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Wednesday, June 19, 2019

Comparison of the healthcare systems in Canada and the United States

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Health spending per capita, in $US PPP-adjusted , with the US and Canada compared amongst other first world nations.
 
Comparison of the healthcare systems in Canada and the United States is often made by government, public health and public policy analysts. The two countries had similar healthcare systems before Canada changed its system in the 1960s and 1970s. The United States spends much more money on healthcare than Canada, on both a per-capita basis and as a percentage of GDP. In 2006, per-capita spending for health care in Canada was US$3,678; in the U.S., US$6,714. The U.S. spent 15.3% of GDP on healthcare in that year; Canada spent 10.0%. In 2006, 70% of healthcare spending in Canada was financed by government, versus 46% in the United States. Total government spending per capita in the U.S. on healthcare was 23% higher than Canadian government spending, and U.S. government expenditure on healthcare was just under 83% of total Canadian spending (public and private) though these statistics don't take into account population differences.

Studies have come to different conclusions about the result of this disparity in spending. A 2007 review of all studies comparing health outcomes in Canada and the US in a Canadian peer-reviewed medical journal found that "health outcomes may be superior in patients cared for in Canada versus the United States, but differences are not consistent." Some of the noted differences were a higher life expectancy in Canada, as well as a lower infant mortality rate than the United States. 

One commonly cited comparison, the 2000 World Health Organization's ratings of "overall health service performance", which used a "composite measure of achievement in the level of health, the distribution of health, the level of responsiveness and fairness of financial contribution", ranked Canada 30th and the US 37th among 191 member nations. This study rated the US "responsiveness", or quality of service for individuals receiving treatment, as 1st, compared with 7th for Canada. However, the average life expectancy for Canadians was 80.34 years compared with 78.6 years for residents of the US.

The WHO's study methods were criticized by some analyses. While life-expectancy and infant mortality are commonly used in comparing nationwide health care, they are in fact affected by many factors other than the quality of a nation's health care system, including individual behavior and population makeup. A 2007 report by the Congressional Research Service carefully summarizes some recent data and noted the "difficult research issues" facing international comparisons.

Government involvement

In 2004, government funding of healthcare in Canada was equivalent to $1,893 per person. In the US, government spending per person was $2,728.

The Canadian healthcare system is composed of at least 10 mostly autonomous provincial healthcare systems that report to their provincial governments, and a federal system which covers the military and First Nations. This causes a significant degree of variation in funding and coverage within the country.

History

Canada and the US had similar healthcare systems in the early 1960s, but now have a different mix of funding mechanisms. Canada's universal single-payer healthcare system covers about 70% of expenditures, and the Canada Health Act requires that all insured persons be fully insured, without co-payments or user fees, for all medically necessary hospital and physician care. About 91% of hospital expenditures and 99% of total physician services are financed by the public sector. In the United States, with its mixed public-private system, 16% or 45 million American residents are uninsured at any one time. The U.S. is one of two OECD countries not to have some form of universal health coverage, the other being Turkey. Mexico established a universal healthcare program by November 2008.

Health insurance

The governments of both nations are closely involved in healthcare. The central structural difference between the two is in health insurance. In Canada, the federal government is committed to providing funding support to its provincial governments for healthcare expenditures as long as the province in question abides by accessibility guarantees as set out in the Canada Health Act, which explicitly prohibits billing end users for procedures that are covered by Medicare. While some label Canada's system as "socialized medicine", health economists do not use that term. Unlike systems with public delivery, such as the UK, the Canadian system provides public coverage for a combination of public and private delivery. Princeton University health economist Uwe E. Reinhardt says that single-payer systems are not "socialized medicine" but "social insurance" systems, since providers (such as doctors) are largely in the private sector. Similarly, Canadian hospitals are controlled by private boards or regional health authorities, rather than being part of government.

In the US, direct government funding of health care is limited to Medicare, Medicaid, and the State Children's Health Insurance Program (SCHIP), which cover eligible senior citizens, the very poor, disabled persons, and children. The federal government also runs the Veterans Administration, which provides care directly to retired or disabled veterans, their families, and survivors through medical centers and clinics.

The U.S. government also runs the Military Health System. In fiscal year 2007, the MHS had a total budget of $39.4 billion and served approximately 9.1 million beneficiaries, including active-duty personnel and their families, and retirees and their families. The MHS includes 133,000 personnel, 86,000 military and 47,000 civilian, working at more than 1,000 locations worldwide, including 70 inpatient facilities and 1,085 medical, dental, and veterans' clinics.

One study estimates that about 25 percent of the uninsured in the U.S. are eligible for these programs but remain unenrolled; however, extending coverage to all who are eligible remains a fiscal and political challenge.

For everyone else, health insurance must be paid for privately. Some 59% of U.S. residents have access to health care insurance through employers, although this figure is decreasing, and coverages as well as workers' expected contributions vary widely. Those whose employers do not offer health insurance, as well as those who are self-employed or unemployed, must purchase it on their own. Nearly 27 million of the 45 million uninsured U.S. residents worked at least part-time in 2007, and more than a third were in households that earned $50,000 or more per year.

Funding

Despite the greater role of private business in the US, federal and state agencies are increasingly involved, paying about 45% of the $2.2 trillion the nation spent on medical care in 2004. The U.S. government spends more on healthcare than on Social Security and national defense combined, according to the Brookings Institution.

Beyond its direct spending, the US government is also highly involved in healthcare through regulation and legislation. For example, the Health Maintenance Organization Act of 1973 provided grants and loans to subsidize Health Maintenance Organizations and contained provisions to stimulate their popularity. HMOs had been declining before the law; by 2002 there were 500 such plans enrolling 76 million people.

The Canadian system has been 69–75% publicly funded, though most services are delivered by private providers, including physicians (although they may derive their revenue primarily from government billings). Although some doctors work on a purely fee-for-service basis (usually family physicians), some family physicians and most specialists are paid through a combination of fee-for-service and fixed contracts with hospitals or health service management organizations. 

Canada's universal health plans do not cover certain services. Non-cosmetic dental care is covered for children up to age 14 in some provinces. Outpatient prescription drugs are not required to be covered, but some provinces have drug cost programs that cover most drug costs for certain populations. In every province, seniors receiving the Guaranteed Income Supplement have significant additional coverage; some provinces expand forms of drug coverage to all seniors, low-income families, those on social assistance, or those with certain medical conditions. Some provinces cover all drug prescriptions over a certain portion of a family's income. Drug prices are also regulated, so brand-name prescription drugs are often significantly cheaper than in the U.S. Optometry is only covered in some provinces and is sometimes only covered for children under a certain age. Visits to non-physician specialists may require an additional fee. Also, some procedures are only covered under certain circumstances. For example, circumcision is not covered, and a fee is usually charged when a parent requests the procedure; however, if an infection or medical necessity arises, the procedure would be covered. 

According to Dr. Albert Schumacher, former president of the Canadian Medical Association, an estimated 75 percent of Canadian healthcare services are delivered privately, but funded publicly.
Frontline practitioners whether they're GPs or specialists by and large are not salaried. They're small hardware stores. Same thing with labs and radiology clinics ... The situation we are seeing now are more services around not being funded publicly but people having to pay for them, or their insurance companies. We have sort of a passive privatization.

Coverage and access

In both Canada and the United States, access can be a problem. Studies suggest that 40% of U.S. citizens do not have adequate health insurance, if any at all. In Canada, 5% of Canadian citizens have not been able to find a regular doctor, with a further 9% having never looked for one. Yet, even if some cannot find a family doctor, every Canadian citizen is covered by the national health care system. The U.S. data is evidenced in a 2007 Consumer Reports study on the U.S. health care system which showed that the underinsured account for 24% of the U.S. population and live with skeletal health insurance that barely covers their medical needs and leaves them unprepared to pay for major medical expenses. When added to the population of uninsured (approximately 16% of the U.S. population), a total of 40% of Americans ages 18–64 have inadequate access to healthcare, according to the Consumer Reports study. The Canadian data comes from the 2003 Canadian Community Health Survey.

In the U.S., the federal government does not guarantee universal healthcare to all its citizens, but publicly funded healthcare programs help to provide for the elderly, disabled, the poor, and children. The Emergency Medical Treatment and Active Labor Act or EMTALA also ensures public access to emergency services. The EMTALA law forces emergency healthcare providers to stabilize an emergency health crisis and cannot withhold treatment for lack of evidence of insurance coverage or other evidence of the ability to pay. EMTALA does not absolve the person receiving emergency care of the obligation to meet the cost of emergency healthcare not paid for at the time and it is still within the right of the hospital to pursue any debtor for the cost of emergency care provided. In Canada, emergency room treatment for legal Canadian residents is not charged to the patient at time of service but is met by the government. 

According to the United States Census Bureau, 59.3% of U.S. citizens have health insurance related to employment, 27.8% have government-provided health-insurance; nearly 9% purchase health insurance directly (there is some overlap in these figures), and 15.3% (45.7 million) were uninsured in 2007. An estimated 25 percent of the uninsured are eligible for government programs but unenrolled. About a third of the uninsured are in households earning more than $50,000 annually. A 2003 report by the Congressional Budget Office found that many people lack health insurance only temporarily, such as after leaving one employer and before a new job. The number of chronically uninsured (uninsured all year) was estimated at between 21 and 31 million in 1998. Another study, by the Kaiser Commission on Medicaid and the Uninsured, estimated that 59 percent of uninsured adults have been uninsured for at least two years. One indicator of the consequences of Americans' inconsistent health care coverage is a study in Health Affairs that concluded that half of personal bankruptcies involved medical bills. Although other sources dispute this, it is possible that medical debt is the principal cause of bankruptcy in the United States.

