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Keywords = insurance intermediation

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13 pages, 689 KiB  
Article
Mediation Analysis to Investigate Differences in Prostate Cancer Diagnosis Stage Through Environmental Risk Factors in Louisiana
by Nubaira Rizvi, Randy Hamilton, Xiao-Cheng Wu, Michael D. Celestin, Tung-Sung Tseng and Qingzhao Yu
Curr. Oncol. 2025, 32(8), 416; https://doi.org/10.3390/curroncol32080416 - 24 Jul 2025
Viewed by 249
Abstract
Prostate Cancer (PCa) is the most commonly diagnosed cancer and the second leading cause of cancer death among men. In Louisiana (LA), Black men are disproportionately diagnosed at later stages compared to White men. This study explores environmental risk factors as potential intermediate [...] Read more.
Prostate Cancer (PCa) is the most commonly diagnosed cancer and the second leading cause of cancer death among men. In Louisiana (LA), Black men are disproportionately diagnosed at later stages compared to White men. This study explores environmental risk factors as potential intermediate variables linking race to cancer diagnosis stage. The Louisiana Tumor Registry data included 24,647 male patients diagnosed with PCa in LA between 2010 and 2018. Among them, 15,875 (64.40%) were Caucasian American (CA) and 8772 (35.59%) African American (AA). Mediation analysis using multiple additive regression trees (MART) identified possible intermediate variables that potentially explain the observed disparity. The study found that individual characteristics and environmental factors jointly explained 84% (95% CI: 44.1%, 94.6%) and 18.6% (95% CI: 7.3%, 53.7%) of the observed racial disparity in PCa stage at diagnosis, respectively. Individual factors included BMI (35.9%), marital status (28.5%), CDI (8.2%), female-headed households (2.3%), comorbidity (3.9%), and insurance status (6.3%). Environmental contributors included cancer risk due to air toxicity exposure (7.2%), asthma prevalence (6.6%), acetaldehyde levels (2.1%), railroad proximity (2.1%), walkability (0.3%), and ozone level (−0.1%). Environmental factors jointly played a significant role in the observed racial disparity. The factors such as air toxicity, acetaldehyde levels, and asthma prevalence highlight the need to address industrial pollutants to reduce the differences. Full article
(This article belongs to the Special Issue New and Emerging Trends in Prostate Cancer)
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27 pages, 636 KiB  
Article
Risk-Adjusted Estimation and Graduation of Transition Intensities for Disability and Long-Term Care Insurance: A Multi-State Model Approach
by Beatriz A. Curioso, Gracinda R. Guerreiro and Manuel L. Esquível
Risks 2025, 13(7), 124; https://doi.org/10.3390/risks13070124 - 27 Jun 2025
Viewed by 318
Abstract
This paper introduces a methodology for estimating transition intensities in a multi-state model for disability and long-term care insurance. We propose a novel framework that integrates observable risk factors, such as demographic (age and sex), lifestyle (smoking and exercise habits) and health-related variables [...] Read more.
This paper introduces a methodology for estimating transition intensities in a multi-state model for disability and long-term care insurance. We propose a novel framework that integrates observable risk factors, such as demographic (age and sex), lifestyle (smoking and exercise habits) and health-related variables (body mass index), into the estimation and graduation of transition intensities, using a parametric approach based on the Gompertz–Makeham law and generalised linear models. The model features four states—autonomous, dead, and two intermediate states representing varying disability levels—providing a detailed view of disability/lack of autonomy progression. To illustrate the proposed framework, we simulate a dataset with individual risk profiles and model trajectories, mirroring Portugal’s demographic composition. This allows us to derive a functional form (as a function of age) for the transition intensities, stratified by relevant risk factors, thus enabling precise risk differentiation. The results offer a robust basis for developing tailored pricing structures in the Portuguese market, with broader applications in actuarial science and insurance. By combining granular disability modelling with risk factor integration, our approach enhances accuracy in pricing structure and risk assessment. Full article
(This article belongs to the Special Issue Advancements in Actuarial Mathematics and Insurance Risk Management)
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42 pages, 4414 KiB  
Article
Building an InsurTech Ecosystem Within the Insurance Industry
by Iván Sosa and Sergio Sosa
Risks 2025, 13(6), 108; https://doi.org/10.3390/risks13060108 - 3 Jun 2025
Viewed by 936
Abstract
The emergence of InsurTech has significantly transformed the traditional insurance industry, leading to the development of a new ecosystem characterized by digital intermediation, strategic partnerships, and increasing interdependence among actors. This paper investigates the structural configuration of the InsurTech ecosystem, emphasizing its role [...] Read more.
