Pub Date : 2024-05-10DOI: 10.1007/s10203-024-00450-4
Gino Favero, Gherardo Piacitelli
We show, through a Linear Algebra approach, that a general deterministic cash-flow stream admits a given Internal Rate of Return (irr, either constant or time-varying) if, and only if, it can be replicated by a suitable portfolio of bonds, each with yield to maturity equal to that same irr. Five particular replicating portfolios are examined, including and generalizing other representations known from the the literature, which allow for a unified, irr-based, interpretation of apparently diverse objects. Considering the amortization of a loan as a particular case, further equivalences are found and lead to some original consideration.
{"title":"Irr and equivalence of cash-flow streams, loans, and portfolios of bonds","authors":"Gino Favero, Gherardo Piacitelli","doi":"10.1007/s10203-024-00450-4","DOIUrl":"https://doi.org/10.1007/s10203-024-00450-4","url":null,"abstract":"<p>We show, through a Linear Algebra approach, that a general deterministic cash-flow stream admits a given Internal Rate of Return (<span>irr</span>, either constant or time-varying) if, and only if, it can be replicated by a suitable portfolio of bonds, each with yield to maturity equal to that same <span>irr</span>. Five particular replicating portfolios are examined, including and generalizing other representations known from the the literature, which allow for a unified, <span>irr</span>-based, interpretation of apparently diverse objects. Considering the amortization of a loan as a particular case, further equivalences are found and lead to some original consideration.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"41 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140929680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-10DOI: 10.1007/s10203-024-00451-3
Henrique Ferreira Morici, Elena Vigna
In defined contribution pension schemes the member bears the investment risk and her main concern is to obtain an inadequate fund at retirement. To address inadequacy risk, flexibility is often given to the member to pay additional voluntary contributions (AVCs) into the fund. In many countries the AVC schemes allow members of the workplace pension plan to increase the amount of retirement benefits by paying extra contributions. In this paper, we define a target-based optimization problem where the member of an AVC scheme can choose at any time the investment strategy and the AVCs to the fund. In setting the problem, the member faces a trade-off between the importance given to the stability of payments during the accumulation phase and the achievement of the desired annuity at retirement. We derive closed-form solutions via dynamic programming and prove that (i) the optimal fund never reaches the target final fund, (ii) the optimal amount invested in the risky asset is positive, and (iii) the optimal AVC is higher than the target one. We run numerical simulations to allow for different member’s preferences, and perform sensitivity analyses to assess the controls’ robustness.
{"title":"Optimal additional voluntary contribution in DC pension schemes to manage inadequacy risk","authors":"Henrique Ferreira Morici, Elena Vigna","doi":"10.1007/s10203-024-00451-3","DOIUrl":"https://doi.org/10.1007/s10203-024-00451-3","url":null,"abstract":"<p>In defined contribution pension schemes the member bears the investment risk and her main concern is to obtain an inadequate fund at retirement. To address inadequacy risk, flexibility is often given to the member to pay additional voluntary contributions (AVCs) into the fund. In many countries the AVC schemes allow members of the workplace pension plan to increase the amount of retirement benefits by paying extra contributions. In this paper, we define a target-based optimization problem where the member of an AVC scheme can choose at any time the investment strategy and the AVCs to the fund. In setting the problem, the member faces a trade-off between the importance given to the stability of payments during the accumulation phase and the achievement of the desired annuity at retirement. We derive closed-form solutions via dynamic programming and prove that (i) the optimal fund never reaches the target final fund, (ii) the optimal amount invested in the risky asset is positive, and (iii) the optimal AVC is higher than the target one. We run numerical simulations to allow for different member’s preferences, and perform sensitivity analyses to assess the controls’ robustness.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"8 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140929580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We propose a model with economic and environmental domains that interact with each other. The economic sphere is described by a Solow growth model, in which productivity is not exogenous but negatively affected by the stock of pollution that stems from the production process. A regulator can charge a tax on production, and the resources collected from taxation are used to reduce pollution. The resulting model consists of a two dimensional discrete dynamical system, and we study the role of taxation from both a static and a dynamical point of view. The focus is on the determination of the conditions under which taxation has a positive effect on the environment and leads to economic growth. Moreover, we show that a suitable environmental policy can allow recovering both local and global stability of the steady states. On the contrary, we show that, if the policy is not adequate, the system can exhibit endogenous oscillating and chaotic behavior and multistability phenomena.