A number of clinics provide free or low-cost non-emergency care to poor, uninsured patients. The National Association of Free Clinics claims that its member clinics provide $3 billion in services to some 3.5 million patients annually.

A peer-reviewed comparison study of healthcare access in the two countries published in 2006 concluded that U.S. residents are one third less likely to have a regular medical doctor, one fourth more likely to have unmet healthcare needs, and are more than twice as likely to forgo needed medicines. The study noted that access problems "were particularly dire for the US uninsured." Those who lack insurance in the U.S. were much less satisfied, less likely to have seen a doctor, and more likely to have been unable to receive desired care than both Canadians and insured Americans.

Another cross-country study compared access to care based on immigrant status in Canada and the U.S. Findings showed that in both countries, immigrants had worse access to care than non-immigrants. Specifically, immigrants living in Canada were less likely to have timely Pap tests compared with native-born Canadians; in addition, immigrants in the U.S. were less likely to have a regular medical doctor and an annual consultation with a health care provider compared with native-born Americans. In general, immigrants in Canada had better access to care than those in the U.S., but most of the differences were explained by differences in socioeconomic status (income, education) and insurance coverage across the two countries. However, immigrants in the U.S. were more likely to have timely Pap tests than immigrants in Canada.

Cato Institute has expressed concerns that the U.S. government has restricted the freedom of Medicare patients to spend their own money on healthcare, and has contrasted these developments with the situation in Canada, where in 2005 the Supreme Court of Canada ruled that the province of Quebec could not prohibit its citizens from purchasing covered services through private health insurance. The institute has urged the Congress to restore the right of American seniors to spend their own money on medical care.

Coverage for Mental Health

The Canada Health Act covers the services of psychiatrists, who are medical doctors with additional training in psychiatry but does not cover treatment by a psychologist or psychotherapist unless the practitioner is also a medical doctor. Goods and Services Tax or Harmonized Sales Tax (depending on the province) applies to the services of psychotherapists. Some provincial or territorial programs and some private insurance plans may cover the services of psychologists and psychotherapists, but there is no federal mandate for such services in Canada. In the U.S., the Affordable Care Act includes prevention, early intervention, and treatment of mental and/or substance use disorders as an "essential health benefit" (EHB) that must be covered by health plans that are offered through the Health Insurance Marketplace. Under the Affordable Care Act, most health plans must also cover certain preventive services without a copayment, co-insurance, or deductible. In addition, the U.S. Mental Health Parity and Addiction Equity Act (MHPAEA) of 2008 mandates "parity" between mental health and/or substance use disorder (MH/SUD) benefits and medical/surgical benefits covered by a health plan. Under that law, if a health care plan offers mental health and/or substance use disorder benefits, it must offer the benefits on par with the other medical/surgical benefits it covers.

Wait times

One complaint about both the U.S. and Canadian systems is waiting times, whether for a specialist, major elective surgery, such as hip replacement, or specialized treatments, such as radiation for breast cancer; wait times in each country are affected by various factors. In the United States, access is primarily determined by whether a person has access to funding to pay for treatment and by the availability of services in the area and by the willingness of the provider to deliver service at the price set by the insurer. In Canada, the wait time is set according to the availability of services in the area and by the relative need of the person needing treatment.

As reported by the Health Council of Canada, a 2010 Commonwealth survey found that 39% of Canadians waited 2 hours or more in the emergency room, versus 31% in the U.S.; 43% waited 4 weeks or more to see a specialist, versus 10% in the U.S. The same survey states that 37% of Canadians say it is difficult to access care after hours (evenings, weekends or holidays) without going to the emergency department over 34% of Americans. Furthermore, 47% of Canadians and 50% of Americans who visited emergency departments over the past two years feel that they could have been treated at their normal place of care if they were able to get an appointment.

A report published by Health Canada in 2008 included statistics on self-reported wait times for diagnostic services. The median wait time for diagnostic services such as MRI and CAT scans is two weeks with 89.5% waiting less than 3 months. The median wait time to see a special physician is a little over four weeks with 86.4% waiting less than 3 months. The median wait time for surgery is a little over four weeks with 82.2% waiting less than 3 months. In the U.S., patients on Medicaid, the low-income government programs, can wait three months or more to see specialists. Because Medicaid payments are low, some have claimed that some doctors do not want to see Medicaid patients. For example, in Benton Harbor, Michigan, specialists agreed to spend one afternoon every week or two at a Medicaid clinic, which meant that Medicaid patients had to make appointments not at the doctor's office, but at the clinic, where appointments had to be booked months in advance. A 2009 study found that on average the wait in the United States to see a medical specialist is 20.5 days.

In a 2009 survey of physician appointment wait times in the United States, the average wait time for an appointment with an orthopedic surgeon in the country as a whole was 17 days. In Dallas, Texas the wait was 45 days (the longest wait being 365 days). Nationwide across the U.S. the average wait time to see a family doctor was 20 days. The average wait time to see a family practitioner in Los Angeles, California was 59 days and in Boston, Massachusetts it was 63 days.

Studies by the Commonwealth Fund found that 42% of Canadians waited 2 hours or more in the emergency room, vs. 29% in the U.S.; 57% waited 4 weeks or more to see a specialist, vs. 23% in the U.S., but Canadians had more chances of getting medical attention at nights, or on weekends and holidays than their American neighbors without the need to visit an ER (54% compared to 61%). Statistics from the Canadian free market think tank Fraser Institute in 2008 indicate that the average wait time between the time when a general practitioner refers a patient for care and the receipt of treatment was almost four and a half months in 2008, roughly double what it had been 15 years before.

A 2003 survey of hospital administrators conducted in Canada, the U.S., and three other countries found dissatisfaction with both the U.S. and Canadian systems. For example, 21% of Canadian hospital administrators, but less than 1% of American administrators, said that it would take over three weeks to do a biopsy for possible breast cancer on a 50-year-old woman; 50% of Canadian administrators versus none of their American counterparts said that it would take over six months for a 65-year-old to undergo a routine hip replacement surgery. However, U.S. administrators were the most negative about their country's system. Hospital executives in all five countries expressed concerns about staffing shortages and emergency department waiting times and quality.

In a letter to the Wall Street Journal, Robert Bell, the President and CEO of University Health Network, Toronto, said that Michael Moore's film Sicko "exaggerated the performance of the Canadian health system — there is no doubt that too many patients still stay in our emergency departments waiting for admission to scarce hospital beds." However, "Canadians spend about 55% of what Americans spend on health care and have longer life expectancy and lower infant mortality rates. Many Americans have access to quality healthcare. All Canadians have access to similar care at a considerably lower cost." There is "no question" that the lower cost has come at the cost of "restriction of supply with sub-optimal access to services," said Bell. A new approach is targeting waiting times, which are reported on public websites.

In 2007 Shona Holmes, a Waterdown, Ontario woman who had a Rathke's cleft cyst removed at the Mayo Clinic in Arizona, sued the Ontario government for failing to reimburse her $95,000 in medical expenses. Holmes had characterized her condition as an emergency, said she was losing her sight and portrayed her condition as a life-threatening brain cancer. In July 2009 Holmes agreed to appear in television ads broadcast in the United States warning Americans of the dangers of adopting a Canadian-style health care system. The ads she appeared in triggered debates on both sides of the border. After her ad appeared critics pointed out discrepancies in her story, including that Rathke's cleft cyst, the condition she was treated for, was not a form of cancer, and was not life-threatening.

Price of health care and administration overheads

Healthcare is one of the most expensive items of both nations' budgets. In the United States, the various levels of government spend more per capita than levels of government do in Canada. In 2004, Canada government-spending was $2,120 (in US dollars) per person, while the United States government-spending $2,724.

A 1999 report found that after exclusions, administration accounted for 31.0% of healthcare expenditures in the United States, as compared with 16.7% in Canada. In looking at the insurance element, in Canada, the provincial single-payer insurance system operated with overheads of 1.3%, comparing favourably with private insurance overheads (13.2%), U.S. private insurance overheads (11.7%) and U.S. Medicare and Medicaid program overheads (3.6% and 6.8% respectively). The report concluded by observing that gap between U.S. and Canadian spending on administration had grown to $752 per capita and that a large sum might be saved in the United States if the U.S. implemented a Canadian-style system.

However, U.S. government spending covers less than half of all healthcare costs. Private spending is also far greater in the U.S. than in Canada. In Canada, an average of $917 was spent annually by individuals or private insurance companies for health care, including dental, eye care, and drugs. In the U.S., this sum is $3,372. In 2006, healthcare consumed 15.3% of U.S. annual GDP. In Canada, only 10% of GDP was spent on healthcare. This difference is a relatively recent development. In 1971 the nations were much closer, with Canada spending 7.1% of GDP while the U.S. spent 7.6%.

Some who advocate against greater government involvement in healthcare have asserted that the difference in costs between the two nations is partially explained by the differences in their demographics. Illegal immigrants, more prevalent in the U.S. than in Canada, also add a burden to the system, as many of them do not carry health insurance and rely on emergency rooms — which are legally required to treat them under EMTALA — as a principal source of care. In Colorado, for example, an estimated 80% of undocumented immigrants do not have health insurance.

The mixed system in the United States has become more similar to the Canadian system. In recent decades, managed care has become prevalent in the United States, with some 90% of privately insured Americans belonging to plans with some form of managed care. In managed care, insurance companies control patients' health care to reduce costs, for instance by demanding a second opinion prior to some expensive treatments or by denying coverage for treatments not considered worth their cost. 

