Author: Kendall Eddington

  • Understanding the AI in Healthcare Debate

    Understanding the AI in Healthcare Debate

    Background

    What is Artificial Intelligence?

    Artificial intelligence, more commonly referred to as AI, encompasses many technologies that enable computers to simulate human intelligence and problem solving abilities. AI includes machine learning, which allows computers to imitate human learning, and deep learning, a subset of machine learning that simulates the decision making processes of the human brain. Together, these algorithms power most of the AI in our daily lives, such as Chat GPT, self-driving vehicles, GPS, and more. 

    Introduction

    Due to the rapid and successful development of AI technology, its use is growing across many sectors including healthcare. According to a recent Morgan Stanley report, 94 percent of surveyed healthcare companies use AI in some capacity. In addition, a MarketsandMarkets study valued the global AI healthcare market at $20.9 billion for 2024 and predicted the value to surpass $148 billion by 2029. The high projected value of AI can be attributed to the increasing use of AI across hospitals, medical research, and medical companies. Hospitals currently use AI to predict disease risk in patients, summarize symptoms for potential diagnoses, power chatbots, and streamline patient check-ins. 

    The increased use of AI in healthcare and other sectors has prompted policymakers to recommend global standards for AI implementation. UNESCO published the first global standards for AI ethics in November 2021, and the Biden-Harris Administration announced an executive order in October 2023 on safe AI use and development. Following these recommendations, the Department of Health and Human Services published a regulation titled HTI-1 Final Rule, which includes requirements, standards, and certifications for AI use in healthcare settings. The FDA also expanded its inspection of medical devices that incorporate AI in 2023, approving 692 AI devices. While the current applications of AI in the health industry seem promising, the debate over the extent of its use remains a contentious topic for patients and providers.

    Arguments in Favor of AI In Healthcare

    Those in favor of AI in healthcare cite its usefulness in diagnosing patients and streamlining patient interactions with the healthcare system. They point to evidence showing that AI is valuable for identifying patterns in complex health data to profile diseases. In a study evaluating the diagnostic accuracy of AI in primary care for over 100,000 patients, researchers found an overall 84.2 percent agreement rate between the physician and the AI diagnosis

    In addition, proponents argue that AI will reduce the work burden on physicians and administrators. According to a survey by the American Medical Association, two thirds of over 1,000 physicians surveyed identified advantages to using AI such as reductions in documentation time. Moreover, a study published in Health Informatics found that using AI to generate draft replies to patient messages reduced burnout and burden scores for physicians. Supporters claim that AI can improve the patient experience as well, reducing waiting times for appointments and assisting in appointment scheduling.

    Proponents also argue that using AI could significantly combat mounting medical and health insurance costs. According to a 2024 poll, around half of surveyed U.S. adults said they struggled to afford healthcare, and one in four said they put off necessary care due to the cost. Supporters hold that AI may be a solution, citing one study that found that AI’s efficiency in diagnosis and treatment lowered healthcare costs compared to traditional methods. Moreover, researchers estimate that the expansion of AI in healthcare could lead to savings of up to $360 billion in domestic healthcare spending. For example, AI could be used to save $150 billion annually by automating about 45 percent of administrative tasks and $200 billion in insurance payouts by detecting fraud. 

    Arguments Against AI in Healthcare

    Opponents caution against scaling up AI’s role in healthcare because of the risks associated with algorithmic bias and data privacy. Algorithmic bias, or discriminatory practices taken up by AI from unrepresentative data, is a well-known flaw that critics say is too risky to integrate into already-inequitable healthcare settings. For example, when trained with existing healthcare data such as medical records, AI algorithms tended to incorrectly evaluate health needs and disease risks in Black patients compared to White patients. One study argues that this bias in AI medical applications will worsen existing health inequities by underestimating care needs in populations of color. For example, the study found that an AI system designed to predict breast cancer risk may incorrectly assign Black patients as “low risk”. Since clinical trial data in the U.S. still severely underrepresents people of color, critics argue that algorithmic bias will remain a dangerous feature of healthcare AI systems in the future.