The emergence of InsurTech has significantly transformed the traditional insurance industry, leading to the development of a new ecosystem characterized by digital intermediation, strategic partnerships, and increasing interdependence among actors. This paper investigates the structural configuration of the InsurTech ecosystem, emphasizing its role in reshaping how value is created, delivered, and captured across the industry. Based on a sample of 364 active InsurTech firms from 2020 to 2023, the research employs network analysis to map the interactions and co-occurrences among seven defined archetypes: Enablers, Innovators, Connectors, Integrators, Protectors, Transformers, and Disruptors. The findings reveal a trend toward higher density and functional complementarity among archetypes by providing a framework for understanding the dynamics of the InsurTech ecosystem and the strategic implications. Building on these findings, this paper introduces a novel five-phase framework for understanding the ecosystem’s evolution: (1) digitalization and technologies, (2) customer-centric approach, (3) data and analytics, (4) platform-based business models, and (5) ecosystem partnerships. This research advances the theoretical understanding of InsurTech as a networked system of role-based interdependencies and provides a methodological approach to analyzing this scenario through network theory. Furthermore, it contributes to academic discourse and industry practice, offering practical guidance for insurers, startups, and policymakers by enabling actionable insights into the strategic positioning of InsurTech archetypes within the evolving insurance industry landscape. Full article
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29 pages, 998 KiB  
Article
The Effect of Farmers’ Insurance-Adoption Behavior on Input for Beef-Cattle Disease Prevention: Endogenous Switching Regression Model
by Liangying Zhang and Yunhua Wu
Agriculture 2025, 15(6), 659; https://doi.org/10.3390/agriculture15060659 - 20 Mar 2025
Viewed by 525
Abstract
This study selects the Inner Mongolia Autonomous Region (IMAR), among the most crucial beef-cattle farming areas in China, to obtain data from the micro-surveys of 447 beef-cattle farmers. Utilizing an endogenous switching regression (ESR) model, this research empirically investigates the effect of farmers’ [...] Read more.
This study selects the Inner Mongolia Autonomous Region (IMAR), among the most crucial beef-cattle farming areas in China, to obtain data from the micro-surveys of 447 beef-cattle farmers. Utilizing an endogenous switching regression (ESR) model, this research empirically investigates the effect of farmers’ beef-cattle insurance enrollment behavior on their input of disease prevention. This study finds that farmers adopting beef-cattle insurance reduce beef-cattle disease-prevention input. Based on counterfactual assumptions, if insured farmers had not adopted insurance, their input in disease prevention would increase by 33.45%. Further research confirms that a decrease in the market purchase price of beef cattle enhances the negative effect of farmers’ insured behavior on input for beef-cattle disease prevention. The heterogeneity analysis leads to two more conclusions. One is that insured farmers have the largest reduction in shed-disinfection input, the smallest reduction in voluntary vaccination input, and an intermediate reduction in deworming input. The other is that the act of adopting insurance reduces disease-prevention input to a greater extent for farmers who are far from the core areas of beef-cattle farming or who have not experienced beef-cattle deaths. Full article
(This article belongs to the Section Agricultural Economics, Policies and Rural Management)
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18 pages, 1299 KiB  
Article
Association Between Medicaid Expansion and Insurance Status, Risk Group, Receipt, and Refusal of Treatment Among Men with Prostate Cancer
by Tej A. Patel, Bhav Jain, Edward Christopher Dee, Khushi Kohli, Sruthi Ranganathan, James Janopaul-Naylor, Brandon A. Mahal, Kosj Yamoah, Sean M. McBride, Paul L. Nguyen, Fumiko Chino, Vinayak Muralidhar, Miranda B. Lam and Neha Vapiwala
Cancers 2025, 17(3), 547; https://doi.org/10.3390/cancers17030547 - 6 Feb 2025
Viewed by 1223
Abstract
Background: Although the Patient Protection and Affordable Care Act (ACA) has been associated with increased Medicaid coverage among prostate cancer patients, the association between Medicaid expansion with risk group at diagnosis, time to treatment initiation (TTI), and the refusal of locoregional treatment [...] Read more.
