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Quality-adjusted life year

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The quality-adjusted life year ( QALY ) is a generic measure of disease burden , including both the quality and the quantity of life lived. It is used in economic evaluation to assess the value of medical interventions. One QALY equates to one year in perfect health. QALY scores range from 1 (perfect health) to 0 (dead). QALYs can be used to inform health insurance coverage determinations, treatment decisions, to evaluate programs, and to set priorities for future programs.

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66-489: Critics argue that the QALY oversimplifies how actual patients would assess risks and outcomes, and that its use may restrict patients with disabilities from accessing treatment. Proponents of the measure acknowledge that the QALY has some shortcomings, but that its ability to quantify tradeoffs and opportunity costs from the patient, and societal perspective make it a critical tool for equitably allocating resources. A measure of

132-518: A B.A. , summa cum laude , and a Ph.D. in economics from Harvard University . Early in his career, he was one of the " whiz kids " assembled by Defense Secretary Robert S. McNamara to apply cutting-edge analysis to Cold War military strategy. He is married to Sally H. Zeckhauser. He is the author or co-author of many books and over 300 peer-reviewed articles. His most significant works focus on risk management, decision sciences, investment, and policy-making under uncertainty. Zeckhauser introduced

198-452: A QALY-based system could exacerbate racial disparities in medicine because there is no consideration of genetic background, demographics, or comorbidities that may be elevated in minority racial groups that do not have as much weight in the consideration of the average year of perfect health. Critics have also noted that QALY only considers the quality of life when patients may choose to suffer negative side-effects to live long enough to attend

264-589: A business. In this case, where the revenue is not enough to cover the opportunity costs, the chosen option may not be the best course of action. When economic profit is zero, all the explicit and implicit costs (opportunity costs) are covered by the total revenue and there is no incentive for reallocation of the resources. This condition is known as normal profit . Several performance measures of economic profit have been derived to further improve business decision-making such as risk-adjusted return on capital (RAROC) and economic value added (EVA) , which directly include

330-434: A company abandons a certain component or stops processing a certain product, the sunk cost usually includes fixed costs such as rent for equipment and wages, but it also includes variable costs due to changes in time or materials. Usually, fixed costs are more likely to constitute sunk costs. Generally speaking, the stronger the liquidity, versatility, and compatibility of the asset, the less its sunk cost will be. A scenario

396-491: A comparative advantage over, it maximises its output since the opportunity cost of its production is lower than its competitors. By focusing on specialising this way, it also maximises its level of consumption. Similar to the way people make decisions, governments frequently have to take opportunity cost into account when passing legislation. The potential cost at the government level is fairly evident when we look at, for instance, government spending on war. Assume that entering

462-438: A full year as much as they value living for half a year in perfect health (0.5 years × 1 Utility). Therefore, calculating a QALY requires two inputs. One is the utility value (or utility weight) associated with a given state of health by the years lived in that state. The underlying measure of utility is derived from clinical trials, and studies that measure how people feel in these specific states of health. The way they feel in

528-613: A high QALY score. Treatments for quadriplegics, patients with multiple sclerosis, or other disabilities are valued less under a QALY-based system. Critics also argue that a QALY-based system would limit research on treatments for rare disorders because the upfront costs of the treatments tend to be higher. Officials in the United Kingdom were forced to create the Cancer Drugs Fund to pay for new drugs regardless of their QALY rating because innovation had stalled since NICE

594-401: A milestone event, such as a wedding or graduation. The Rule of rescue and immoral or "inhuman acting" are frequently used arguments to ignore cost-effectiveness analysis and the use of QALYs. Especially during the 2020/2021 Covid-19 pandemic, national responses represented a massive form of applying the 'rule of rescue' and disregard of cost-effectiveness analysis (see e.g. Utilitarianism and

660-446: A nation, organisation or individual can produce a product or service at a relatively lower opportunity cost compared to its competitors, it is said to have a comparative advantage . In other words, a country has comparative advantage if it gives up less of a resource to make the same number of products as the other country that has to give up more. Using the simple example in the image, to make 100 tonnes of tea, Country A has to give up