    Those against AI use in healthcare also cite concerns with data privacy and consumer trust. They highlight that as AI use expands, more corporations, clinics, and public bodies will have access to medical records. One review explained that recent partnerships between healthcare settings and private AI corporations has resulted in concerns about the control and use of patient data. Moreover, opponents argue that the general public is significantly less likely to trust private tech companies with their health data than physicians, which may lead to distrust of healthcare settings that partner with tech companies to integrate AI. Another issue critics emphasize is the risk of data breaches. Even when patient data is anonymized, new algorithms are capable of re-identifying patients. If data security is left to private AI companies that may not have experience protecting such large quantities of patient data against sophisticated attacks, opponents claim the risk of large-scale data leaks may increase. 

    Conclusion

    The rise of AI in healthcare has prompted debates on diverse topics ranging from healthcare costs to work burden to data privacy. Proponents highlight AI’s potential to enhance diagnostic accuracy, reduce administrative burdens on healthcare professionals, and lower costs. Conversely, opponents express concerns about algorithmic bias exacerbating health disparities and data breaches leaking patient information. As the debate continues, the future of AI in healthcare will hinge on addressing these diverse perspectives and ensuring that the technology is developed responsibly.

  • Understanding the Contraception Regulation Debate: Legal, Moral and Regulatory Implications

    Understanding the Contraception Regulation Debate: Legal, Moral and Regulatory Implications

    Background

    What is contraception?

    Reproductive health access has been a consistent topic in American politics since the Supreme Court’s recent Dobbs v. Jackson decision, which overturned the constitutional right to an abortion established in Roe v. Wade. One aspect of this debate is the right to contraception, which was first affirmed through Griswold v. Connecticut in 1965. The landmark case concluded that states cannot make contraception illegal. However, the contraception regulation debate is complicated due to disagreements over what constitutes abortion in post-Dobbs America. In fact, Justice Clarence Thomas wrote in his Dobbs opinion that SCOTUS “should reconsider” other cases decided by the same clause as the overturned Roe v. Wade, including Griswold v. Connecticut.

    Contraception is defined by the medical and scientific community as the intentional prevention of pregnancy through the use of devices, drugs, sexual methods, and surgical procedures. Contraception is also referred to as birth control and is different from abortifacients, which are substances that lead to abortion. The medical community defines pregnancy as a fertilized egg that is implanted into the uterus. By these definitions, abortion involves the detachment of a fertilized egg from the uterine wall to end a pregnancy, while contraception involves methods to prevent pregnancy (the attachment of a fertilized egg to the uterus).

    Introduction to Contraceptive Access Debate

    In response to increased debates on reproductive healthcare access since the Dobbs decision, the Biden-Harris administration passed an executive order to “strengthen contraceptive access.” The order builds on the existing contraception mandate of the Affordable Care Act, which guarantees that health insurance plans must cover contraceptive methods and counseling. In addition, the Department of Health and Human Services’ Title X program provides grants to health clinics for affordable and confidential birth control access. 

    Still, some state laws and policy recommendations blur the line between birth control methods and abortions, with some categorizing birth control as abortifacients. For example, Missouri defines abortion as the intentional termination of a pregnancy. However, because the ban does not define pregnancy, the law could be interpreted as a ban on anything that prevents the implantation of a fertilized egg into the uterine lining, including emergency contraceptives. As a result, a health system in Missouri initially stopped providing the emergency contraceptive Plan B after the state outlawed abortion. According to health tracking polls, 73% of Americans incorrectly believed emergency contraceptives like Plan B were abortifacients. Since these varied interpretations of birth control in post-Dobbs America have opened the door for states to restrict access to birth control, some believe that the right to contraceptives should be codified in federal law. In May 2024, Congress introduced the Right to Contraception Act to solidify a national right to contraceptive access and standardize definitions of birth control, abortifacients, and pregnancy. While the act did not pass through Congress, the right to contraception remains a debated topic as the 2024 election approaches.

    Arguments For Federally Codifying Contraception Access

    Proponents of contraception access cite the public health benefits of readily available and accessible contraceptives. They stress that barrier methods of birth control like condoms are important in preventing the spread of STDs. Proponents also point to evidence that increased availability of contraceptives is linked to lower rates of HIV transmission, better maternal health, and decreased pregnancies in children and older women who would otherwise experience health complications. In addition to public health benefits, some argue that birth control assists in public savings associated with the prevention of unintended pregnancies. According to the Guttmacher Institute, an estimated $7.7 billion of total net savings was attributed to public clinics providing birth control, with an estimated $4.83 in savings for every public dollar invested in contraceptive and family planning services.