Background: Although the Patient Protection and Affordable Care Act (ACA) has been associated with increased Medicaid coverage among prostate cancer patients, the association between Medicaid expansion with risk group at diagnosis, time to treatment initiation (TTI), and the refusal of locoregional treatment (LT) among patients requires further exploration. Methods: Using the National Cancer Database, we performed a retrospective cohort analysis of all patients aged 40 to 64 years diagnosed with localized prostate cancer from 2011 to 2016. Difference-in-difference (DID) analysis was used to compare changes in insurance status, risk group at diagnosis, TTI, and the refusal of LT among patients residing in Medicaid expansion versus non-expansion states. In a secondary analysis, we used DID to compare changes in the above outcomes among racial minorities versus White patients living in expansion states. Results: Of the 112,434 patients with prostate cancer in our analysis, 50,958 patients lived in Medicaid expansion states, and 61,476 patients lived in non-expansion states. In the adjusted analysis, we found that the proportion of uninsured patients (adjusted DID: −0.87%; 95% confidence interval [95% CI]: −1.28 to −0.46) and patients who refused radiation therapy (adjusted DID: −0.71%; 95% CI: −0.95 to −0.47) decreased more in expansion states compared to non-expansion states. Similarly, we observed that the racial disparity of select outcomes in expansion states narrowed, as racial minorities experienced larger absolute decreases in uninsured status and the refusal of radiation therapy (RT) regimens than White patients following ACA implementation (p < 0.01 for all). However, residence in a Medicaid expansion state was not associated with changes in risk group at diagnosis, TTI, nor the refusal of LT (p > 0.01 for all); racial disparities in TTI were also exacerbated in expansion states following ACA implementation. Conclusions: The association between Medicaid expansion and prostate cancer outcomes and disparities remains unclear. While ACA implementation was associated with increased insurance coverage and decreased refusal of RT, there was no significant association with earlier risk group at diagnosis, TTI within 180 days, or refusal of LT. Similarly, racial minorities in expansion states had larger decreases in uninsured status and the refusal of RT regimens, as well as smaller increases in intermediate-/high-risk disease at presentation than White patients following ACA implementation, but experienced no significant changes in TTI. More research is needed to understand how Medicaid expansion affects cancer outcomes and whether these effects are borne equitably among different populations. Full article
(This article belongs to the Special Issue Advances in Prostate Cancer Radiotherapy)
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10 pages, 1283 KiB  
Article
Endoscopic and Histological Characteristics of Gastric Cancer Detected Long After Helicobacter pylori Eradication Therapy
by Ryo Abe, Shu Uchikoshi, Yohei Horikawa, Nobuya Mimori, Yuhei Kato, Yuta Tahata, Saki Fushimi, Masahiro Saito and Satsuki Takahashi
Cancers 2024, 16(24), 4153; https://doi.org/10.3390/cancers16244153 - 13 Dec 2024
Viewed by 1167
Abstract
Background/Objectives: Since 2013, eradication therapy for Helicobacter pylori gastritis (Hp-ET) has been covered by the National Health Insurance of Japan. Recently, the risk of post-eradication gastric cancer (pE-GC) has increased. pE-GC includes cancers that develop immediately and several years after Hp [...] Read more.