Administrative costs are also higher in the United States than in Canada.

Through all entities in its public–private system, the US spends more per capita than any other nation in the world, but is the only wealthy industrialized country in the world that lacks some form of universal healthcare. In March 2010, the US Congress passed regulatory reform of the American health insurance system. However, since this legislation is not fundamental healthcare reform, it is unclear what its effect will be and as the new legislation is implemented in stages, with the last provision in effect in 2018, it will be some years before any empirical evaluation of the full effects on the comparison could be determined.

Healthcare costs in both countries are rising faster than inflation. As both countries consider changes to their systems, there is debate over whether resources should be added to the public or private sector. Although Canadians and Americans have each looked to the other for ways to improve their respective health care systems, there exists a substantial amount of conflicting information regarding the relative merits of the two systems. In the U.S., Canada's mostly monopsonistic health system is seen by different sides of the ideological spectrum as either a model to be followed or avoided.

Medical professionals

Some of the extra money spent in the United States goes to physicians, nurses, and other medical professionals. According to health data collected by the OECD, average income for physicians in the United States in 1996 was nearly twice that for physicians in Canada. In 2012, the gross average salary for doctors in Canada was CDN$328,000. Out of the gross amount, doctors pay for taxes, rent, staff salaries and equipment. When comparing average incomes of doctors in Canada and U.S., it should be kept in mind that malpractice insurance premiums may differ significantly between Canada and the U.S., and the proportion of doctors who are specialists differs. In Canada, less than half of doctors are specialists whereas more than 70% of doctors are specialists in the U.S.

Canada has fewer doctors per capita than the United States. In the U.S, there were 2.4 doctors per 1,000 people in 2005; in Canada, there were 2.2. Some doctors leave Canada to pursue career goals or higher pay in the U.S., though significant numbers of physicians from countries such as China, India, Pakistan and South Africa immigrate to practice in Canada. Many Canadian physicians and new medical graduates also go to the U.S. for post-graduate training in medical residencies. As it is a much larger market, new and cutting-edge sub-specialties are more widely available in the U.S. as opposed to Canada. However, statistics published in 2005 by the Canadian Institute for Health Information (CIHI), show that, for the first time since 1969 (the period for which data are available), more physicians returned to Canada than moved abroad.

Drugs

Both Canada and the United States have limited programs to provide prescription drugs to the needy. In the U.S., the introduction of Medicare Part D has extended partial coverage for pharmaceuticals to Medicare beneficiaries. In Canada all drugs given in hospitals fall under Medicare, but other prescriptions do not. The provinces all have some programs to help the poor and seniors have access to drugs, but while there have been calls to create one, no national program exists. About two thirds of Canadians have private prescription drug coverage, mostly through their employers. In both countries, there is a significant population not fully covered by these programs. A 2005 study found that 20% of Canada's and 40% of America's sicker adults did not fill a prescription because of cost.

Furthermore, the 2010 Commonwealth Fund International Health Policy Survey indicates that 4% of Canadians indicated that they did not visit a doctor because of cost compared with 22% of Americans. Additionally, 21% of Americans have said that they did not fill a prescription for medicine or have skipped doses due to cost. That is compared with 10% of Canadians.

One of the most important differences between the two countries is the much higher cost of drugs in the United States. In the U.S., $728 per capita is spent each year on drugs, while in Canada it is $509. At the same time, consumption is higher in Canada, with about 12 prescriptions being filled per person each year in Canada and 10.6 in the United States. The main difference is that patented drug prices in Canada average between 35% and 45% lower than in the United States, though generic prices are higher. The price differential for brand-name drugs between the two countries has led Americans to purchase upward of $1 billion US in drugs per year from Canadian pharmacies.

There are several reasons for the disparity. The Canadian system takes advantage of centralized buying by the provincial governments that have more market heft and buy in bulk, lowering prices. By contrast, the U.S. has explicit laws that prohibit Medicare or Medicaid from negotiating drug prices. In addition, price negotiations by Canadian health insurers are based on evaluations of the clinical effectiveness of prescription drugs, allowing the relative prices of therapeutically similar drugs to be considered in context. The Canadian Patented Medicine Prices Review Board also has the authority to set a fair and reasonable price on patented products, either comparing it to similar drugs already on the market, or by taking the average price in seven developed nations. Prices are also lowered through more limited patent protection in Canada. In the U.S., a drug patent may be extended five years to make up for time lost in development. Some generic drugs are thus available on Canadian shelves sooner.

The pharmaceutical industry is important in both countries, though both are net importers of drugs. Both countries spend about the same amount of their GDP on pharmaceutical research, about 0.1% annually

Technology

The United States spends more on technology than Canada. In a 2004 study on medical imaging in Canada, it was found that Canada had 4.6 MRI scanners per million population while the U.S. had 19.5 per million. Canada's 10.3 CT scanners per million also ranked behind the U.S., which had 29.5 per million. The study did not attempt to assess whether the difference in the number of MRI and CT scanners had any effect on the medical outcomes or were a result of overcapacity but did observe that MRI scanners are used more intensively in Canada than either the U.S. or Great Britain. This disparity in the availability of technology, some believe, results in longer wait times. In 1984 wait times of up to 22 months for an MRI were alleged in Saskatchewan. However, according to more recent official statistics (2007), all emergency patients receive MRIs within 24 hours, those classified as urgent receive them in under 3 weeks and the maximum elective wait time is 19 weeks in Regina and 26 weeks in Saskatoon, the province's two largest metropolitan areas.

According to the Health Council of Canada's 2010 report "Decisions, Decisions: Family doctors as gatekeepers to prescription drugs and diagnostic imaging in Canada", the Canadian federal government invested $3 billion over 5 years (2000–2005) in relation to diagnostic imaging and agreed to invest a further $2 billion to reduce wait times. These investments led to an increase in the number of scanners across Canada as well as the number of exams being performed. The number of CT scanners increased from 198 to 465 and MRI scanners increased from 19 to 266 (more than tenfold) between 1990 and 2009. Similarly, the number of CT exams increased by 58% and MRI exams increased by 100% between 2003 and 2009. In comparison to other OECD countries, including the US, Canada's rates of MRI and CT exams falls somewhere in the middle. Nevertheless, the Canadian Association of Radiologists claims that as many as 30% of diagnostic imaging scans are inappropriate and contribute no useful information.

Malpractice litigation

The extra cost of malpractice lawsuits is a proportion of health spending in both the U.S. (1.7% in 2002) and Canada (0.27% in 2001 or $237 million). In Canada the total cost of settlements, legal fees, and insurance comes to $4 per person each year, but in the United States it is over $16. Average payouts to American plaintiffs were $265,103, while payouts to Canadian plaintiffs were somewhat higher, averaging $309,417. However, malpractice suits are far more common in the U.S., with 350% more suits filed each year per person. While malpractice costs are significantly higher in the U.S., they make up only a small proportion of total medical spending. The total cost of defending and settling malpractice lawsuits in the U.S. in 2004 was over $28 billion. Critics say that defensive medicine consumes up to 9% of American healthcare expenses., but CBO studies suggest that it is much smaller.

Ancillary expenses

There are a number of ancillary costs that are higher in the U.S. Administrative costs are significantly higher in the U.S.; government mandates on record keeping and the diversity of insurers, plans and administrative layers involved in every transaction result in greater administrative effort. One recent study comparing administrative costs in the two countries found that these costs in the U.S. are roughly double what they are in Canada. Another ancillary cost is marketing, both by insurance companies and health care providers. These costs are higher in the U.S., contributing to higher overall costs in that nation.

Healthcare outcomes

In the World Health Organization's rankings of healthcare system performance among 191 member nations published in 2000, Canada ranked 30th and the U.S. 37th, while the overall health of Canadians was ranked 35th and Americans 72nd. However, the WHO's methodologies, which attempted to measure how efficiently health systems translate expenditure into health, generated broad debate and criticism.

Researchers caution against inferring healthcare quality from some health statistics. June O'Neill and Dave O'Neill point out that "... life expectancy and infant mortality are both poor measures of the efficacy of a health care system because they are influenced by many factors that are unrelated to the quality and accessibility of medical care".

In 2007, Gordon H. Guyatt et al. conducted a meta-analysis, or systematic review, of all studies that compared health outcomes for similar conditions in Canada and the U.S., in Open Medicine, an open-access peer-reviewed Canadian medical journal. They concluded, "Available studies suggest that health outcomes may be superior in patients cared for in Canada versus the United States, but differences are not consistent." Guyatt identified 38 studies addressing conditions including cancer, coronary artery disease, chronic medical illnesses and surgical procedures. Of 10 studies with the strongest statistical validity, 5 favoured Canada, 2 favoured the United States, and 3 were equivalent or mixed. Of 28 weaker studies, 9 favoured Canada, 3 favoured the United States, and 16 were equivalent or mixed. Overall, results for mortality favoured Canada with a 5% advantage, but the results were weak and varied. The only consistent pattern was that Canadian patients fared better in kidney failure.