726-434: A person getting 100% of the value for that year. A year lived in a less than perfect state of health can also be expressed as the amount of value accrued to the person living it. For example, 1 year of life lived in a situation with utility 0.5 yields 0.5 QALYs—a person experiencing this state is getting only 50% of the possible value of that year. In other words, they value the experience of being in less than perfect health for

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792-452: A plane, it costs a lot of money, but when you build the 100th plane, the cost will be much lower. When building a new aircraft, the materials used may be more useful, so make as many aircraft as possible from as few materials as possible to increase the margin of profit. Marginal cost is abbreviated MC or MPC. Marginal cost: The increase in cost caused by an additional unit of production is called marginal cost. By definition, marginal cost (MC)

858-484: A project, without exchanging cash. This could include a small business owner not taking any salary in the beginning of their tenure as a way for the business to be more profitable. As implicit costs are the result of assets, they are also not recorded for the use of accounting purposes because they do not represent any monetary losses or gains. In terms of factors of production , implicit opportunity costs allow for depreciation of goods, materials and equipment that ensure

924-456: A quantified opportunity cost to aid businesses in risk management and optimal allocation of resources. Opportunity cost, as such, is an economic concept in economic theory which is used to maximise value through better decision-making. In accounting, collecting, processing, and reporting information on activities and events that occur within an organization is referred to as the accounting cycle. To encourage decision-makers to efficiently allocate

990-486: A state of perfect health equates to a value of 1 (or 100%). Death is assigned a utility of 0 (or 0%), and in some circumstances it is possible to accrue negative QALYs to reflect health states deemed "worse than dead." The value people perceive in less than perfect states of health are expressed as a fraction between 0 and 1. The second input is the amount of time people live in various states of health. This information usually comes from clinical trials. The QALY calculation

1056-467: A war would cost the government $ 840 billion. They are thereby prevented from using $ 840 billion to fund healthcare, education, or tax cuts or to diminish by that sum any budget deficit. In regard to this situation, the explicit costs are the wages and materials needed to fund soldiers and required equipment whilst an implicit cost would be the time that otherwise employed personnel will be engaged in war. Another example of opportunity cost at government level

1122-566: A wheelchair). They concluded that: ECHOUTCOME also released "European Guidelines for Cost-Effectiveness Assessments of Health Technologies", which recommended not using QALYs in healthcare decision making. Instead, the guidelines recommended that cost-effectiveness analyses focus on "costs per relevant clinical outcome." In response to the ECHOUTCOME study, representatives of the National Institute for Health and Care Excellence,

1188-602: Is assumed that the market has produced the maximum outcome associated with the Pareto partial order. As a result, the opportunity cost increases when other patients cannot be admitted to the ICU due to a shortage of beds. Richard Zeckhauser Richard Jay Zeckhauser (born 1940) is an American economist and the Frank P. Ramsey Professor of Political Economy at Harvard Kennedy School at Harvard University . Zeckhauser holds

1254-499: Is chosen". As a representation of the relationship between scarcity and choice, the objective of opportunity cost is to ensure efficient use of scarce resources. It incorporates all associated costs of a decision, both explicit and implicit . Thus, opportunity costs are not restricted to monetary or financial costs: the real cost of output forgone , lost time, pleasure, or any other benefit that provides utility should also be considered an opportunity cost. Explicit costs are

1320-429: Is equal to the change in total cost (△TC) divided by the corresponding change in output (△Q): MC(Q) = △TC(Q)/△Q or, taking the limit as △Q goes to zero, MC(Q) = lim(△Q→0) △TC(Q)/△Q = dTC/dQ. In theory marginal costs represent the increase in total costs (which include both constant and variable costs) as output increases by 1 unit. The phrase "adjustment costs" gained significance in macroeconomic studies, referring to

1386-458: Is given below: A company used $ 5,000 for marketing and advertising on its music streaming service to increase exposure to the target market and potential consumers. In the end, the campaign proved unsuccessful. The sunk cost for the company equates to the $ 5,000 that was spent on the market and advertising means. This expense is to be ignored by the company in its future decisions and highlights that no additional investment should be made. Despite