Background/Objectives: Since 2013, eradication therapy for Helicobacter pylori gastritis (Hp-ET) has been covered by the National Health Insurance of Japan. Recently, the risk of post-eradication gastric cancer (pE-GC) has increased. pE-GC includes cancers that develop immediately and several years after Hp-ET. Therefore, we aimed to clarify the endoscopic and histological characteristics of late types of pE-GCs. Method: One hundred patients with differentiated cancers detected after Hp-ET who underwent endoscopic submucosal dissection from 2015 to 2023 were compared. Patients were divided into two groups; the immediate group (n = 69), with cancer detected within 6 years, and the delayed group (n = 31), with cancer detected within >6 years after Hp-ET. The background mucosa and tumor mucosa were examined individually. The endoscopic findings were as follows: enlarged folds, map-like redness, intermediate zone irregularity, and the presence of a regular arrangement of collecting venules and a light blue crest (background); an irregular surface structure, an irregular vascular pattern, an irregular surface pattern, and a gastritis-like appearance (tumor). The histological findings were as follows: a low remnant rate of the fundic glands, intestinal metaplasia (IM), crypt enlargement, and neutrophil infiltration (background); mosaicism, the elongation of noncancer ducts, and an overlying non-neoplastic epithelium (tumor). Results: There was no significant difference regarding the background mucosa and tumor mucosa between the two groups. In the delayed group, the remnant rate of the fundic glands was 19.8 ± 15.6%, and IM was 87.1% (27/31). Further, 90.3% (28/31) of the patients exhibited persistent neutrophil infiltration. Conclusion: This study suggested that patients with a low remnant rate of the fundic gland and IM and persistent mucosal inflammation were at high risk for developing pE-GCs. Full article
(This article belongs to the Special Issue Developments in the Management of Gastrointestinal Malignancies)
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10 pages, 938 KiB  
Article
Development and Validation of a Scoring System (SAGA Score) to Predict Weight Loss in Community-Dwelling, Self-Supported Older Adults
by Eiji Sadashima, Hirokazu Takahashi, Yoshitaka Koga and Keizo Anzai
Nutrients 2024, 16(12), 1848; https://doi.org/10.3390/nu16121848 - 13 Jun 2024
Viewed by 1155
Abstract
This retrospective cohort study explored the prevalence of substantial weight loss (≥10% per year) in independent older individuals in order to develop and validate a scoring system for high-risk group identification and targeted intervention against malnutrition. We used insurance claims and the Kokuho [...] Read more.
This retrospective cohort study explored the prevalence of substantial weight loss (≥10% per year) in independent older individuals in order to develop and validate a scoring system for high-risk group identification and targeted intervention against malnutrition. We used insurance claims and the Kokuho Database (KDB), a nationwide repository of Japanese-specific health checkups and health assessments for the older people. The study included 12,882 community-dwelling individuals aged 75 years and older who were self-supported in their activities of daily living in Saga Prefecture, Japan. Health evaluations and questionnaires categorized weight-loss factors into organic, physiological, psychological, and non-medical domains. The resulting scoring system (SAGA score), incorporating logistic regression models, predicted ≥ 10% annual weight-loss risk. The results revealed a 1.7% rate of annual substantial weight loss, with the SAGA score effectively stratifying the participants into low-, intermediate-, and high-risk categories. The high-risk category exhibited a weight-loss rate of 17.6%, highlighting the utility of this scoring system for targeted prevention. In conclusion, the validated SAGA score is a crucial tool for identifying individuals at high risk of significant weight loss, enabling tailored interventions and social support benefiting both older individuals and their relatives. Full article
(This article belongs to the Section Geriatric Nutrition)
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20 pages, 3010 KiB  
Article
Investigating the Efficiency of Insurance Companies in a Developing Country: A Data Envelopment Analysis Perspective
by Katerina Fotova Čiković, Violeta Cvetkoska and Mila Mitreva
Economies 2024, 12(6), 128; https://doi.org/10.3390/economies12060128 - 22 May 2024
Cited by 2 | Viewed by 2588
Abstract
Insurance companies play a pivotal role in the financial systems of developing countries, wielding substantial influence on systemic financial stability. Thus, understanding their efficiency, performance, and sustainability is paramount for policymakers and stakeholders alike. The aim of this paper is to evaluate the [...] Read more.