{"title":"The role of taxation in an integrated economic-environmental model: a dynamical analysis","authors":"Fausto Cavalli, Alessandra Mainini, Daniela Visetti","doi":"10.1007/s10203-024-00449-x","DOIUrl":"https://doi.org/10.1007/s10203-024-00449-x","url":null,"abstract":"<p>We propose a model with economic and environmental domains that interact with each other. The economic sphere is described by a Solow growth model, in which productivity is not exogenous but negatively affected by the stock of pollution that stems from the production process. A regulator can charge a tax on production, and the resources collected from taxation are used to reduce pollution. The resulting model consists of a two dimensional discrete dynamical system, and we study the role of taxation from both a static and a dynamical point of view. The focus is on the determination of the conditions under which taxation has a positive effect on the environment and leads to economic growth. Moreover, we show that a suitable environmental policy can allow recovering both local and global stability of the steady states. On the contrary, we show that, if the policy is not adequate, the system can exhibit endogenous oscillating and chaotic behavior and multistability phenomena.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"20 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140941921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-21DOI: 10.1007/s10203-024-00442-4
Alessandro Sbuelz
I study the exact percentage price reaction (in absolute value) to changes in the short rate for long-lived assets in a tractable long-run risk equilibrium model with fluctuating expected growth rates. Calibration reveals that, under time-additive expected utility, perpetuities with constant coupons exhibit a larger effective duration than the absolute value of the stock price logarithmic derivative due to a mild positive comovement between short rates and expected dividend growth. Conversely, under Epstein-Zin preferences with unit elasticity of intertemporal substitution, the perpetuity’s effective duration is smaller due to a pronounced positive comovement between short rates and expected dividend growth. My findings suggest that strong persistence in fundamentals contributes to non-linearities in the equilibrium log prices of long-lived assets. (JEL Classification Code: G12). Keywords: equilibrium short rate, long-run risk, effective duration, stock pricing, perpetuity/consol pricing.
{"title":"Equilibrium asset pricing with short rate risk","authors":"Alessandro Sbuelz","doi":"10.1007/s10203-024-00442-4","DOIUrl":"https://doi.org/10.1007/s10203-024-00442-4","url":null,"abstract":"<p>I study the exact percentage price reaction (in absolute value) to changes in the short rate for long-lived assets in a tractable long-run risk equilibrium model with fluctuating expected growth rates. Calibration reveals that, under time-additive expected utility, perpetuities with constant coupons exhibit a larger effective duration than the absolute value of the stock price logarithmic derivative due to a mild positive comovement between short rates and expected dividend growth. Conversely, under Epstein-Zin preferences with unit elasticity of intertemporal substitution, the perpetuity’s effective duration is smaller due to a pronounced positive comovement between short rates and expected dividend growth. My findings suggest that strong persistence in fundamentals contributes to non-linearities in the equilibrium log prices of long-lived assets. (JEL Classification Code: G12). Keywords: equilibrium short rate, long-run risk, effective duration, stock pricing, perpetuity/consol pricing.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"29 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140630806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-16DOI: 10.1007/s10203-024-00445-1
Sema Coskun, Ralf Korn
In this study, we provide a simple one period mean-field-games setting for the joint optimal trading problem for electricity producers in the electricity markets. Based on the Markowitz mean-variance approach from stock trading, we consider a decision problem of an electricity provider when determining the optimal fractions of production that should be traded in the day-ahead and in the intraday markets. Moreover, all such providers are related by a ranking criterion and each one wants to perform as good as possible in this ranking. We first start with a simple model where only the price risk in the intraday market is present and subsequently extend the problem to the cases involving either production and/or demand uncertainty. The key technique is to reduce the optimality conditions to a first order non-linear ordinary differential equation. We will illustrate our findings by various numerical examples. Our findings will in particular be important for electricity producers using renewable resources.
{"title":"A mean field game model for optimal trading in the intraday electricity market","authors":"Sema Coskun, Ralf Korn","doi":"10.1007/s10203-024-00445-1","DOIUrl":"https://doi.org/10.1007/s10203-024-00445-1","url":null,"abstract":"<p>In this study, we provide a simple one period mean-field-games setting for the joint optimal trading problem for electricity producers in the electricity markets. Based on the Markowitz mean-variance approach from stock trading, we consider a decision problem of an electricity provider when determining the optimal fractions of production that should be traded in the day-ahead and in the intraday markets. Moreover, all such providers are related by a ranking criterion and each one wants to perform as good as possible in this ranking. We first start with a simple model where only the price risk in the intraday market is present and subsequently extend the problem to the cases involving either production and/or demand uncertainty. The key technique is to reduce the optimality conditions to a first order non-linear ordinary differential equation. We will illustrate our findings by various numerical examples. Our findings will in particular be important for electricity producers using renewable resources.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"71 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140617877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This study addresses a research gap in quantitative modeling framework and scenario analysis for the risk management of stable value fund wraps, a crucial segment of the U.S. financial market with over USD $400 billion in assets. In this paper, we present an asset–liability model that encompasses an innovative approach to modeling the assets of fixed-income funds coupled with a liability model backed by empirical analysis on a unique data set covering 80% of the stand-alone plan sponsor market, contrasting with models based solely on regular deterministic cash flows and interest rate differences. Our model identifies and analyzes two critical risk scenarios from the insurer’s perspective: inflationary and yield spike. Our approach demonstrates that the tail risk of wraps, used as an economic capital measure, is sensitive to characteristic parameters of the fund, such as the duration, portfolio composition and credit quality of assets. This finding significantly differs from U.S. regulatory approaches like the NAIC’s, which often result in a zero capital requirement. These findings reveal limitations in current actuarial risk and profitability metrics for U.S. insurers and argue that a more sophisticated risk model reproducing the two critical scenarios is necessary.