    Proponents also argue that access to contraceptives will reduce the need for women to seek abortions. One Washington University study explained that the majority of unplanned pregnancies in the US result from a lack of correct contraceptive use. It showed that birth control can reduce the rates at which people seek abortion by 68-72%. Moreover, seeing as unsafe abortions are one of the leading causes of maternal mortality, some argue that contraceptive access is crucial for safeguarding women’s health in a post-Dobbs world.

    Other proponents of protecting contraception access point to precedent court cases that establish the right to contraception. In addition to Griswold v. Connecticut, Eisenstadt v. Baird (1972) expanded the right to contraception to unmarried individuals and Carey v. Population Services International (1977) ruled that minors have a constitutional right to contraception. Due to these precedent cases and aforementioned public health arguments, proponents believe that it is permissible to establish a national right to contraception via federal law.

    Arguments Against Federally Codifying Contraception Access

    Some opponents of federally codifying contraception access argue that doing so would encroach on states’ right to restrict abortion. As shown in national polls, many Americans define abortion as the prevention of a likely pregnancy, and therefore believe that emergency contraceptives are abortifacients. Many religious groups similarly believe that life begins at conception, and thus have moral concerns with emergency contraceptives. They argue that by introducing legislation like the Right to Contraception Act, which defines abortion more narrowly, Congress would encroach on states’ rights to regulate and restrict abortion as they define it. For example, some members of Congress opposed the Right to Contraception Act because they believed it would lead to abortion drugs such as mifepristone being available in all states. 

    Those who oppose a federal right to contraception also point to the religious right to refuse compliance with certain laws and mandates. In the 2014 SCOTUS case Burwell v. Hobby Lobby Stores, the court ruled that it was lawful for private employers with religious objections to deny health coverage for contraception, despite the Affordable Care Act contraception mandate. In 2017 and 2018, the Trump Administration further regulated contraceptive access by issuing refusal laws that allow employers and universities to deny insurance coverage of contraceptives on the basis of moral and religious objections. The Biden-Harris executive order on contraceptives in 2023 removed the moral exemption, but the religious exemption remains. Opponents to federally codifying the right to contraception argue that removing the religious exemption would limit freedom of religion for institutions founded on religious beliefs. 

    Conclusion

    In summary, the debate over the right to contraception highlights deep divisions regarding the definition of abortion and concerns about states’ rights. As the 2024 election approaches, the future of contraceptive access in America remains uncertain, with ongoing discussions about its moral, legal, and public health implications.

  • Pros and Cons of the Medicaid-funded Housing Debate

    Pros and Cons of the Medicaid-funded Housing Debate

    What is Medicaid and Section 1115? 

    Medicaid is a federal government-funded health insurance entitlement program that provides health coverage to primarily low-income and disadvantaged individuals. Each state runs its own Medicaid program, so eligibility and benefits may vary. 

    While Medicaid benefits traditionally include physician and other health services, Section 1115 of the Social Security Act allows the Department of Health and Human Services to approve experimental projects that would promote Medicaid’s objectives. The Biden-Harris Administration is using Section 1115 waivers to fund their newest initiative, the Housing and Services Partnership Accelerator, which provides funding to eight states (Arizona, California, Hawaii, Maryland, Massachusetts, Minnesota, North Carolina, Washington) and D.C. to promote partnerships across housing and health sectors. States will collaborate with community-based organizations and housing providers to locate and pay for services such as rental assistance, security deposits, and housing transition services. 

    The Accelerator is part of the administration’s efforts to address social determinants of health (SDOH), which are the factors where people live, work, and play that affect health outcomes. There is a well-established correlation between housing status and health outcomes—unsafe environments, stress, limited access to resources and transportation and other housing-related factors are examples of how housing status leads to worse health outcomes. People experiencing homelessness experience many health disparities including higher rates of chronic disease, premature deaths and mortality. 

    Housing and Healthcare: An Effective Partnership?

    Proponents cite that permanent supportive housing is effective in improving health outcomes, especially for individuals experiencing chronic homelessness, because it provides the basic resources and services needed to maintain health. Therefore, they argue the clear link between housing and health makes Medicaid an appropriate bridge between social services and healthcare

    However, those against using Medicaid funds worry that collaboration efforts may be ineffective. Government agencies, medical services, and nonprofits have rarely worked together in the past. In fact, some studies found that healthcare systems do not collaborate well with non-healthcare organizations because of the differences in their core missions, political power, and lack of expertise. Those in favor of funding housing through services that specialize in housing argue that prioritizing immediate health goals in housing policies is less effective than investing in long-term health outcomes. Due to the mismatches between priorities of health systems and social service organizations, they argue the task of addressing SDOH is mishandled and opportunities to invest in long-term health are overlooked. 

