female , Humans , Middle Aged , Mortality , Neoplasm Staging , North Carolina/epidemiology , Registries , SEER Program , United States/epidemiology , Young Adult
9.
J Intensive Care Med ; 32(8): 500-507, 2017 Sep.
Article in English | MEDLINE | ID: mdl-27251106

ABSTRACT

OBJECTIVE: In our academic intensive care unit (ICU), there is excess ordering of routine laboratory tests. This is partially due to a lack of transparency of laboratory-processing costs and to the admission order plans that favor daily laboratory test orders. We hypothesized that a program that involves physician and staff education and alters the current ICU order sets will lead to a sustained decrease in routine laboratory test ordering. DESIGN: Prospective cohort study. SETTING: Academic closed medical ICU (MICU). PATIENTS: All patients admitted to the MICU. METHODS: We consistently educated residents, faculty, and staff about laboratory test costs. We removed the daily laboratory test option from the admission order sets and asked residents to order needed laboratory test results every day. We only allowed the G3+I-STAT (arterial blood gas only) cartridges in the MICU in hopes of decreasing duplicative laboratory test results. We added laboratory review to the daily rounding checklist. MEASUREMENT AND MAIN RESULTS: Total number of laboratory tests per patient-day decreased from 39.43 to an average of 26.74 ( P <.001) over a 9-month period. The number of iSTAT laboratory tests per patient-day decreased from 7.37 to an average of 1.16 ( P < .001) over the same time period. The number of iSTAT/central laboratory processing duplicative laboratory tests per patient-day decreased from 0.17 to an average of 0.01 ( P < .001). The percentage of patients who have daily laboratory test orders decreased from 100% to an average of 11.94% ( P <. 001). US$123 436 in direct savings and US$258 035 dollars in indirect savings could be achieved with these trends. Intensive care unit morbidity and mortality were not impacted. CONCLUSION: A simple technique of resident, nursing, and ancillary staff education, combined with alterations in order sets using electronic medical records, can lead to a sustained reduction in laboratory test utilization over time and to significant cost savings without affecting patient safety.


Subject(s)
Diagnostic Tests, Routine/statistics & numerical data , Education, Professional/methods , Health Personnel/education , Intensive Care Units/statistics & numerical data , Cost Savings , Diagnostic Tests, Routine/economics , Female , Health Care Costs , Humans , Male , Patient Satisfaction , Prospective Studies , Regression Analysis
10.
Reprod Med Biol ; 16(2): 139-142, 2017 04.
Article in English | MEDLINE | ID: mdl-29259461

ABSTRACT

Aim: It was examined whether the single embryo transfer policy makes the treatment period longer for couples to achieve their first live birth by assisted reproductive technology. Methods: This study retrospectively analyzed women who started assisted reproductive technology at younger than 40 years of age in the authors' organization. The treatment periods for couples to achieve the first live birth by assisted reproductive technology, between the women who started assisted reproductive technology from 2004 to 2009 (the double embryo transfer period group, n=250), in which the double embryo transfer was predominant, and the women who started assisted reproductive technology from 2010 to 2015 (the single embryo transfer period group, n=298), in which the single embryo transfer was predominant, were compared. Results: The age at the start of assisted reproductive technology, pregnancy rate per embryo transfer, and rate of women who achieved a live birth by assisted reproductive technology per number of women who tried assisted reproductive technology were all significantly higher in the single embryo transfer period group. Among the women who achieved a live birth by assisted reproductive technology, the incidence of multiple births and severe ovarian hyperstimulation syndrome, the treatment period, and medical care costs needed to achieve the first live birth were all significantly lower in the single embryo transfer period group. Conclusion: In the single embryo transfer period group, those women who were younger than 40 years of age achieved their first live birth by assisted reproductive technology more safely, quickly, and reasonably.