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1452-501: Is more efficient and has an absolute advantage over wool production, even if it does not have a comparative advantage because it has a higher opportunity cost (5 tonnes of tea). Absolute advantage refers to how efficiently resources are used whereas comparative advantage refers to how little is sacrificed in terms of opportunity cost. When a country produces what it has the comparative advantage of, even if it does not have an absolute advantage, and trades for those products it does not have

1518-439: Is possible to express the agent's preferences about couples (number of life years/health state), by an interval (Neumannian) utility function. This utility function would be equal to the product of an interval utility function on "life years", and an interval utility function on "health state". According to Pliskin et al., the QALY model requires utility independent, risk neutral , and constant proportional tradeoff behavior. For

1584-524: Is simple: the change in utility value induced by the treatment is multiplied by the duration of the treatment effect to provide the number of QALYs gained. QALYs can then be incorporated with medical costs to arrive at a final common denominator of cost/QALY. This parameter can be used to compare the cost-effectiveness of any treatment. The utility values used in QALY calculations are generally determined by methods that measure people's willingness to trade time in different health states, such as those proposed in

1650-687: Is the effects of the Covid-19 pandemic. Governmental responses to the COVID-19 epidemic have resulted in considerable economic and social consequences, both implicit and apparent. Explicit costs are the expenses that the government incurred directly as a result of the pandemic which included $ 4.5 billion dollars on medical bills, vaccine distribution of over $ 17 billion dollars, and economic stimulus plans that cost $ 189 billion dollars. These costs, which are often simpler to measure, resulted in greater public debt, decreased tax income, and increased expenditure by

1716-411: Is to aid in better business decision-making through the inclusion of opportunity costs. In this way, a business can evaluate whether its decision and the allocation of its resources is cost-effective or not and whether resources should be reallocated. Economic profit does not indicate whether or not a business decision will make money. It signifies if it is prudent to undertake a specific decision against

1782-487: Is to give an account of a company's fiscal performance, typically reported on in quarters and annually. As such, accounting principles focus on tangible and measurable factors associated with operating a business such as wages and rent, and thus, do not "infer anything about relative economic profitability". Opportunity costs are not considered in accounting profits as they have no purpose in this regard. The purpose of calculating economic profits (and thus, opportunity costs)

1848-609: The Journal of Health Economics : Another way of determining the weight associated with a particular health state is to use standard descriptive systems such as the EuroQol Group's EQ-5D questionnaire, which categorizes health states according to five dimensions: mobility, self-care, usual activities (e.g. work, study, homework or leisure activities), pain/discomfort and anxiety/depression. Data on medical costs are often combined with QALYs in cost-utility analysis to estimate

1914-589: The National Health Service , used "£ per QALY" to evaluate their utility since its founding in 1999. In 1989, the state of Oregon attempted to reform its Medicaid system by incorporating the QALY metric. This was found to be discriminatory, and in violation of the Americans with Disabilities Act in 1992. Louis W. Sullivan , the Secretary of Health and Human Services at the time, criticized

1980-605: The Scottish Medicines Consortium , and the Organisation for Economic Co-operation and Development made the following points. While supporters laud QALY's efficiency, critics argue that use of QALY can cause medical inefficiencies because a less-effective, cheaper drug may be approved based on its QALY calculation. The use of QALYs has been criticized by disability advocates because otherwise healthy individuals cannot return to full health or achieve

2046-494: The opportunity cost of a choice is the value of the best alternative forgone where, given limited resources , a choice needs to be made between several mutually exclusive alternatives. Assuming the best choice is made, it is the "cost" incurred by not enjoying the benefit that would have been had if the second best available choice had been taken instead. The New Oxford American Dictionary defines it as "the loss of potential gain from other alternatives when one alternative

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2112-514: The allocation of scarce resources, premised on improving the health of the population. However, the opportunity cost of implementing policies to the sector has limited impact in the health sector. Patients with severe symptoms of COVID-19 require close monitoring in the ICU and in therapeutic ventilator support, which is key to treating the disease. In this case, scarce resources include bed days, ventilation time, and therapeutic equipment. Temporary excess demand for hospital beds from patients exceeds