{"title":"Risk assessment for synthetic GICs: a quantitative framework for asset–liability management","authors":"Behzad Alimoradian, Jeffrey Jakubiak, Stéphane Loisel, Yahia Salhi","doi":"10.1007/s10203-024-00443-3","DOIUrl":"https://doi.org/10.1007/s10203-024-00443-3","url":null,"abstract":"<p>This study addresses a research gap in quantitative modeling framework and scenario analysis for the risk management of stable value fund wraps, a crucial segment of the U.S. financial market with over USD $400 billion in assets. In this paper, we present an asset–liability model that encompasses an innovative approach to modeling the assets of fixed-income funds coupled with a liability model backed by empirical analysis on a unique data set covering 80% of the stand-alone plan sponsor market, contrasting with models based solely on regular deterministic cash flows and interest rate differences. Our model identifies and analyzes two critical risk scenarios from the insurer’s perspective: inflationary and yield spike. Our approach demonstrates that the tail risk of wraps, used as an economic capital measure, is sensitive to characteristic parameters of the fund, such as the duration, portfolio composition and credit quality of assets. This finding significantly differs from U.S. regulatory approaches like the NAIC’s, which often result in a zero capital requirement. These findings reveal limitations in current actuarial risk and profitability metrics for U.S. insurers and argue that a more sophisticated risk model reproducing the two critical scenarios is necessary.\u0000</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"6 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140597846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-10DOI: 10.1007/s10203-024-00436-2
Alfio Giarlotta, Angelo Petralia
This note in the Milestones series is dedicated to the paper “A Behavioral Model of Rational Choice”, written by Herbert Simon and published in 1955 on the Quarterly Journal of Economics.
{"title":"Simon’s bounded rationality","authors":"Alfio Giarlotta, Angelo Petralia","doi":"10.1007/s10203-024-00436-2","DOIUrl":"https://doi.org/10.1007/s10203-024-00436-2","url":null,"abstract":"<p>This note in the <i>Milestones</i> series is dedicated to the paper <i>“A Behavioral Model of Rational Choice”</i>, written by Herbert Simon and published in 1955 on the Quarterly Journal of Economics.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"6 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140597842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-09DOI: 10.1007/s10203-024-00444-2
Riccardo Cambini, Giovanna D’Inverno
The aim of this paper is to deepen the study of solution methods for rank-two nonconvex problems with polyhedral feasible region, expressed by means of equality, inequality and box constraints, and objective function in the form of (phi left( c^Tx+c_0,frac{d^Tx+d_0}{b^Tx+b_0}right) ) or (bar{phi }left( frac{bar{c}^Ty+bar{c}_0}{a^Ty+a_0}, frac{d^Ty+d_0}{b^Ty+b_0}right) ). These problems arise in bicriteria programs, quantitative management science, data envelopment analysis, efficiency analysis and performance measurement. Theoretical results are proved and applied to propose a solution algorithm. Computational results are provided, comparing various splitting criteria.