11.
Value Health ; 19(5): 602-13, 2016.
Article in English | MEDLINE | ID: mdl-27565277

ABSTRACT

BACKGROUND: The prevalence of adult obesity exceeds 30% in the United States, posing a significant public health concern as well as a substantial financial burden. Although the impact of obesity on medical spending is undeniably significant, the estimated magnitude of the cost of obesity has varied considerably, perhaps driven by different study methodologies. OBJECTIVES: To document variations in study design and methodology in existing literature and to understand the impact of those variations on the estimated costs of obesity. METHODS: We conducted a systematic review of the twelve recently published articles that reported costs of obesity and performed a meta-analysis to generate a pooled estimate across those studies. Also, we performed an original analysis to understand the impact of different age groups, statistical models, and confounder adjustment on the magnitude of estimated costs using the nationally representative Medical Expenditure Panel Surveys from 2008-2010. RESULTS: We found significant variations among cost estimates in the existing literature. The meta-analysis found that the annual medical spending attributable to an obese individual was $1901 ($1239-$2582) in 2014 USD, accounting for $149.4 billion at the national level. The two most significant drivers of variability in the cost estimates were age groups and adjustment for obesity-related comorbid conditions. CONCLUSIONS: It would be important to acknowledge variations in the magnitude of the medical cost of obesity driven by different study design and methodology. Researchers and policy-makers need to be cautious on determining appropriate cost estimates according to their scientific and political questions.


Subject(s)
Health Care Costs , Obesity/economics , Adolescent , Adult , Aged , Aged, 80 and over , Child , Female , Humans , Male , Middle Aged , United States , Young Adult
12.
Reprod Biomed Online ; 31(2): 192-8, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26099443

ABSTRACT

In this observational study, the effect of the introduction of the first Early Pregnancy Assessment Unit (EPAU) in a university hospital in The Netherlands in 2008 on early pregnancy care is analysed. Derivatives of quality of care were measured before and after the establishment of the EPAU, with the aim of reducing unnecessary care. Care within three time periods was measured: 2006, 2009 and 2012. In 2006, 14% of women who had experienced a miscarriage were admitted to the hospital, whereas in 2009 and 2012 no women were admitted. The surgical management rate for miscarriage decreased from 79% (2006) to 6% (2009) and 28% (2012). Karyotyping of couples who had experienced recurrent miscarriage decreased from 100% (2006) to 17% (2009) and 33% (2012). The surgical management rate for ectopic pregnancy decreased from 50% (2006) to 25% (2009) and 29% (2012). The mean total cost per woman treated in 2006 was €1111 (95% CI €808 to 1426), €436 (95% CI €307 to 590) in 2009 and €633 (95% CI €586 to 788) in 2012. We can therefore conclude that an EPAU results in higher quality and cost-effective care, and has a positive effect on early pregnancy care.


Subject(s)
Abortion, Habitual/genetics , Pregnancy, Ectopic/surgery , Female , Health Care Costs , Humans , Karyotyping , Netherlands , Pregnancy
13.
Breast Cancer ; 31(1): 105-115, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37982959

ABSTRACT

BACKGROUND: It is important to assess whether the early detection of breast cancer affects medical care costs. However, research remains scant on the actual medical care costs associated with breast cancer treatment in Japan. This study aimed to determine the medical care costs of breast cancer treatment based on its stage using national health insurance claims data. METHODS: This was an observational study including patients with breast cancer who had undergone breast cancer treatment, as defined by the disease name and related treatment codes. Between August 2013 and June 2016, patients who underwent surgical treatment without axillary lymph node dissection and other radical treatment were classified as the curable group, while those who underwent palliative treatment were classified as the non-curable group. Patients were further stratified by subtype. The total and treatment-specific medical care costs for the five years were calculated using the national health insurance claims data of Hachioji City between August 2013 and May 2021. RESULTS: The mean total medical care costs for the curable and non-curable groups for the 5 years were JPY 3958 thousand (standard deviation 2664) and JPY 8289 thousand (8482), respectively. The mean medical care costs for specific breast cancer treatment for the curable and non-curable groups were JPY 1142 (728) thousand and JPY 3651 thousand (5337), respectively. Further, human epidermal growth factor receptor 2 + , Hormone + patients had the highest mean cost over the 5 years. CONCLUSIONS: The results suggest that the early detection of breast cancer may reduce medical care costs at the patient level.