In terms of population health, life expectancy in 2006 was about two and a half years longer in Canada, with Canadians living to an average of 79.9 years and Americans 77.5 years. Infant and child mortality rates are also higher in the U.S. Some comparisons suggest that the American system underperforms Canada's system as well as those of other industrialized nations with universal coverage. For example, a ranking by the World Health Organization of health care system performance among 191 member nations, published in 2000, ranked Canada 30th and the U.S. 37th, and the overall health of Canada 35th to the American 72nd. The WHO did not merely consider health care outcomes, but also placed heavy emphasis on the health disparities between rich and poor, funding for the health care needs of the poor, and the extent to which a country was reaching the potential health care outcomes they believed were possible for that nation. In an international comparison of 21 more specific quality indicators conducted by the Commonwealth Fund International Working Group on Quality Indicators, the results were more divided. One of the indicators was a tie, and in 3 others, data was unavailable from one country or the other. Canada performed better on 11 indicators; such as survival rates for colorectal cancer, childhood leukemia, and kidney and liver transplants. The U.S. performed better on 6 indicators, including survival rates for breast and cervical cancer, and avoidance of childhood diseases such as pertussis and measles. It should be noted that the 21 indicators were distilled from a starting list of 1000. The authors state that, "It is an opportunistic list, rather than a comprehensive list."

Some of the difference in outcomes may also be related to lifestyle choices. The OECD found that Americans have slightly higher rates of smoking and alcohol consumption than do Canadians as well as significantly higher rates of obesity. A joint US-Canadian study found slightly higher smoking rates among Canadians. Another study found that Americans have higher rates not only of obesity, but also of other health risk factors and chronic conditions, including physical inactivity, diabetes, hypertension, arthritis, and chronic obstructive pulmonary disease.

While a Canadian systematic review stated that the differences in the systems of Canada and the United States could not alone explain differences in healthcare outcomes, the study didn't consider that over 44,000 Americans die every year due to not having a single payer system for healthcare in the United States and it didn't consider the millions more that live without proper medical care due to a lack of insurance.

The United States and Canada have different racial makeups, different obesity rates and different alcoholism rates, which would likely cause the US to have a shorter average life expectancy and higher infant mortality even with equal healthcare provided. The US population is 12.2% African Americans and 16.3% Hispanic Americans (2010 Census), whereas Canada has only 2.5% African Canadians and 0.97% Hispanic Canadians (2006 Census). African Americans have higher mortality rates than any other racial or ethnic group for eight of the top ten causes of death. The cancer incidence rate among African Americans is 10% higher than among European Americans. U.S. Latinos have higher rates of death from diabetes, liver disease, and infectious diseases than do non-Latinos. Adult African Americans and Latinos have approximately twice the risk as European Americans of developing diabetes. The infant mortality rates for African Americans is twice that of whites. Unfortunately, directly comparing infant mortality rates between countries is difficult, as countries have different definitions of what qualifies as an infant death.

Another issue with comparing the two systems is the baseline health of the patient's for which the systems must treat. Canada has only half the obesity rate that the US system must deal with (14.3% vs 30.6%). On average, obesity reduces life expectancy by 6–7 years.

A 2004 study found that Canada had a slightly higher mortality rate for acute myocardial infarction (heart attack) because of the more conservative Canadian approach to revascularizing (opening) coronary arteries.

Cancer

Numerous studies have attempted to compare the rates of cancer incidence and mortality in Canada and the U.S., with varying results. Doctors who study cancer epidemiology warn that the diagnosis of cancer is subjective, and the reported incidence of a cancer will rise if screening is more aggressive, even if the real cancer incidence is the same. Statistics from different sources may not be compatible if they were collected in different ways. The proper interpretation of cancer statistics has been an important issue for many years. Dr. Barry Kramer of the National Institutes of Health points to the fact that cancer incidence rose sharply over the past few decades as screening became more common. He attributes the rise to increased detection of benign early stage cancers that pose little risk of metastasizing. Furthermore, though patients who were treated for these benign cancers were at little risk, they often have trouble finding health insurance after the fact.

Cancer survival time increases with later years of diagnosis, because cancer treatment improves, so cancer survival statistics can only be compared for cohorts in the same diagnosis year. For example, as doctors in British Columbia adopted new treatments, survival time for patients with metastatic breast cancer increased from 438 days for those diagnosed in 1991–1992, to 667 days for those diagnosed in 1999–2001.

An assessment by Health Canada found that cancer mortality rates are almost identical in the two countries. Another international comparison by the National Cancer Institute of Canada indicated that incidence rates for most, but not all, cancers were higher in the U.S. than in Canada during the period studied (1993–1997). Incidence rates for certain types, such as colorectal and stomach cancer, were actually higher in Canada than in the U.S. In 2004, researchers published a study comparing health outcomes in the Anglo countries. Their analysis indicates that Canada has greater survival rates for both colorectal cancer and childhood leukemia, while the United States has greater survival rates for Non-Hodgkin's lymphoma as well as breast and cervical cancer.

A study based on data from 1978 through 1986 found very similar survival rates in both the United States and in Canada. However, a study based on data from 1993 through 1997 found lower cancer survival rates among Canadians than among Americans.

A few comparative studies have found that cancer survival rates vary more widely among different populations in the U.S. than they do in Canada. Mackillop and colleagues compared cancer survival rates in Ontario and the U.S. They found that cancer survival was more strongly correlated with socio-economic class in the U.S. than in Ontario. Furthermore, they found that the American survival advantage in the four highest quintiles was statistically significant. They strongly suspected that the difference due to prostate cancer was a result of greater detection of asymptomatic cases in the U.S. Their data indicates that neglecting the prostate cancer data reduces the American advantage in the four highest quintiles and gives Canada a statistically significant advantage in the lowest quintile. Similarly, they believe differences in screening mammography may explain part of the American advantage in breast cancer. Exclusion of breast and prostate cancer data results in very similar survival rates for both countries.

Hsing et al. found that prostate cancer mortality incidence rate ratios were lower among U.S. whites than among any of the nationalities included in their study, including Canadians. U.S. African Americans in the study had lower rates than any group except for Canadians and U.S. whites. Echoing the concerns of Dr. Kramer and Professor Mackillop, Hsing later wrote that reported prostate cancer incidence depends on screening. Among whites in the U.S., the death rate for prostate cancer remained constant, even though the incidence increased, so the additional reported prostate cancers did not represent an increase in real prostate cancers, said Hsing. Similarly, the death rates from prostate cancer in the U.S. increased during the 1980s and peaked in early 1990. This is at least partially due to "attribution bias" on death certificates, where doctors are more likely to ascribe a death to prostate cancer than to other diseases that affected the patient, because of greater awareness of prostate cancer or other reasons.

Because health status is "considerably affected" by socioeconomic and demographic characteristics, such as level of education and income, "the value of comparisons in isolating the impact of the healthcare system on outcomes is limited," according to health care analysts. Experts say that the incidence and mortality rates of cancer cannot be combined to calculate survival from cancer. Nevertheless, researchers have used the ratio of mortality to incidence rates as one measure of the effectiveness of healthcare. Data for both studies was collected from registries that are members of the North American Association of Central Cancer Registries, an organization dedicated to developing and promoting uniform data standards for cancer registration in North America.

Racial and ethnic differences

The U.S. and Canada differ substantially in their demographics, and these differences may contribute to differences in health outcomes between the two nations. Although both countries have white majorities, Canada has a proportionately larger immigrant minority population. Furthermore, the relative size of different ethnic and racial groups vary widely in each country. Hispanics and peoples of African descent constitute a much larger proportion of the U.S. population. Non-Hispanic North American aboriginal peoples constitute a much larger proportion of the Canadian population. Canada also has a proportionally larger South Asian and East Asian population. Also, the proportion of each population that is immigrant is higher in Canada.

A study comparing aboriginal mortality rates in Canada, the U.S. and New Zealand found that aboriginals in all three countries had greater mortality rates and shorter life expectancies than the white majorities. That study also found that aboriginals in Canada had both shorter life expectancies and greater infant mortality rates than aboriginals in the United States and New Zealand. The health outcome differences between aboriginals and whites in Canada was also larger than in the United States.

Though few studies have been published concerning the health of Black Canadians, health disparities between whites and African Americans in the U.S. have received intense scrutiny. African Americans in the U.S. have significantly greater rates of cancer incidence and mortality. Drs. Singh and Yu found that neonatal and postnatal mortality rates for American African Americans are more than double the non-Hispanic white rate. This difference persisted even after controlling for household income and was greatest in the highest income quintile. A Canadian study also found differences in neonatal mortality between different racial and ethnic groups. Although Canadians of African descent had a greater mortality rate than whites in that study, the rate was somewhat less than double the white rate.

The racially heterogeneous Hispanic population in the U.S. has also been the subject of several studies. Although members of this group are significantly more likely to live in poverty than are non-Hispanic whites, they often have disease rates that are comparable to or better than the non-Hispanic white majority. Hispanics have lower cancer incidence and mortality, lower infant mortality, and lower rates of neural tube defects. Singh and Yu found that infant mortality among Hispanic sub-groups varied with the racial composition of that group. The mostly white Cuban population had a neonatal mortality rate (NMR) nearly identical to that found in non-Hispanic whites and a postnatal mortality rate (PMR) that was somewhat lower. The largely Mestizo, Mexican, Central, and South American Hispanic populations had somewhat lower NMR and PMR. The Puerto Ricans who have a mix of white and African ancestry had higher NMR and PMR rates.

Impact on economy

This graph depicts gross U.S. health care spending from 1960 to 2008.
 
In 2002, automotive companies claimed that the universal system in Canada saved labour costs. In 2004, healthcare cost General Motors $5.8 billion, and increased to $7 billion. The UAW also claimed that the resulting escalating healthcare premiums reduced workers' bargaining powers.

Flexibility

In Canada, increasing demands for healthcare, due to the aging population, must be met by either increasing taxes or reducing other government programs. In the United States, under the current system, more of the burden will be taken up by the private sector and individuals.

Since 1998, Canada's successive multibillion-dollar budget surpluses have allowed a significant injection of new funding to the healthcare system, with the stated goal of reducing waiting times for treatment. However, this may be hampered by the return to deficit spending as of the 2009 Canadian federal budget.