2178-510: The cost of the assets must be included in the cash outflow at the current market price. Even though the asset does not result in a cash outflow, it can be sold or leased in the market to generate income and be employed in the project's cash flow. The money earned in the market represents the opportunity cost of the asset utilized in the business venture. As a result, opportunity costs must be incorporated into project planning to avoid erroneous project evaluations. Only those costs directly relevant to

2244-564: The cost-per-QALY associated with a health care intervention. This parameter can be used to develop a cost-effectiveness analysis of any treatment. This incremental cost-effectiveness ratio (ICER) can then be used to allocate healthcare resources, often using a threshold approach. In the United Kingdom , the National Institute for Health and Care Excellence (NICE), which advises on the use of health technologies within

2310-476: The data used to calculate QALYs (e.g., by using different survey instruments); "using well-being to value outcomes" (e.g., by developing a "well-being-adjusted life-year"; and by value outcomes in monetary terms. In 2018 HM Treasury set a discount rate of 1.5% for QALYs, which is lower than the discount rates for other costs and benefits, because the QALY is a direct utility measure. Related units: Other: Opportunity cost In microeconomic theory ,

2376-448: The direct costs of an action (business operating costs or expenses), executed through either a cash transaction or a physical transfer of resources. In other words, explicit opportunity costs are the out-of-pocket costs of a firm, that are easily identifiable. This means explicit costs will always have a dollar value and involve a transfer of money, e.g. paying employees. With this said, these particular costs can easily be identified under

2442-441: The expenses a company bears when altering its production levels in response to fluctuations in demand and/or input costs. These costs may encompass those related to acquiring, setting up, and mastering new capital equipment, as well as costs tied hiring, dismissing, and training employees to modify production. We use "adjustment costs" to describe shifts in the firm's product nature rather than merely changes in output volume. We expand

2508-626: The expenses of a firm's income statement and balance sheet to represent all the cash outflows of a firm. Examples are as follows: Scenarios are as follows: Implicit costs (also referred to as implied, imputed or notional costs) are the opportunity costs of utilising resources owned by the firm that could be used for other purposes. These costs are often hidden to the naked eye and are not made known. Unlike explicit costs, implicit opportunity costs correspond to intangibles . Hence, they cannot be clearly identified, defined or reported. This means that they are costs that have already occurred within

2574-420: The fact that sunk costs should be ignored when making future decisions, people sometimes make the mistake of thinking sunk cost matters. This is sunk cost fallacy . Example: Steven bought a game for $ 100, but when he started to play it, he found it was boring rather than interesting. But Steven thinks he paid $ 100 for the game, so he has to play it through. Sunk cost: $ 100 and the cost of the time spent playing

2640-417: The game. Analysis: Steven spent $ 100 hoping to complete the whole game experience, and the game is an entertainment activity, but there is no pleasure during the game, which is already low efficiency, but Steven also chose to waste time. So it is adding more cost. The concept of marginal cost in economics is the incremental cost of each new product produced for the entire product line. For example, if you build

2706-412: The government. The opportunity costs associated with the epidemic, including lost productivity, slower economic growth, and weakened social cohesiveness, are known as implicit costs. Even while these costs might be more challenging to estimate, they are nevertheless crucial to comprehending the entire scope of the pandemic's effects. For instance, the implementation of lockdowns and other limitations to stop

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2772-606: The health spectrum (indeed, some health economists have incorporated negative values into calculations). Determining the level of health depends on measures that some argue place disproportionate importance on physical pain or disability over mental health. The method of ranking interventions on grounds of their cost per QALY gained ratio (or ICER ) is controversial because it implies a quasi- utilitarian calculus to determine who will or will not receive treatment. However, its supporters argue that since health care resources are inevitably limited, this method enables them to be allocated in

2838-570: The idea of length of life adjusted by indices of functionality or health. A 1976 article by Zeckhauser and Shepard was the first appearance in print of the term. QALYs were later promoted through medical technology assessments conducted by the US Congress Office of Technology Assessment . In 1980, Pliskin et al. justified the QALY indicator using multiattribute utility theory: if a set of conditions pertaining to agent preferences on life years and quality of life are verified, then it