Subject(s)
Breast Neoplasms , Humans , Female , Breast Neoplasms/diagnosis , Breast Neoplasms/surgery , Japan , Health Care Costs , Lymph Node Excision
14.
Asian Pac J Cancer Prev ; 24(3): 733-736, 2023 Mar 01.
Article in English | MEDLINE | ID: mdl-36974524

ABSTRACT

OBJECTIVE: Primary myelofibrosis is a rare type of myeloproliferative neoplasm with an annual incidence rate of 0.47 per 100,000. A retrospective, observational study was conducted to determine the disease evolution and costs of treatment for myelofibrosis (MF) patients managed in 4 Ministry of Health (MOH) hospitals in Sarawak, Malaysia. METHODS: The estimation of treatment cost was a planned analysis of the Real World Evidence (RWE) study which included retrospective chart review of adult MF patients treated in Sarawak General, Sibu, Bintulu and Miri Hospitals. The study was approved by Sarawak General Hospital HRRC and MREC. The current study was conducted to estimate the cost of out-patient visits, hospitalisation, transfusion and medication from the perspective of MOH. Out-patient visits and hospitalisation costs were calculated using current unit costs for full fee-paying charges of MOH hospitals. Transfusion costs were estimated for packed cell and platelet transfusions. Medication costs were calculated using drug prices from IQVIA database for MOH hospital sub-sector in 2021. Unit costs were standardised to index year of 2021. RESULT: Data from 63 patients was available for analysis. Mean annual health resource utilisation (HRU) was 6.13 clinic visits, 9.47 days of hospitalisation and 1.61 transfusions per patient per year. Mean HRU cost was RM23,320 (USD5,217) per patient per year, comprised of RM19,122 (USD4,278) in drug costs, RM3,030 (USD678) for hospitalisation, RM799 (USD178) for transfusions and RM368 (USD82) for outpatient cost. CONCLUSION: The present analysis suggests that medication and hospitalisation were the main drivers of costs for MF treatment in Sarawak MOH hospitals. This study provides the first RWE estimate of the cost of MF in Malaysia and may provide insight into unmet clinical needs and a guide for further health economic research into the treatment of MF.


Subject(s)
Primary Myelofibrosis , Adult , Humans , Primary Myelofibrosis/epidemiology , Primary Myelofibrosis/therapy , Malaysia/epidemiology , Retrospective Studies , Health Care Costs , Hospitals
15.
Health Econ Rev ; 13(1): 28, 2023 May 10.
Article in English | MEDLINE | ID: mdl-37162614

ABSTRACT

This study aims to estimate the potential economic benefits of healthy ageing by obtaining estimates of the economic losses generated by functional limitations among middle-aged and older people. Utilising two data sources retrieved from nationally representative samples of the Japanese people, we analysed the association between functional limitation and economic indicators, including labour market outcomes, savings, investment, consumption, and unpaid activities among individuals aged ≥ 60. Using the estimated parameters from our micro-econometric analyses and the official statistics by the Japanese government and a previous study, we calculated the financial costs that can be averted if healthy ageing is achieved as foregone wages and formal medical/long-term care costs incurred by functional limitations. Our micro-econometric analyses found that functional limitation was associated with a 3% point increase in retirement probability, with a stronger association among those aged 60-69. Moreover, functional limitation was linked with higher total health spending and less active involvement in domestic work. Foregone wages generated by functional limitation were estimated to be approximately USD 266.4 million, driven mainly by individuals in their 60s. Long-term care costs, rather than medical care costs, for older people aged ≥ 85 accounted for most of the additional costs, indicating that the estimated medical and long-term costs generated by functional limitations were approximately USD 72.7 billion. Health interventions can yield economic benefits by preventing exits from the labour market due to health issues and reducing medical and long-term care costs.