One historical problem with the U.S. system was known as job lock, in which people become tied to their jobs for fear of losing their health insurance. This reduces the flexibility of the labor market. Federal legislation passed since the mid-1980s, particularly COBRA and HIPAA, has been aimed at reducing job lock. However, providers of group health insurance in many states are permitted to use experience rating and it remains legal in the United States for prospective employers to investigate a job candidate's health and past health claims as part of a hiring decision. Someone who has recently been diagnosed with cancer, for example, may face job lock not out of fear of losing their health insurance, but based on prospective employers not wanting to add the cost of treating that illness to their own health insurance pool, for fear of future insurance rate increases. Thus, being diagnosed with an illness can cause someone to be forced to stay in their current job.

Politics of health

Politics of each country

More imaginative solutions in both countries have come from the sub-national level.

Canada

In Canada, the right-wing and now defunct Reform Party and its successor, the Conservative Party of Canada considered increasing the role of the private sector in the Canadian system. Public backlash caused these plans to be abandoned, and the Conservative government that followed re-affirmed its commitment to universal public medicine. 

In Canada, it was Alberta under the Conservative government that had experimented most with increasing the role of the private sector in healthcare. Measures included the introduction of private clinics allowed to bill patients for some of the cost of a procedure, as well as 'boutique' clinics offering tailored personal care for a fixed preliminary annual fee.

United States

In the U.S., President Bill Clinton attempted a significant restructuring of health care, but the effort collapsed under political pressure against it despite tremendous public support. The 2000 U.S. election saw prescription drugs become a central issue, although the system did not fundamentally change. In the 2004 U.S. election healthcare proved to be an important issue to some voters, though not a primary one.

In 2006, Massachusetts adopted a plan that vastly reduced the number of uninsured making it the state with the lowest percentage of non-insured residents in the union. It requires everyone to buy insurance and subsidizes insurance costs for lower income people on a sliding scale. Some have claimed that the state's program is unaffordable, which the state itself says is "a commonly repeated myth". In 2009, in a minor amendment, the plan did eliminate dental, hospice and skilled nursing care for certain categories of noncitizens covering 30,000 people (victims of human trafficking and domestic violence, applicants for asylum and refugees) who do pay taxes.

In July 2009, Connecticut passed into law a plan called SustiNet, with the goal of achieving health care coverage of 98% of its residents by 2014.

US President Donald Trump has declared his intent to repeal the Affordable Care Act, but has failed to do so, thus far.

Private care

The Canada Health Act of 1984 "does not directly bar private delivery or private insurance for publicly insured services," but provides financial disincentives for doing so. "Although there are laws prohibiting or curtailing private health care in some provinces, they can be changed," according to a report in the New England Journal of Medicine. Governments attempt to control health care costs by being the sole purchasers and thus they do not allow private patients to bid up prices. Those with non-emergency illnesses such as cancer cannot pay out of pocket for time-sensitive surgeries and must wait their turn on waiting lists. According to the Canadian Supreme Court in its 2005 ruling in Chaoulli v. Quebec, waiting list delays "increase the patient's risk of mortality or the risk that his or her injuries will become irreparable." The ruling found that a Quebec provincial ban on private health insurance was unlawful, because it was contrary to Quebec's own legislative act, the 1975 Charter of Human Rights and Freedoms.

Consumer-driven healthcare

In the United States, Congress has enacted laws to promote consumer-driven healthcare with health savings accounts (HSAs), which were created by the Medicare bill signed by President George W. Bush on December 8, 2003. HSAs are designed to provide tax incentives for individuals to save for future qualified medical and retiree health expenses. Money placed in such accounts is tax-free. To qualify for HSAs, individuals must carry a high-deductible health plan (HDHP). The higher deductible shifts some of the financial responsibility for health care from insurance providers to the consumer. This shift towards a market-based system with greater individual responsibility increased the differences between the US and Canadian systems.

Some economists who have studied proposals for universal healthcare worry that the consumer driven healthcare movement will reduce the social redistributive effects of insurance that pools high-risk and low-risk people together. This concern was one of the driving factors behind a provision of the Patient Protection and Affordable Care Act, informally known as Obamacare, which limited the types of purchases which could be made with HSA funds. For example, as of January 1, 2011, these funds can no longer be used to buy over-the-counter drugs without a medical prescription.

openEHR

From Wikipedia, the free encyclopedia
 
openEHR is an open standard specification in health informatics that describes the management and storage, retrieval and exchange of health data in electronic health records (EHRs). In openEHR, all health data for a person is stored in a "one lifetime", vendor-independent, person-centred EHR. The openEHR specifications include an EHR Extract specification but are otherwise not primarily concerned with the exchange of data between EHR-systems as this is the focus of other standards such as EN 13606 and HL7.

The openEHR specifications are maintained by the openEHR Foundation, a not for profit foundation supporting the open research, development, and implementation of openEHR EHRs. The specifications are based on a combination of 15 years of European and Australian research and development into EHRs and new paradigms, including what has become known as the archetype methodology for specification of content.

The openEHR specifications include information and service models for the EHR, demographics, clinical workflow and archetypes. They are designed to be the basis of a medico-legally sound, distributed, versioned EHR infrastructure.

Architecture

Block diagram of openEHR specification components.
 
The architecture of the openEHR specifications as a whole consists of the following key elements:
  • information models (aka 'Reference Model');
  • the archetype formalism;
  • the portable archetype query language;
  • service models / APIs.
The use of the first two enable the development of 'archetypes' and 'templates', which are formal models of clinical and related content, and constitute a layer of de facto standards of their own, far more numerous than the base specifications on which they are built. The query language enables queries to be built based on the archetypes, rather than physical database schemata, thus decoupling queries from physical persistence details. The service models define access to key back-end services, including the EHR Service and Demographics Service, while a growing set of lightweight REST-based APIs based on archetype paths are used for application access. 

The openEHR Architecture Overview provides a summary of the architecture and the detailed specifications.

Reference model

A central part of the openEHR specifications is the set of information models, known in openEHR as 'reference models'. The models constitute the base information models for openEHR systems, and define the invariant semantics of the Electronic Health Record (EHR), EHR Extract, and Demographics model, as well as supporting data types, data structures, identifiers and useful design patterns. 

Some of the key classes in the EHR component are the ENTRY classes, whose subtypes include OBSERVATION, EVALUATION, INSTRUCTION, ACTION and ADMIN_ENTRY, as well as the Instruction State Machine, a state machine defining a standard model of the lifecycle of interventions, including medication orders, surgery and other therapies.

Archetypes and multi-level modelling

A key innovation in the openEHR framework is to leave all specification of clinical information out of the information model (also known as "reference model") and instead to provide a powerful means of expressing definitions of the content clinicians and patients need to record that can be directly consumed at runtime by systems built on the Reference Model. This is justified by the need to deal scalably with the generic problem in health of a very large, growing, and ever-changing set of information types.

Clinical content is specified in terms of two types of artefact which exist outside the information model. The first, known as "archetypes" provides a place to formally define re-usable data point and data group definitions, i.e. content items that will be re-used in numerous contexts. Typical examples include "systemic arterial blood pressure measurement" and "serum sodium". Many such data points occur in logical groups, e.g. the group of data items to document an allergic reaction, or the analytes in a liver function test result. Some archetypes contain numerous data points, e.g. 50, although a more common number is 10-20. A collection of archetypes can be understood as a "library" of re-usable domain content definitions, with each archetype functioning as a "governance unit", whose contents are co-designed, reviewed and published. 

The second kind of artefact is known in openEHR as a "template", and is used to logically represent a use case-specific data-set, such as the data items making up a patient discharge summary, or a radiology report. A template is constructed by referencing relevant items from a number of archetypes. A template might only require one or two data points or groups from each archetype. In terms of the technical representation, openEHR templates cannot violate the semantics of the archetypes from which they are constructed. Templates are almost always developed for local use by software developers and clinical analysts. Templates are typically defined for GUI screen forms, message definitions and document definitions, and as such, correspond to "operational" content definitions.

The justification for the two layers of models over and above the information model is that if data set definitions consist of pre-defined data points from a library of such definitions, then all recorded data (i.e. instances of templates) will ultimately just be instances of the standard content definitions. This provides a basis for standardised querying to work. Without the archetype "library" level, every data set (i.e. chunk of operational content) is uniquely defined and a standard approach to querying is difficult. 

Accordingly, openEHR defines a method of querying based on archetypes, known as AQL (Archetype Querying Language).

Notably, openEHR has been used to model shared care plan. The archetypes have been designed to accommodate the concepts of the shared care plan.

While individual health records may be vastly different in content, the core information in openEHR data instances always complies to archetypes. The way this works is by creating archetypes which express clinical information in a way that is highly reusable, even universal in some cases.

Archetype formalism

openEHR archetypes are expressed in "Archetype Definition Language", an openEHR public specification. Two versions are available: ADL 1.4, and ADL 2, a new release with better support for specialisation, redefinition and annotations, among other improvements. The 1.4 release of ADL and its "object model" counterpart Archetype Object Model (AOM) are the basis for the CEN and ISO "Archetype Definition Language" standard (ISO standard 13606-2). 

Templates have historically been developed in a simple, de facto industry-developed XML format, known as ".oet", after the file extension. ADL 2 defines a way to express templates seamlessly with archetypes, using extensions of the ADL language.