2904-466: The insignificance of sunk costs then understand that the "consequences of choices cannot influence choice itself". From the traceability source of costs, sunk costs can be direct costs or indirect costs. If the sunk cost can be summarized as a single component, it is a direct cost; if it is caused by several products or departments, it is an indirect cost. Analyzing from the composition of costs, sunk costs can be either fixed costs or variable costs. When

2970-400: The measurement and computation of such data. In accounting, it is common practice to refer to the opportunity cost of a decision (option) as a cost. The discounted cash flow method has surpassed all others as the primary method of making investment decisions, and opportunity cost has surpassed all others as an essential metric of cash outflow in making investment decisions. For various reasons,

3036-502: The more general case of a life time health profile (i.e., experiencing more than one health state during the remaining years of life), the utility of a life time health profile must equal the sum of single-period utilities. Because of these theoretical assumptions, the meaning and usefulness of the QALY is debated. Perfect health is difficult, if not impossible, to define. Some argue that there are health states worse than being dead, and that therefore there should be negative values possible on

3102-587: The notion of adjustment costs in this manner because, to reposition itself in the market relative to rivals, a company usually needs to alter crucial features of its goods or services to enhance competition based on differentiation or cost. In line with the conventional concept, the adjustment costs experienced during repositioning may involve expenses linked to the reassignment of capital and/or labor resources. However, they might also include costs from other areas, such as changes in organizational abilities, assets, and expertise. The main objective of accounting profits

3168-507: The number of bed days provided by the health system. The increased demand for days in bed is due to the fact that infected hospitalized patients stay in bed longer, shifting the demand curve to the right (see curve D2 in Graph1.11). The number of bed days provided by the health system may be temporarily reduced as there may be a shortage of beds due to the widespread spread of the virus. If this situation becomes unmanageable, supply decreases and

3234-487: The operations of a company. Examples of implicit costs regarding production are mainly resources contributed by a business owner which includes: Scenarios are as follows: Sunk costs (also referred to as historical costs) are costs that have been incurred already and cannot be recovered. As sunk costs have already been incurred, they remain unchanged and should not influence present or future actions or decisions regarding benefits and costs. Decision makers who recognise

3300-456: The opportunity cost is critical in this form of estimation. First and foremost, the discounted rate applied in DCF analysis is influenced by an opportunity cost, which impacts project selection and the choice of a discounting rate. Using the firm's original assets in the investment means there is no need for the enterprise to utilize funds to purchase the assets, so there is no cash outflow. However,

3366-412: The opportunity of undertaking a different decision. As shown in the simplified example in the image, choosing to start a business would provide $ 10,000 in terms of accounting profits. However, the decision to start a business would provide −$ 30,000 in terms of economic profits, indicating that the decision to start a business may not be prudent as the opportunity costs outweigh the profit from starting

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3432-498: The other hand, to make 1 tonne of wool, Country A has to give up 5 tonnes of tea, while Country B would need to give up 0.3 tonnes of tea, so Country B has a comparative advantage over the production of wool. Absolute advantage on the other hand refers to how efficiently a party can use its resources to produce goods and services compared to others, regardless of its opportunity costs. For example, if Country A can produce 1 tonne of wool using less manpower compared to Country B, then it

3498-703: The pandemic ). Both the Rule of rescue and immoral behavior are heavily attacked by Shepley Orr and Jonathan Wolff in their 2014 article "Reconciling cost-effectiveness with the rule of rescue: the institutional division of moral labor". They argued that the "Rule of rescue" is the result of wrong reasoning, and that cost-effectiveness reasoning with the aid of QALYs always leads to moral superior outcomes and optimal public health outcome, although not always perfect, given constraints of resources. The UK Medical Research Council and others are exploring improvements to or replacements for QALYs. Among other possibilities are extending

3564-497: The pandemic, while others have almost gone bankrupt. One of the sectors most impacted by the COVID-19 pandemic is the public and private health system. Opportunity cost is the concept of ensuring efficient use of scarce resources, a concept that is central to health economics . The massive increase in the need for intensive care has largely limited and exacerbated the department's ability to address routine health problems. The sector must consider opportunity costs in decisions related to

3630-441: The plan by stating that "Oregon's plan in substantial part values the life of a person with a disability less than the life of a person without a disability." The first mention of Quality Adjusted Life Years appeared in a doctoral thesis at Harvard University by Joseph S. Pliskin (1974). The need to consider quality of life is credited to work by Klarman et al. (1968), Fanshel and Bush (1970) and Torrance et al. (1972) who suggested