16.
Expert Rev Pharmacoecon Outcomes Res ; 22(2): 341-349, 2022 Mar.
Article in English | MEDLINE | ID: mdl-33593235

ABSTRACT

BACKGROUND: The prevalence of non-alcoholic fatty liver disease (NAFLD) is increasing worldwide, which is expected to correlate with significant medical and social costs. This study aimed to evaluate the clinical and economic burden of NAFLD in Catalonia at the hospital level. METHODS: Records of all patients diagnosed with NAFLD and treated in Catalan hospitals between the year 2007 and 2018 were extracted from a patient-level healthcare database. RESULTS: Admission files of 24,172 individual patients were obtained. High comorbidity rates were found across age groups, with a mean Charlson Comorbidity Index of 5.1. In-hospital mortality rate increased over the study period, and was associated to a higher comorbidity rate. Disease complexity was increased in this patient group, which is associated with larger medical costs. The mean annual cost per patient was €4073, with a total annual direct medical cost of €27,370,827. The greatest portion of costs was attributed to surgical interventions (€14,429,336). CONCLUSIONS: The high level of comorbidity and disease complexity in this patient group versus the general population is expected to correlate with a more intensive use of medical resources and costs. This study provides novel data to inform resource allocation and disease management decisions at the regional level.


Subject(s)
Non-alcoholic Fatty Liver Disease , Comorbidity , Hospitals , Humans , Non-alcoholic Fatty Liver Disease/diagnosis , Non-alcoholic Fatty Liver Disease/epidemiology , Non-alcoholic Fatty Liver Disease/therapy , Retrospective Studies , Spain/epidemiology
17.
Value Health Reg Issues ; 28: 82-89, 2022 Mar.
Article in English | MEDLINE | ID: mdl-34839111

ABSTRACT

OBJECTIVES: To estimate the direct medical cost of type 2 diabetes mellitus (T2DM) and its complications in the Indonesian population from a payer perspective using a prevalence-based approach. METHODS: The direct medical costs in 2016 were estimated using the database of Indonesia's National Health Insurance, known as Jaminan Kesehatan Nasional, which included diagnosis-related group costs and unbundled costs for patients accessing advanced care. The study population included people aged 30 years or older having a diagnosis of T2DM. T2DM and its related complications were identified using the International Classification of Diseases, 10th Revision, code. Hypoglycemia and all complications listed in the Diabetes Severity Complications Index were included. Descriptive analysis was conducted. Costs were converted to 2016 US dollar equivalent. RESULTS: Of the 18.9 million Jaminan Kesehatan Nasional members who accessed secondary and tertiary care, 812 204 (4%) were identified with T2DM, of which 57% had complications. The most common complication was cardiovascular diseases (24%). The total direct medical cost was US $576 million, with 56% spent on hospitalization, 38% on specialist visits, 4% on unbundled non-diabetes-related medication, and 2% on unbundled anti-hyperglycemic medications. Approximately 74% of the total costs was used for the management of people with complications. People with complications (US $930/person/year ± US $1480/person/year) incurred twice the cost of those without complications (US $421/person/year ± US $745/person/year). CONCLUSION: The direct medical cost for management of people with T2DM in Indonesia was high. Early diagnosis and optimal management of T2DM to prevent complications may reduce the costly sequelae and have a possibility of cost savings.


Subject(s)
Diabetes Complications , Diabetes Mellitus, Type 2 , Hypoglycemia , Adult , Cost Savings , Diabetes Complications/epidemiology , Diabetes Complications/therapy , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/therapy , Humans , Hypoglycemia/complications , Hypoglycemia/epidemiology , Hypoglycemia/therapy , Indonesia/epidemiology
18.
Risk Manag Healthc Policy ; 14: 3977-3986, 2021.
Article in English | MEDLINE | ID: mdl-34588829

ABSTRACT

PURPOSE: We aim to present unsupervised machine learning-based analysis of clinical features, bone mineral density (BMD) features, and medical care costs of Rotator cuff tears (RCT). PATIENTS AND METHODS: Fifty-three patients with RCT were reviewed, the clinical features, BMD features, and medical care costs were collected and analyzed by descriptive statistics. Furtherly, unsupervised machine learning (UML) algorithm was used for dimensionality reduction and cluster analysis of the RCT data. RESULTS: There were 26 males and 27 females. The patients were divided into four subgroups using the UML algorithm. There were significant differences among four subgroups regarding trauma exposure, full-thickness supraspinatus tendon tears, infraspinatus tendon tear, subscapularis tendon tear, BMD distribution, medial row anchors, lateral row anchors, total medical care costs, and consumables costs. We observed the highest frequency of trauma exposure, infraspinatus tendon tear, subscapularis tendon tear, osteoporosis, the highest number of medial row anchors, lateral row anchors, total medical care costs, and consumables costs in subgroup II. CONCLUSION: The unsupervised machine learning-based analysis of RCT can provide clinically meaningful classification, which shows good interpretability and contribute to a better understanding of RCT. The significance of the results is limited due to the small number of samples, a larger follow-up study is needed to confirm the encouraging results.