Quality assurance of archetypes

Various principles for developing archetypes have been identified. For example, a set of openEHR archetypes needs to be quality managed to conform to a number of axioms such as being mutually exclusive. The archetypes can be managed independently from software implementations and infrastructure, in the hands of clinician groups to ensure they meet the real needs on the ground. Archetypes are designed to allow the specification of clinical knowledge to evolve and develop over time. Challenges in implementation of information designs expressed in openEHR centre on the extent to which actual system constraints are in harmony with the information design.

In the field of Electronic health records there are a number of existing information models with overlaps in their scope which are difficult to manage, such as between HL7 V3 and SNOMED CT. The openEHR approach faces harmonisation challenges unless used in isolation.

International collaboration

Following the openEHR approach, the use of shared and governed archetypes globally would ensure openEHR health data could be consistently manipulated and viewed, regardless of the technical, organisational and cultural context. This approach also means the actual data models used by any EHR are flexible, given that new archetypes may be defined to meet future needs of clinical record keeping. Recently work in Australia has demonstrated how archetypes and templates may be used to facilitate the use of legacy health record and message data in an openEHR health record system, and output standardised messages and CDA documents. 

The prospect of gaining agreement on design and on forms of governance at the international level remains speculative, with influences ranging from the diverse medico-legal environments to cultural variations, to technical variations such as the extent to which a reference clinical terminology is to be integral. 

The openEHR Framework is consistent with the Electronic Health Record Communication Standard (ISO 13606), and the Archetype Object Model 2 (AOM2) has been officially accepted by ISO TC 215 as the draft specification for the 2017 revision of ISO 13606:2.

International adoption

openEHR archetypes are being used by the National e-Health Transition Authority of Australia, the UK NHS Health and Social Care Information Centre (HSCIC), the Norwegian Nasjonal IKT organisation, and the Slovenian Ministry of Health. 

openEHR has been selected as the basis for the standardised EHR in Brazil.

It is beginning to be utilised in commercial solutions throughout the world, including those produced by the openEHR Industry Partners.

Clinical Knowledge Manager (CKM)

One of the outcomes of openEHR modelling approach is the open development of archetypes, templates and terminology subsets to represent health data. Due to the open nature of openEHR, these structures are publicly available to be used and implemented in health information systems. Community users are able to share, discuss and approve these structures in a collaborative repository known as the Clinical Knowledge Manager (CKM). Some currently used openEHR CKMs:

Electronic health record

From Wikipedia, the free encyclopedia

Sample view of an electronic health record
 
An electronic health record (EHR), or electronic medical record (EMR), is the systematized collection of patient and population electronically-stored health information in a digital format. These records can be shared across different health care settings. Records are shared through network-connected, enterprise-wide information systems or other information networks and exchanges. EHRs may include a range of data, including demographics, medical history, medication and allergies, immunization status, laboratory test results, radiology images, vital signs, personal statistics like age and weight, and billing information.

A decade ago, electronic health records (EHRs) were touted as key to increasing of quality care. Today, providers are using data from patient records to improve quality outcomes through their care management programs. Combining multiple types of clinical data from the system's health records has helped clinicians identify and stratify chronically ill patients. EHR can improve quality care by using the data and analytics to prevent hospitalizations among high-risk patients. 

EHR systems are designed to store data accurately and to capture the state of a patient across time. It eliminates the need to track down a patient's previous paper medical records and assists in ensuring data is accurate and legible. It can reduce risk of data replication as there is only one modifiable file, which means the file is more likely up to date, and decreases risk of lost paperwork. Due to the digital information being searchable and in a single file, EMRs are more effective when extracting medical data for the examination of possible trends and long term changes in a patient. Population-based studies of medical records may also be facilitated by the widespread adoption of EHRs and EMRs.

Terminology

The terms EHR, electronic patient record (EPR) and EMR have often been used interchangeably, although differences between the models are now being defined. The electronic health record (EHR) is a more longitudinal collection of the electronic health information of individual patients or populations. The EMR, in contrast, is the patient record created by providers for specific encounters in hospitals and ambulatory environments, and which can serve as a data source for an EHR.

In contrast, a personal health record (PHR) is an electronic application for recording personal medical data that the individual patient controls and may make available to health providers.

Comparison with paper-based records

While there is still a considerable amount of debate around the superiority of electronic health records over paper records, the research literature paints a more realistic picture of the benefits and downsides.

The increased transparency, portability and accessibility acquired by the adoption of electronic medical records may increase the ease with which they can be accessed by healthcare professionals, but also can increase the amount of stolen information by unauthorized persons or unscrupulous users versus paper medical records, as acknowledged by the increased security requirements for electronic medical records included in the Health Information and Accessibility Act and by large-scale breaches in confidential records reported by EMR users. Concerns about security contribute to the resistance shown to their adoption.

Handwritten paper medical records may be poorly legible, which can contribute to medical errors. Pre-printed forms, standardization of abbreviations and standards for penmanship were encouraged to improve reliability of paper medical records. Electronic records may help with the standardization of forms, terminology and data input. Digitization of forms facilitates the collection of data for epidemiology and clinical studies. However, standardization may create challenges for local practice. Overall, those with EMRs, that have automated notes and records, order entry, and clinical decision support had fewer complications, lower mortality rates, and lower costs.

EMRs can be continuously updated (within certain legal limitations – see below). If the ability to exchange records between different EMR systems were perfected ("interoperability"), it would facilitate the co-ordination of health care delivery in non-affiliated health care facilities. In addition, data from an electronic system can be used anonymously for statistical reporting in matters such as quality improvement, resource management and public health communicable disease surveillance. However, it is difficult to remove data from its context.

Emergency medical services (pre-hospital care)

Ambulance services in Australia, the United States and the United Kingdom have introduced the use of EMR systems. EMS Encounters in the United States are recorded using various platforms and vendors in compliance with the NEMSIS (National EMS Information System) standard. The benefits of electronic records in ambulances include: patient data sharing, injury/illness prevention, better training for paramedics, review of clinical standards, better research options for pre-hospital care and design of future treatment options, data based outcome improvement, and clinical decision support.

Automated handwriting recognition of ambulance medical forms has also been successful. For example, Intermedix TripTix offers handwriting support across all elements of the NEMSIS 3.3.4 and 3.4.0 standard as well as custom forms on Windows devices. These systems allow traditionally paper-based medical documents to be converted to digital at the time of entry with substantially less cost overhead. The data can then be efficiently used for epidemiological analysis, including de-identified data at the National level.

Technical features

  • Digital formatting enables information to be used and shared over secure networks
  • Track care (e.g. prescriptions) and outcomes (e.g. blood pressure)
  • Trigger warnings and reminders
  • Send and receive orders, reports, and results
  • Decrease billing processing time and create more accurate billing system
Health Information Exchange
  • Technical and social framework that enables information to move electronically between organizations
Using an EMR to read and write a patient's record is not only possible through a workstation but, depending on the type of system and health care settings, may also be possible through mobile devices that are handwriting capable, tablets and smartphones. Electronic Medical Records may include access to Personal Health Records (PHR) which makes individual notes from an EMR readily visible and accessible for consumers.

Some EMR systems automatically monitor clinical events, by analyzing patient data from an electronic health record to predict, detect and potentially prevent adverse events. This can include discharge/transfer orders, pharmacy orders, radiology results, laboratory results and any other data from ancillary services or provider notes. This type of event monitoring has been implemented using the Louisiana Public health information exchange linking statewide public health with electronic medical records. This system alerted medical providers when a patient with HIV/AIDS had not received care in over twelve months. This system greatly reduced the number of missed critical opportunities.

Philosophical views of the EHR

Within a meta-narrative systematic review of research in the field, there exist a number of different philosophical approaches to the EHR. The health information systems literature has seen the EHR as a container holding information about the patient, and a tool for aggregating clinical data for secondary uses (billing, audit etc.). However, other research traditions see the EHR as a contextualised artifact within a socio-technical system. For example, actor-network theory would see the EHR as an actant in a network, while research in computer supported cooperative work (CSCW) sees the EHR as a tool supporting particular work.

Several possible advantages to EHRs over paper records have been proposed, but there is debate about the degree to which these are achieved in practice.

Implementation, end user and patient considerations

Quality

Several studies call into question whether EHRs improve the quality of care. One 2011 study in diabetes care, published in the New England Journal of Medicine, found evidence that practices with EHR provided better quality care.

EMRs may eventually help improve care coordination. An article in a trade journal suggests that since anyone using an EMR can view the patient's full chart, it cuts down on guessing histories, seeing multiple specialists, smooths transitions between care settings, and may allow better care in emergency situations. EHRs may also improve prevention by providing doctors and patients better access to test results, identifying missing patient information, and offering evidence-based recommendations for preventive services.

Costs

The steep price of EHR and provider uncertainty regarding the value they will derive from adoption in the form of return on investment has a significant influence on EHR adoption. In a project initiated by the Office of the National Coordinator for Health Information (ONC), surveyors found that hospital administrators and physicians who had adopted EHR noted that any gains in efficiency were offset by reduced productivity as the technology was implemented, as well as the need to increase information technology staff to maintain the system.

The U.S. Congressional Budget Office concluded that the cost savings may occur only in large integrated institutions like Kaiser Permanente, and not in small physician offices. They challenged the Rand Corporation's estimates of savings. "Office-based physicians in particular may see no benefit if they purchase such a product—and may even suffer financial harm. Even though the use of health IT could generate cost savings for the health system at large that might offset the EHR's cost, many physicians might not be able to reduce their office expenses or increase their revenue sufficiently to pay for it. For example, the use of health IT could reduce the number of duplicated diagnostic tests. However, that improvement in efficiency would be unlikely to increase the income of many physicians." One CEO of an EHR company has argued if a physician performs tests in the office, it might reduce his or her income.