3696-418: The production of 20 tonnes of wool which means for every 1 tonne of tea produced, 0.2 tonnes of wool has to be forgone. Meanwhile, to make 30 tonnes of tea, Country B needs to sacrifice the production of 100 tonnes of wool, so for each tonne of tea, 3.3 tonnes of wool is forgone. In this case, Country A has a comparative advantage over Country B for the production of tea because it has a lower opportunity cost. On

3762-488: The project will be considered in making the investment choice, and all other costs will be excluded from consideration. Modern accounting also incorporates the concept of opportunity cost into the determination of capital costs and capital structure of businesses, which must compute the cost of capital invested by the owner as a function of the ratio of human capital . In addition, opportunity costs are employed to determine to price for asset transfers between industries. When

3828-416: The resources they have (or those who have trusted them), this information is being shared with them. As a result, the role of accounting has evolved in tandem with the rise of economic activity and the increasing complexity of economic structure. Accounting is not only the gathering and calculation of data that impacts a choice, but it also delves deeply into the decision-making activities of businesses through

3894-621: The same absolute increase in utility. As early as 1989, Loomes and McKenzie recommended that research be conducted concerning the validity of QALYs. In 2010, with funding from the European Commission , the European Consortium in Healthcare Outcomes and Cost-Benefit Research (ECHOUTCOME) began a major study on QALYs as used in health technology assessment . Ariel Beresniak , the study's lead author,

3960-408: The spread of the virus resulted in a $ 158 billion dollar loss due to decreased economic activity, job losses, and a rise in mental health issues. The impact of the Covid-19 pandemic that broke out in recent years on economic operations is unavoidable, the economic risks are not symmetrical, and the impact of Covid-19 is distributed differently in the global economy. Some industries have benefited from

4026-475: The state of health of a person or group in which the benefits, in terms of length of life, are adjusted to reflect the quality of life. One quality-adjusted life year (QALY) is equal to 1 year of life in perfect health. It combines two different benefits of treatment—length of life and quality of life—into a single number that can be compared across different types of treatments. For example, one year lived in perfect health equates to 1 QALY. This can be interpreted as

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4092-482: The supply curve shifts to the left (curve S2 in Graph1.11). A perfect competition model can be used to express the concept of opportunity cost in the health sector. In perfect competition, market equilibrium is understood as the point where supply and demand are exactly the same (points P and Q in Graph1.11). The balance is Pareto optimal equals marginal opportunity cost. Medical allocation may result in some people being better off and others worse off. At this point, it

4158-473: The term "ignorance" into decision-making under uncertainty, as in: there's "risk", "uncertainty", and outright "ignorance". His most recent book, with Peter Schuck, is Targeting in Social Programs. The book examines how and why to deploy scarce public resources to solve public problems. While he holds no formal office, he has long been an informal leader at Harvard Kennedy School and at Harvard. He

4224-582: The way that is approximately optimal for society, including most patients. Another concern is that it does not take into account equity issues such as the overall distribution of health states—particularly since younger, healthier cohorts have many times more QALYs than older or sicker individuals. As a result, QALY analysis may undervalue treatments which benefit the elderly or others with a lower life expectancy. Also, many would argue that all else being equal, patients with more severe illness should be prioritized over patients with less severe illness if both would get

4290-414: Was founded. At the time, one in seven drugs were turned down. Additionally there is a trend where QALY is getting position as a capital allocation tool although many sources and publications show that QALY has relatively significant gaps as formula and as organization management mechanism in healthcare The Partnership to Improve Patient Care, a group opposed to the adoption of QALY-based metrics, argued that

4356-588: Was quoted as saying that it was the "largest-ever study specifically dedicated to testing the assumptions of the QALY." In January 2013, at its final conference, ECHOUTCOME released preliminary results of its study which surveyed 1361 people "from academia" in Belgium, France, Italy and the UK. The researchers asked the subjects to respond to 14 questions concerning their preferences for various health states and durations of those states (e.g., 15 years limping versus 5 years in

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