Insurance companies play a pivotal role in the financial systems of developing countries, wielding substantial influence on systemic financial stability. Thus, understanding their efficiency, performance, and sustainability is paramount for policymakers and stakeholders alike. The aim of this paper is to evaluate the relative efficiency of insurance companies within the North Macedonian market spanning the years 2018 to 2022. Employing the input-oriented BCC DEA model, the study integrates capital and labour as inputs, while assessing risk-pooling/bearing services and intermediate function as outputs. Our findings underscore the fluctuating efficiency levels within North Macedonia’s insurance sector. Notably, the sector exhibited its peak efficiency in 2018 at 83.62%, dipping to its lowest point of 73.81% in 2020. Moreover, discerning between life and non-life insurers, we observe an average relative efficiency of 0.8067 for non-life insurers, contrasted with a higher average efficiency score of 0.9011 for life insurance companies over the examined period. This study contributes significantly on multiple fronts. Firstly, it pioneers empirical investigation of the efficiency on the North Macedonian insurance market, encompassing pre- and post-COVID efficiency metrics. This fills a notable gap in the literature, particularly within the context of emerging European markets. Secondly, our comprehensive approach facilitates a holistic evaluation of the insurance sector’s performance across a five-year span, offering insights into its overarching dynamics and efficacy. Thirdly, the implications of our findings extend to policymakers, regulators, and insurance company management, aiding in informed decision-making and strategic planning. Full article
(This article belongs to the Special Issue Financial Market Volatility under Uncertainty)
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20 pages, 1516 KiB  
Article
Critical Perspectives of Organisational Behaviour towards Stakeholders through the Application of Corporate Governance Principles
by Florin-Alexandru Luca, Claudiu-Gabriel Tiganas, Claudia-Elena Grigoras-Ichim, Dumitru Filipeanu and Lucia Morosan-Danila
Adm. Sci. 2024, 14(5), 84; https://doi.org/10.3390/admsci14050084 - 25 Apr 2024
Cited by 2 | Viewed by 2619
Abstract
Corporate governance is gaining interest not only from investors but companies that want to operate in international markets, prompting a more thorough analysis of the field to prioritise stakeholder interests alongside shareholder value. By adopting a holistic approach that considers stakeholders’ diverse needs [...] Read more.
Corporate governance is gaining interest not only from investors but companies that want to operate in international markets, prompting a more thorough analysis of the field to prioritise stakeholder interests alongside shareholder value. By adopting a holistic approach that considers stakeholders’ diverse needs and expectations, companies can build resilience, foster trust, and create sustainable value for all stakeholders, ensuring long-term success and societal impact. This paper analyses corporate governance principles applied at the international, European, and national levels, emphasising the importance of the field for the stakeholders. The practical approach of the paper analyses the application and compliance of the corporate governance code of 18 companies in the field of financial intermediation and insurance, which are listed on the Bucharest Stock Exchange, underlining the crucial role of transparency of operations in instilling confidence and reassurance in stakeholders. The conclusions present proposals for measures to improve corporate governance practices at the level of companies. Full article
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32 pages, 469 KiB  
Article
The Future of Insurance Intermediation in the Age of the Digital Platform Economy
by Lukas Stricker, Joël Wagner and Angela Zeier Röschmann
J. Risk Financial Manag. 2023, 16(9), 381; https://doi.org/10.3390/jrfm16090381 - 25 Aug 2023
Cited by 6 | Viewed by 7180
Abstract
Today most insurance is sold by over a million brokers and independent agents acting as intermediaries between the insurance companies and their customers. Digitalization and changing customer behavior have fostered the development of insurtech businesses, and, more recently, multi-sided platforms are emerging as [...] Read more.