Doubts have been raised about cost saving from EHRs by researchers at Harvard University, the Wharton School of the University of Pennsylvania, Stanford University, and others.

Time

The implementation of EMR can potentially decrease identification time of patients upon hospital admission. A research from the Annals of Internal Medicine showed that since the adoption of EMR a relative decrease in time by 65% has been recorded (from 130 to 46 hours).

Software quality and usability deficiencies

The Healthcare Information and Management Systems Society, a very large U.S. healthcare IT industry trade group, observed in 2009 that EHR adoption rates "have been slower than expected in the United States, especially in comparison to other industry sectors and other developed countries. A key reason, aside from initial costs and lost productivity during EMR implementation, is lack of efficiency and usability of EMRs currently available." The U.S. National Institute of Standards and Technology of the Department of Commerce studied usability in 2011 and lists a number of specific issues that have been reported by health care workers. The U.S. military's EHR, AHLTA, was reported to have significant usability issues. Furthermore, studies such as the one conducted in BMC Medical Informatics and Decision Making, also showed that although the implementation of electronic medical records systems has been a great assistance to general practitioners there is still much room for revision in the overall framework and the amount of training provided. It was observed that the efforts to improve EHR usability should be placed in the context of physician-patient communication.

However, physicians are embracing mobile technologies such as smartphones and tablets at a rapid pace. According to a 2012 survey by Physicians Practice, 62.6 percent of respondents (1,369 physicians, practice managers, and other healthcare providers) say they use mobile devices in the performance of their job. Mobile devices are increasingly able to sync up with electronic health record systems thus allowing physicians to access patient records from remote locations. Most devices are extensions of desk-top EHR systems, using a variety of software to communicate and access files remotely. The advantages of instant access to patient records at any time and any place are clear, but bring a host of security concerns. As mobile systems become more prevalent, practices will need comprehensive policies that govern security measures and patient privacy regulations.

Hardware and workflow considerations

When a health facility has documented their workflow and chosen their software solution they must then consider the hardware and supporting device infrastructure for the end users. Staff and patients will need to engage with various devices throughout a patient's stay and charting workflow. Computers, laptops, all-in-one computers, tablets, mouse, keyboards and monitors are all hardware devices that may be utilized. Other considerations will include supporting work surfaces and equipment, wall desks or articulating arms for end users to work on. Another important factor is how all these devices will be physically secured and how they will be charged that staff can always utilize the devices for EHR charting when needed. 

The success of eHealth interventions is largely dependent on the ability of the adopter to fully understand workflow and anticipate potential clinical processes prior to implementations. Failure to do so can create costly and time-consuming interruptions to service delivery.

Unintended consequences

Per empirical research in social informatics, information and communications technology (ICT) use can lead to both intended and unintended consequences.

A 2008 Sentinel Event Alert from the U.S. Joint Commission, the organization that accredits American hospitals to provide healthcare services, states that "As health information technology (HIT) and 'converging technologies'—the interrelationship between medical devices and HIT—are increasingly adopted by health care organizations, users must be mindful of the safety risks and preventable adverse events that these implementations can create or perpetuate. Technology-related adverse events can be associated with all components of a comprehensive technology system and may involve errors of either commission or omission. These unintended adverse events typically stem from human-machine interfaces or organization/system design." The Joint Commission cites as an example the United States Pharmacopeia MEDMARX database where of 176,409 medication error records for 2006, approximately 25 percent (43,372) involved some aspect of computer technology as at least one cause of the error. 

The National Health Service (NHS) in the UK reports specific examples of potential and actual EHR-caused unintended consequences in their 2009 document on the management of clinical risk relating to the deployment and use of health software.

In a February 2010 US Food and Drug Administration (FDA) memorandum, FDA notes EHR unintended consequences include EHR-related medical errors due to (1) errors of commission (EOC), (2) errors of omission or transmission (EOT), (3) errors in data analysis (EDA), and (4) incompatibility between multi-vendor software applications or systems (ISMA) and cites examples. In the memo FDA also notes the "absence of mandatory reporting enforcement of H-IT safety issues limits the numbers of medical device reports (MDRs) and impedes a more comprehensive understanding of the actual problems and implications."

A 2010 Board Position Paper by the American Medical Informatics Association (AMIA) contains recommendations on EHR-related patient safety, transparency, ethics education for purchasers and users, adoption of best practices, and re-examination of regulation of electronic health applications. Beyond concrete issues such as conflicts of interest and privacy concerns, questions have been raised about the ways in which the physician-patient relationship would be affected by an electronic intermediary.

During the implementation phase, cognitive workload for healthcare professionals may be significantly increased as they become familiar with a new system.

EHRs are almost invariably detrimental to physician productivity, whether the data is entered during the encounter or at some time thereafter. While it is possible for an EHR to increase physician productivity by providing a fast and intuitive interface for viewing and understanding patient clinical data, while minimizing the amount of clinically irrelevant questions, this is almost never the case. The other way to mitigate the detriment to physician productivity is to hire scribes to work alongside medical practitioners, which is almost never financially viable.

As a result, many have conducted studies like the one discussed in the Journal of the American Medical Informatics Association "The Extent And Importance Of Unintended Consequences Related To Computerized Provider Order Entry", which seeks to understand the degree and significance of unplanned adverse consequences related to computerized physician order entry and understand how to interpret adverse events and understand the importance of its management for the overall success of computer physician order entry.

Governance, privacy and legal issues

Privacy concerns

In the United States, Great Britain, and Germany, the concept of a national centralized server model of healthcare data has been poorly received. Issues of privacy and security in such a model have been of concern.

In the European Union (EU), a new directly binding instrument, a regulation of the European Parliament and of the Council, was passed in 2016 to go into effect in 2018 to protect the processing of personal data, including that for purposes of health care, the General Data Protection Regulation

Threats to health care information can be categorized under three headings:
  • Human threats, such as employees or hackers
  • Natural and environmental threats, such as earthquakes, hurricanes and fires.
  • Technology failures, such as a system crashing
These threats can either be internal, external, intentional and unintentional. Therefore, one will find health information systems professionals having these particular threats in mind when discussing ways to protect the health information of patients. It has been found that there is a lack of security awareness among health care professionals in countries such as Spain. The Health Insurance Portability and Accountability Act (HIPAA) has developed a framework to mitigate the harm of these threats that is comprehensive but not so specific as to limit the options of healthcare professionals who may have access to different technology.

Personal Information Protection and Electronic Documents Act (PIPEDA) was given Royal Assent in Canada on 13 April 2000 to establish rules on the use, disclosure and collection of personal information. The personal information includes both non-digital and electronic form. In 2002, PIPEDA extended to the health sector in Stage 2 of the law's implementation. There are four provinces where this law does not apply because its privacy law was considered similar to PIPEDA: Alberta, British Columbia, Ontario and Quebec.

Legal issues

Liability

Legal liability in all aspects of healthcare was an increasing problem in the 1990s and 2000s. The surge in the per capita number of attorneys in the USA  and changes in the tort system caused an increase in the cost of every aspect of healthcare, and healthcare technology was no exception.

Failure or damages caused during installation or utilization of an EHR system has been feared as a threat in lawsuits. Similarly, it's important to recognize that the implementation of electronic health records carries with it significant legal risks.

This liability concern was of special concern for small EHR system makers. Some smaller companies may be forced to abandon markets based on the regional liability climate. Larger EHR providers (or government-sponsored providers of EHRs) are better able to withstand legal assaults. 

While there is no argument that electronic documentation of patient visits and data brings improved patient care, there is increasing concern that such documentation could open physicians to an increased incidence of malpractice suits. Disabling physician alerts, selecting from dropdown menus, and the use of templates can encourage physicians to skip a complete review of past patient history and medications, and thus miss important data. 

Another potential problem is electronic time stamps. Many physicians are unaware that EHR systems produce an electronic time stamp every time the patient record is updated. If a malpractice claim goes to court, through the process of discovery, the prosecution can request a detailed record of all entries made in a patient's electronic record. Waiting to chart patient notes until the end of the day and making addendums to records well after the patient visit can be problematic, in that this practice could result in less than accurate patient data or indicate possible intent to illegally alter the patient's record.

In some communities, hospitals attempt to standardize EHR systems by providing discounted versions of the hospital's software to local healthcare providers. A challenge to this practice has been raised as being a violation of Stark rules that prohibit hospitals from preferentially assisting community healthcare providers. In 2006, however, exceptions to the Stark rule were enacted to allow hospitals to furnish software and training to community providers, mostly removing this legal obstacle.

Legal interoperability

In cross-border use cases of EHR implementations, the additional issue of legal interoperability arises. Different countries may have diverging legal requirements for the content or usage of electronic health records, which can require radical changes to the technical makeup of the EHR implementation in question. (especially when fundamental legal incompatibilities are involved) Exploring these issues is therefore often necessary when implementing cross-border EHR solutions.

Contribution under UN administration and accredited organizations

The United Nations World Health Organization (WHO) administration intentionally does not contribute to an internationally standardized view of medical records nor to personal health records. However, WHO contributes to minimum requirements definition for developing countries.

The United Nations accredited standardisation body International Organization for Standardization (ISO) however has settled thorough word for standards in the scope of the HL7 platform for health care informatics. Respective standards are available with ISO/HL7 10781:2009 Electronic Health Record-System Functional Model, Release 1.1 and subsequent set of detailing standards.