本文旨在深化对具有多面体可行区域的秩二非凸问题求解方法的研究,该问题通过等式、不等式和盒式约束来表示、and objective function in the form of (phi left( c^Tx+c_0,frac{d^Tx+d_0}{b^Tx+b_0}right) ) or (bar{phi }left( frac{bar{c}^Ty+bar{c}_0}{a^Ty+a_0}, frac{d^Ty+d_0}{b^Ty+b_0}right) )。这些问题出现在双标准方案、定量管理科学、数据包络分析、效率分析和绩效测量中。理论结果得到了证明,并应用于提出一种求解算法。提供了计算结果,比较了各种分割标准。
{"title":"Rank-two programs involving linear fractional functions","authors":"Riccardo Cambini, Giovanna D’Inverno","doi":"10.1007/s10203-024-00444-2","DOIUrl":"https://doi.org/10.1007/s10203-024-00444-2","url":null,"abstract":"<p>The aim of this paper is to deepen the study of solution methods for rank-two nonconvex problems with polyhedral feasible region, expressed by means of equality, inequality and box constraints, and objective function in the form of <span>(phi left( c^Tx+c_0,frac{d^Tx+d_0}{b^Tx+b_0}right) )</span> or <span>(bar{phi }left( frac{bar{c}^Ty+bar{c}_0}{a^Ty+a_0}, frac{d^Ty+d_0}{b^Ty+b_0}right) )</span>. These problems arise in bicriteria programs, quantitative management science, data envelopment analysis, efficiency analysis and performance measurement. Theoretical results are proved and applied to propose a solution algorithm. Computational results are provided, comparing various splitting criteria.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"6 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140597850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-28DOI: 10.1007/s10203-024-00434-4
Abstract
Traditional stochastic mortality models tend to extrapolate, to focus on identifying trends in mortality without explaining them. Those that do link mortality with other variables usually limit themselves to GDP. This article presents a novel stochastic mortality model that incorporates a wide range of variables related to economic, environmental and lifestyle factors to predict mortality. The model uses principal components derived from these variables, extending the Niu and Melenberg (Demography 51(5):1755–1773, 2014) model to variables other than GDP, and is applied to 37 countries from the Human Mortality Database. Model fit is superior to the Lee–Carter model for 18 countries. The forecasting accuracy of the proposed model is better than that of the Niu–Melenberg model for half of the countries analyzed under various jump-off years. The model highlights the importance of economic prosperity and healthy lifestyle choices in improving lifespan, while the effect of environmental variables is mixed. By clarifying the specific contributions of different factors and thus making trade-offs explicit, the model is designed to facilitate scenario building and policy planning.
{"title":"Modeling and forecasting mortality with economic, environmental and lifestyle variables","authors":"","doi":"10.1007/s10203-024-00434-4","DOIUrl":"https://doi.org/10.1007/s10203-024-00434-4","url":null,"abstract":"<h3>Abstract</h3> <p>Traditional stochastic mortality models tend to extrapolate, to focus on identifying trends in mortality without explaining them. Those that do link mortality with other variables usually limit themselves to GDP. This article presents a novel stochastic mortality model that incorporates a wide range of variables related to economic, environmental and lifestyle factors to predict mortality. The model uses principal components derived from these variables, extending the Niu and Melenberg (Demography 51(5):1755–1773, 2014) model to variables other than GDP, and is applied to 37 countries from the Human Mortality Database. Model fit is superior to the Lee–Carter model for 18 countries. The forecasting accuracy of the proposed model is better than that of the Niu–Melenberg model for half of the countries analyzed under various jump-off years. The model highlights the importance of economic prosperity and healthy lifestyle choices in improving lifespan, while the effect of environmental variables is mixed. By clarifying the specific contributions of different factors and thus making trade-offs explicit, the model is designed to facilitate scenario building and policy planning.</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"54 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140597845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-27DOI: 10.1007/s10203-024-00438-0
Gian Paolo Clemente, Susanna Levantesi, Gabriella Piscopo
The evolution of digital technologies is reshaping consumer habits and needs, driving process automation, and giving rise to innovative business models like Insurtech. Peer-to-peer (P2P) insurance is emerging as part of this trend. P2P involves purchasing an insurance policy by sharing the risk with a group of peers. This group transparently monitors real-time savings and tracks claims filed by its members. At the policy’s expiration, if the actual risk is lower than anticipated, the peers receive a partial refund of their premium. This paper introduces a model to determine the entry price in a broker-based P2P scheme using a cooperative game approach. We employ the Shapley Value method to distribute the risk among participants. Numerical examples are included for illustration and discussion.
{"title":"Risk sharing rule and safety loading in a peer to peer cooperative insurance model","authors":"Gian Paolo Clemente, Susanna Levantesi, Gabriella Piscopo","doi":"10.1007/s10203-024-00438-0","DOIUrl":"https://doi.org/10.1007/s10203-024-00438-0","url":null,"abstract":"<p>The evolution of digital technologies is reshaping consumer habits and needs, driving process automation, and giving rise to innovative business models like Insurtech. Peer-to-peer (P2P) insurance is emerging as part of this trend. P2P involves purchasing an insurance policy by sharing the risk with a group of peers. This group transparently monitors real-time savings and tracks claims filed by its members. At the policy’s expiration, if the actual risk is lower than anticipated, the peers receive a partial refund of their premium. This paper introduces a model to determine the entry price in a broker-based P2P scheme using a cooperative game approach. We employ the Shapley Value method to distribute the risk among participants. Numerical examples are included for illustration and discussion.\u0000</p>","PeriodicalId":43711,"journal":{"name":"Decisions in Economics and Finance","volume":"234 1","pages":""},"PeriodicalIF":1.1,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140323564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}