Today most insurance is sold by over a million brokers and independent agents acting as intermediaries between the insurance companies and their customers. Digitalization and changing customer behavior have fostered the development of insurtech businesses, and, more recently, multi-sided platforms are emerging as new market forms for insurance intermediation. This paper aims to provide a better understanding of how the emergence of the platform economy, with a market dominated by multi-sided platforms, will potentially impact insurance intermediation in the future. Using inductive content analysis on the results of a systematic literature review of the body of research on insurance intermediation, we identify the key functional roles fulfilled by insurance intermediaries. Applying these roles to a literature review on multi-sided platforms allows us to compare how different market forms and players embody the functional roles of intermediaries. Our findings suggest that multi-sided platforms are better able to perform certain roles in terms of agility, scale and scope, and we discuss the future role of platforms in insurance intermediation. Full article
(This article belongs to the Special Issue Financial Technologies (Fintech) in Finance and Economics)
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11 pages, 439 KiB  
Article
Trajectory of Depression among Prostate Cancer Patients: A Secondary Analysis of a Randomized Controlled Trial
by Sumedha Chhatre, Joseph J. Gallo, Thomas Guzzo, Knashawn H. Morales, Diane K. Newman, Neha Vapiwala, Keith Van Arsdalen, Alan J. Wein, Stanley Bruce Malkowicz and Ravishankar Jayadevappa
Cancers 2023, 15(7), 2124; https://doi.org/10.3390/cancers15072124 - 2 Apr 2023
Cited by 10 | Viewed by 3524
Abstract
Background: While psychological difficulties, such as depression, among prostate cancer patients are known, their longitudinal burden remains understudied. We assessed the burden of depression across low-, intermediate- and high-risk prostate cancer groups, and the association between regret and long-term depression. Methods: Secondary analysis [...] Read more.
Background: While psychological difficulties, such as depression, among prostate cancer patients are known, their longitudinal burden remains understudied. We assessed the burden of depression across low-, intermediate- and high-risk prostate cancer groups, and the association between regret and long-term depression. Methods: Secondary analysis of data from a multi-centered randomized controlled study among localized prostate cancer patients was carried out. Assessments were performed at baseline, and at 3-, 6-, 12- and 24-month follow-up. Depression was assessed using the Center for Epidemiologic Studies Depression (CES-D) scale. A CES-D score ≥ 16 indicates high depression. Regret was measured using the regret scale of the Memorial Anxiety Scale for Prostate Cancer (MAX-PC). The proportion of patients with high depression was compared over time, for each risk category. Logistic regression was used to assess the association between regret, and long-term depression after adjusting for age, race, insurance, smoking status, marital status, income, education, employment, treatment, number of people in the household and study site. Results: The study had 743 localized prostate cancer patients. Median depression scores at 6, 12 and 24 months were significantly larger than the baseline median score, overall and for the three prostate cancer risk groups. The proportion of participants with high depression increased over time for all risk groups. Higher regret at 24-month follow-up was significantly associated with high depression at 24-month follow-up, after adjusting for covariates. Conclusions: A substantial proportion of localized prostate cancer patients continued to experience long-term depression. Patient-centered survivorship care strategies can help reduce depression and regret, and improve outcomes in prostate cancer care. Full article
(This article belongs to the Section Cancer Epidemiology and Prevention)
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19 pages, 350 KiB  
Article
Determination of Public Supervision Aspects and Legal Pillars of Activities of Financial Agents in Central European Countries
by Mikuláš Sidak, Andrea Slezáková, Edita Hajnišová and Stanislav Filip
Adm. Sci. 2023, 13(3), 78; https://doi.org/10.3390/admsci13030078 - 8 Mar 2023
Cited by 7 | Viewed by 2147
Abstract
Financial intermediation can be performed by certain types of financial agents or financial brokers in selected European countries. Using primarily analysis and the comparison, the authors focus on certain legal aspects of distribution of financial services in selected Member States of the EU [...] Read more.