Medical data breach

The majority of the countries in Europe have made a strategy for the development and implementation of the Electronic Health Record Systems. This would mean greater access to health records by numerous stakeholders, even from countries with lower levels of privacy protection. The forthcoming implementation of the Cross Border Health Directive and the EU Commission's plans to centralize all health records are of prime concern to the EU public who believe that the health care organizations and governments cannot be trusted to manage their data electronically and expose them to more threats. 

The idea of a centralized electronic health record system was poorly received by the public who are wary that the governments may extend the use of the system beyond its purpose. There is also the risk for privacy breaches that could allow sensitive health care information to fall into the wrong hands. Some countries have enacted laws requiring safeguards to be put in place to protect the security and confidentiality of medical information as it is shared electronically and to give patients some important rights to monitor their medical records and receive notification for loss and unauthorized acquisition of health information. The United States and the EU have imposed mandatory medical data breach notifications.

Breach notification

The purpose of a personal data breach notification is to protect individuals so that they can take all the necessary actions to limit the undesirable effects of the breach and to motivate the organization to improve the security of the infrastructure to protect the confidentiality of the data. The US law requires the entities to inform the individuals in the event of breach while the EU Directive currently requires breach notification only when the breach is likely to adversely affect the privacy of the individual. Personal health data is valuable to individuals and is therefore difficult to make an assessment whether the breach will cause reputational or financial harm or cause adverse effects on one's privacy. 

The Breach notification law in the EU provides better privacy safeguards with fewer exemptions, unlike the US law which exempts unintentional acquisition, access, or use of protected health information and inadvertent disclosure under a good faith belief.

Technical issues

Standards

  • ASC X12 (EDI) – transaction protocols used for transmitting patient data. Popular in the United States for transmission of billing data.
  • CEN's TC/251 provides EHR standards in Europe including:
    • EN 13606, communication standards for EHR information
    • CONTSYS (EN 13940), supports continuity of care record standardization.
    • HISA (EN 12967), a services standard for inter-system communication in a clinical information environment.
  • Continuity of Care Record – ASTM International Continuity of Care Record standard
  • DICOM – an international communications protocol standard for representing and transmitting radiology (and other) image-based data, sponsored by NEMA (National Electrical Manufacturers Association)
  • HL7 – a standardized messaging and text communications protocol between hospital and physician record systems, and between practice management systems
  • Fast Healthcare Interoperability Resources (FHIR) – a modernized proposal from HL7 designed to provide open, granular access to medical information
  • ISOISO TC 215 provides international technical specifications for EHRs. ISO 18308 describes EHR architectures
  • xDT – a family of data exchange formats for medical purposes that is used in the German public health system.
The U.S. federal government has issued new rules of electronic health records.

Open specifications

  • openEHR: an open community developed specification for a shared health record with web-based content developed online by experts. Strong multilingual capability.
  • Virtual Medical Record: HL7's proposed model for interfacing with clinical decision support systems.
  • SMART (Substitutable Medical Apps, reusable technologies): an open platform specification to provide a standard base for healthcare applications.

Common Data Model (in health data context)

Common Data Model (CDM) is a specification that describes how data from multiple sources (e.g., multiple EHR systems) can be combined. Many CDMs use a relational model (e.g., the OMOP CDM). A relational CDM defines names of tables and table columns and restricts what values are valid.

Customization

Each healthcare environment functions differently, often in significant ways. It is difficult to create a "one-size-fits-all" EHR system. Many first generation EHRs were designed to fit the needs of primary care physicians, leaving certain specialties significantly less satisfied with their EHR system.

An ideal EHR system will have record standardization but interfaces that can be customized to each provider environment. Modularity in an EHR system facilitates this. Many EHR companies employ vendors to provide customization. 

This customization can often be done so that a physician's input interface closely mimics previously utilized paper forms.

At the same time they reported negative effects in communication, increased overtime, and missing records when a non-customized EMR system was utilized. Customizing the software when it is released yields the highest benefits because it is adapted for the users and tailored to workflows specific to the institution.

Customization can have its disadvantages. There is, of course, higher costs involved to implementation of a customized system initially. More time must be spent by both the implementation team and the healthcare provider to understand the workflow needs. 

Development and maintenance of these interfaces and customizations can also lead to higher software implementation and maintenance costs.

Long-term preservation and storage of records

An important consideration in the process of developing electronic health records is to plan for the long-term preservation and storage of these records. The field will need to come to consensus on the length of time to store EHRs, methods to ensure the future accessibility and compatibility of archived data with yet-to-be developed retrieval systems, and how to ensure the physical and virtual security of the archives.

Additionally, considerations about long-term storage of electronic health records are complicated by the possibility that the records might one day be used longitudinally and integrated across sites of care. Records have the potential to be created, used, edited, and viewed by multiple independent entities. These entities include, but are not limited to, primary care physicians, hospitals, insurance companies, and patients. Mandl et al. have noted that "choices about the structure and ownership of these records will have profound impact on the accessibility and privacy of patient information."

The required length of storage of an individual electronic health record will depend on national and state regulations, which are subject to change over time. Ruotsalainen and Manning have found that the typical preservation time of patient data varies between 20 and 100 years. In one example of how an EHR archive might function, their research "describes a co-operative trusted notary archive (TNA) which receives health data from different EHR-systems, stores data together with associated meta-information for long periods and distributes EHR-data objects. TNA can store objects in XML-format and prove the integrity of stored data with the help of event records, timestamps and archive e-signatures."

In addition to the TNA archive described by Ruotsalainen and Manning, other combinations of EHR systems and archive systems are possible. Again, overall requirements for the design and security of the system and its archive will vary and must function under ethical and legal principles specific to the time and place.

While it is currently unknown precisely how long EHRs will be preserved, it is certain that length of time will exceed the average shelf-life of paper records. The evolution of technology is such that the programs and systems used to input information will likely not be available to a user who desires to examine archived data. One proposed solution to the challenge of long-term accessibility and usability of data by future systems is to standardize information fields in a time-invariant way, such as with XML language. Olhede and Peterson report that "the basic XML-format has undergone preliminary testing in Europe by a Spri project and been found suitable for EU purposes. Spri has advised the Swedish National Board of Health and Welfare and the Swedish National Archive to issue directives concerning the use of XML as the archive-format for EHCR (Electronic Health Care Record) information."

Synchronization of records

When care is provided at two different facilities, it may be difficult to update records at both locations in a co-ordinated fashion. Two models have been used to satisfy this problem: a centralized data server solution, and a peer-to-peer file synchronization program (as has been developed for other peer-to-peer networks). Synchronization programs for distributed storage models, however, are only useful once record standardization has occurred. Merging of already existing public healthcare databases is a common software challenge. The ability of electronic health record systems to provide this function is a key benefit and can improve healthcare delivery.

eHealth and teleradiology

The sharing of patient information between health care organizations and IT systems is changing from a "point to point" model to a "many to many" one. The European Commission is supporting moves to facilitate cross-border interoperability of e-health systems and to remove potential legal hurdles, as in the project www.epsos.eu/. To allow for global shared workflow, studies will be locked when they are being read and then unlocked and updated once reading is complete. Radiologists will be able to serve multiple health care facilities and read and report across large geographical areas, thus balancing workloads. The biggest challenges will relate to interoperability and legal clarity. In some countries it is almost forbidden to practice teleradiology. The variety of languages spoken is a problem and multilingual reporting templates for all anatomical regions are not yet available. However, the market for e-health and teleradiology is evolving more rapidly than any laws or regulations.

European Union: Directive 2011/24/EU on patients' rights in cross-border healthcare

The European Commission wants to boost the digital economy by enabling all Europeans to have access to online medical records anywhere in Europe by 2020. With the newly enacted Directive 2011/24/EU on patients' rights in cross-border healthcare due for implementation by 2013, it is inevitable that a centralised European health record system will become a reality even before 2020. However, the concept of a centralised supranational central server raises concern about storing electronic medical records in a central location. The privacy threat posed by a supranational network is a key concern. Cross-border and Interoperable electronic health record systems make confidential data more easily and rapidly accessible to a wider audience and increase the risk that personal data concerning health could be accidentally exposed or easily distributed to unauthorised parties by enabling greater access to a compilation of the personal data concerning health, from different sources, and throughout a lifetime.

In veterinary medicine

In UK veterinary practice, the replace of paper recording systems with electronic methods of storing animal patient information escalated from the 1980s and the majority of clinics now use electronic medical records. In a sample of 129 veterinary practices, 89% used a Practice Management System (PMS) for data recording. There are more than ten PMS providers currently in the UK. Collecting data directly from PMSs for epidemiological analysis abolishes the need for veterinarians to manually submit individual reports per animal visit and therefore increases the reporting rate.

Veterinary electronic medical record data are being used to investigate antimicrobial efficacy; risk factors for canine cancer; and inherited diseases in dogs and cats, in the small animal disease surveillance project 'VetCOMPASS' (Veterinary Companion Animal Surveillance System) at the Royal Veterinary College, London, in collaboration with the University of Sydney (the VetCOMPASS project was formerly known as VEctAR).

Turing test

A letter published in Communications of the ACM describes the concept of generating synthetic patient population and proposes a variation of Turing Test to assess the difference between synthetic and real patients. The letter states: "In the EHR context, though a human physician can readily distinguish between synthetically generated and real live human patients, could a machine be given the intelligence to make such a determination on its own?" and further the letter states: "Before synthetic patient identities become a public health problem, the legitimate EHR market might benefit from applying Turing Test-like techniques to ensure greater data reliability and diagnostic value. Any new techniques must thus consider patients' heterogeneity and are likely to have greater complexity than the Allen eighth-grade-science-test is able to grade."

Representation of a Lie group

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