19.
J Clin Neurosci ; 93: 155-159, 2021 Nov.
Article in English | MEDLINE | ID: mdl-34656240

ABSTRACT

STUDY DESIGN: A retrospective observational study. PURPOSE: To compare two conservative treatments for acute osteoporotic vertebral fractures (OVFs). OVERVIEW OF LITERATURE: Several studies have reported conservative treatments for OVFs in terms of using a brace, rehabilitation, and bed rest. However, there is no consensus about the conservative treatment for OVFs. METHODS: We evaluated 68 patients with acute OVF treated in our hospital from 2007 to 2011. Thirty-four patients treated in prolonged bed rest (PBR) regimen underwent rehabilitation wearing a Jewett's brace after three weeks of bed rest. In contrast, the other 34 patients underwent rehabilitation wearing a Jewett's brace as soon as possible, which we called a stir-up (SU) regimen. We compared two treatment groups for medical costs, hospital length of stay (LOS), pain according to the numeric rating scale (NRS), the activities of daily living (ADL), and imaging studies. RESULTS: The average hospital LOS was significantly shorter in patients treated by the SU regimen, which resulted in the medical costs reduction. There was no significant difference in the NRS through 6 months between the two groups. Although many patients in both groups experienced at least one level reduction in ADL at 6 months after the injury, patients in the SU group tended to maintain their pre-injury ADL, which almost agrees with past reports. In terms of imaging studies, patients in the PBR group showed milder vertebral compression rate over time. Pseudoarthrosis occurred in 2 patients in the SU group, who presented with mild pain, which had little influence on their daily lives. CONCLUSION: We compared two conservative treatments for OVFs. Early rehabilitation was useful treatment for OVFs to minimize the risk for disuse syndrome, maintain pre-injury ADL status, and reduce the medical costs.


Subject(s)
Activities of Daily Living , Osteoporotic Fractures , Early Ambulation , Health Care Costs , Humans , Osteoporotic Fractures/therapy , Prospective Studies
20.
Front Public Health ; 8: 583455, 2020.
Article in English | MEDLINE | ID: mdl-33134241

ABSTRACT

The role of microfinance in alleviating poverty and poor health is significant. Its health programs have been shown to improve healthcare utilization and strengthen a healthcare system. In the Philippines, microfinance's widespread presence is seen as instrumental in achieving the objectives of Healthy Philippines 2022, particularly in reducing poverty-driven healthcare costs. However, little is known on how microfinance can reduce the cost of healthcare services and treatment. Also, few studies that consider the practice of integrated microfinance and health programs in the Philippines have been seen. Secondary data was used to explore the structure and function of microfinance and health initiatives and their influence in mitigating healthcare costs. A review criterion was developed to examine the data using the three key elements identified in Ruducha and Jadhav's framework: organisational arrangement, health products and health outcomes. Findings revealed that most health initiatives are delivered through partnerships and collaboration, could favour a reduction in healthcare costs and protection from out-of-pocket health expenditure. They are designed to operate in three structures-subsidised or outreach, microinsurance and health loans, and patronage refunds. The cooperative's business venture providing pharmaceuticals facilitated access to affordable medicine and offered its members financial viability. Health loans and microinsurance also offered healthcare cost reductions; however, uptakes are low. The study found no data to assess the output of the completed health initiatives. More studies that will evaluate the integrated MFI health initiatives are recommended to further identify gaps, outcomes, or impacts of the program.


Subject(s)
Delivery of Health Care , Poverty , Health Expenditures , Health Promotion , Philippines
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