Financial intermediation can be performed by certain types of financial agents or financial brokers in selected European countries. Using primarily analysis and the comparison, the authors focus on certain legal aspects of distribution of financial services in selected Member States of the EU and the EEA, providing a comparative legal analysis. In Slovakia, it is being focused on the subordinate financial agent. The subordinate financial agent is an entrepreneur entitled to perform financial intermediation. The subordinate financial agent belongs under the delegated supervision of the independent financial agent. The paper deals with a consideration de lege ferenda, a change to the relevant legislation according to which the subordinate financial agents could belong to the supervised financial market entities. The authors provide pros and cons regarding the direct supervision of this entity realized by the National Bank of Slovakia. The paper is being prepared by using analysis, synthesis, the inductive method, the deductive method, and the comparative method. When regulating distribution of financial services on the European level, the Insurance Distribution Directive had played a key role. Mainly due to protection of financial consumers, the subordinate financial agent should belong under the direct supervision of the National Bank of Slovakia. Full article
20 pages, 1945 KiB  
Article
A Study on ML-Based Sleep Score Model Using Lifelog Data
by Jiyong Kim and Minseo Park
Appl. Sci. 2023, 13(2), 1043; https://doi.org/10.3390/app13021043 - 12 Jan 2023
Cited by 5 | Viewed by 5654
Abstract
The rate of people suffering from sleep disorders has been continuously increasing in recent years, such that interest in healthy sleep is also naturally increasing. Although there are many health-care industries and services related to sleep, specific and objective evaluation of sleep habits [...] Read more.
The rate of people suffering from sleep disorders has been continuously increasing in recent years, such that interest in healthy sleep is also naturally increasing. Although there are many health-care industries and services related to sleep, specific and objective evaluation of sleep habits is still lacking. Most of the sleep scores presented in wearable-based sleep health services are calculated based only on the sleep stage ratio, which is not sufficient for studies considering the sleep dimension. In addition, most score generation techniques use weighted expert evaluation models, which are often selected based on experience instead of objective weights. Therefore, this study proposes an objective daily sleep habit score calculation method that considers various sleep factors based on user sleep data and gait data collected from wearable devices. A credit rating model built as a logistic regression model is adapted to generate sleep habit scores for good and bad sleep. Ensemble machine learning is designed to generate sleep habit scores for the intermediate sleep remainder. The sleep habit score and evaluation model of this study are expected to be in demand not only in health-care and health-service applications but also in the financial and insurance sectors. Full article
(This article belongs to the Special Issue Advances and Challenges in Big Data Analytics and Applications)
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15 pages, 1314 KiB  
Article
Advantages of DES over BMS in Preventing the Risk of Myocardial Infarction, Ischemic Stroke, and Mortality in Various Populations
by Pei-Ning Wu, Jia-Hung Chen, Chuan-Pin Yang and Jason C. Hsu
J. Clin. Med. 2023, 12(1), 24; https://doi.org/10.3390/jcm12010024 - 20 Dec 2022
Cited by 3 | Viewed by 2577
Abstract
Backgrounds: Previous studies have demonstrated that drug-eluting stents (DESs) are more effective than bare metal stents (BMSs) in reducing the risk of myocardial infarction in the short term, but the long-term preventive benefits for myocardial infarction, ischemic stroke, and mortality are not clear. [...] Read more.
Backgrounds: Previous studies have demonstrated that drug-eluting stents (DESs) are more effective than bare metal stents (BMSs) in reducing the risk of myocardial infarction in the short term, but the long-term preventive benefits for myocardial infarction, ischemic stroke, and mortality are not clear. Objective: This study deeply analyzed the long-term (within 3 years) advantages of the use of DESs in preventing the risk of myocardial infarction, ischemic stroke, and mortality in various populations compared with those of using BMSs. Methods: This was a retrospective observational cohort study. We used the 2015–2019 claims data from Taiwan’s National Health Insurance Research Database. Patients over the age of 18 who underwent coronary stent placement (both DESs and BMSs) for the first time in 2016 were included in the study population. Propensity-score matching was applied to increase the comparability of the DES and BMS groups. We used a Cox proportional hazard regression analysis to compare the effectiveness of DESs and BMSs in preventing myocardial infarction, ischemic stroke, and all-cause mortality. A subgroup analysis was also performed. Results: In total, 21,608 cases were included in this study. Overall, the risk of myocardial infarction (aHR = 0.82; 95% CI: 0.78–0.85), ischemic stroke (aHR = 0.88; 95% CI: 0.81–0.95), and mortality (aHR = 0.61; 95% CI: 0.57–0.65) in the DES group were significantly lower than those in the BMS group. However, in some special cases, the results were not statistically significant. In particular, in patients with obesity (aHR = 2.61; 95% CI: 1.20–5.69), the DES group appeared to have a significantly higher long-term intermediate ischemic risk than the BMS group. Conclusions and Relevance: In conclusion, although DESs were more effective than BMSs in reducing the risk of long-term myocardial infarction, ischemic stroke, and mortality, this study also found that, in some cases, the advantages of DESs over BMSs were not clearly observed. Full article
(This article belongs to the Special Issue Clinical Outcomes Following Percutaneous Coronary Intervention)
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9 pages, 755 KiB  
Article
Association between Proton Pump Inhibitor Use and Risk of Hepatocellular Carcinoma: A Korean Nationally Representative Cohort Study
by Soungmun Kim, Seogsong Jeong, Sun Jae Park, Jooyoung Chang, Seulggie Choi, Yoosun Cho, Joseph C. Ahn, Gyeongsil Lee, Joung Sik Son and Sang Min Park
J. Clin. Med. 2022, 11(10), 2865; https://doi.org/10.3390/jcm11102865 - 19 May 2022
Cited by 11 | Viewed by 2978
Abstract
(1) Background: The association between proton pump inhibitor (PPI) use and hepatocellular carcinoma (HCC) has been controversial, especially in the general population. We aimed to determine the impact of PPI on HCC risk in participants without liver cirrhosis or chronic hepatitis virus infection. [...] Read more.
(1) Background: The association between proton pump inhibitor (PPI) use and hepatocellular carcinoma (HCC) has been controversial, especially in the general population. We aimed to determine the impact of PPI on HCC risk in participants without liver cirrhosis or chronic hepatitis virus infection. (2) Methods: We assessed 406,057 participants from the Korean National Health Insurance Service database who underwent health screening from 2003 to 2006. We evaluated exposure to PPI before the index date using a standardized daily defined dose (DDD) system. The association of proton pump inhibitor use with the risk of HCC was evaluated using multivariable-adjusted Cox proportional hazards regression. (3) Results: Compared with non-users, PPI use was not associated with the HCC risk in low (<30 DDDs; aHR, 1.07; 95% CI, 0.91–1.27), intermediate (30 ≤ PPI < 60 DDDs; aHR, 0.96; 95% CI, 0.73–1.26), and high (≥60 DDDs; aHR, 0.86; 95% CI, 0.63–1.17) PPI groups in the final adjustment model. In addition, risks of cirrhosis-associated HCC and non-cirrhosis-associated HCC were not significantly associated with PPI use. The results remained consistent after excluding events that occurred within 1, 2, and 3 years to exclude pre-existing conditions that may be associated with the development of HCC. We also found no PPI-associated increase in HCC risk among the selected population, such as those with obesity, older age, and chronic liver diseases. (4) Conclusions: PPI use may not be associated with HCC risk regardless of the amount. We call for future studies conducted in other regions to generalize our findings. Full article
(This article belongs to the Section Gastroenterology & Hepatopancreatobiliary Medicine)
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