    Cost-Benefit Analysis

    Additionally, many advocates for Medicaid-funded housing believe that the initiative will save healthcare costs over time. They believe that funding housing services will decrease health disparities related to housing status, which in turn will decrease healthcare spending. 

    For example, people experiencing homelessness tend to depend on emergency departments and overnight stays for healthcare. Their dependence on hospitals carry high costs for the healthcare system—the top 5% of hospital users are overwhelmingly poor and housing insecure and are estimated to consume 50% of U.S. healthcare costs. Patients with documented housing instability also require mental and behavioral care at a rate ten times higher than people without housing instability and have longer lengths of stays, with an average of two additional days. Case studies in Oregon, Chicago, and New York have found that permanent supportive housing successfully reduced Medicaid costs, hospital days, and emergency department visits.

    However, mixed literature on the cost effectiveness of funding housing services is why many are against using Medicaid for funding. One randomized trial found that providing permanent supportive housing for chronically homeless individuals decreased psychiatric emergency department visits by 38%, but did not decrease medical emergency department visits or hospitalizations. In fact, one study explained that SDOH initiatives often struggle to generate returns on investment due to the complexity of our healthcare system. Those against using Medicaid funds for housing argue it would take away from already struggling programs related to basic health needs. 

    Housing Crisis Solutions

    Those in favor of Medicaid-funded housing also point out the importance of addressing both health disparities in unhoused populations and also the homeless crisis. Medicaid-funded housing may be the quickest way to help disadvantaged Americans because Medicaid is an entitlement program, meaning anyone eligible for its services is entitled to them. On the other hand, housing programs have budgets set by Congress and are underfunded. 75% of those eligible for federal housing assistance do not receive it, and the overwhelming demand has caused many housing agencies to stop taking applications. Because of the differences in funding structure, some argue that there is a moral obligation to provide care because it is not possible to completely overhaul the housing department and it is unethical to deny services on the basis of waiting to research returns on investment. For example, the director of the Center for Medicaid and CHIP Services noted that saving money is not the only issue at hand and that it is important to also evaluate health outcomes.

    However, some argue that this perspective ignores the root problems of the housing crisis and will only threaten the future of housing programs. For example, some housing experts are worried that the funding will also set back people in line for federal housing assistance or even threaten their eligibility for other homeless services. Additionally, a study assessing Maryland’s 1115 waiver program from 2022 explained that limited supply of affordable housing and participant backgrounds (such as rental history, credit scores, and stigmas against people experiencing homelessness) made it difficult to locate housing solutions. One of the hospital executives interviewed in the study said that without government action to increase housing, SDOH cannot really be addressed. 

    Takeaways From the Debate

    Advocates for Medicaid-funded housing services cite previous Section 1115 initiatives and their successes such as improved health outcomes, healthcare cost reductions, and housing crisis solutions.

    Those against the initiative cite problems with past health-housing initiatives, including ineffective partnerships, minimal return on investment, and inability to address root problems of SDOH and long-term health goals.

  • The Health Care Debate for Undocumented Immigrants: What You Need to Know

    The Health Care Debate for Undocumented Immigrants: What You Need to Know

    What types of health insurance do immigrants currently qualify for?

    Undocumented immigrants are generally ineligible for federal healthcare programs due to immigration status regulations and public charge rules. Additionally, even immigrants who are “lawfully present” face barriers to accessing federal healthcare programs such as Medicaid and the Children’s Health Insurance Program (CHIP), which are state-administered and federally funded to provide coverage to low-income individuals. They are also excluded from the Health Insurance Marketplace, a federal service that offers tax cuts and subsidies to make insurance more affordable.

    Undocumented immigrants in the U.S. are eligible for emergency medical care under the Emergency Medical Treatment and Labor Act (EMTALA), funded through Medicaid. Beyond emergency care, their options are limited to private insurance through employers or primary care at community health clinics. Many rely primarily on EMTALA-covered emergency services, with a high likelihood of not having access to regular medical care or a doctor’s visit in the past year.

    The combination of eligibility restrictions for federal programs, limited access to private insurance due to employment in low-benefit jobs, and barriers like fear and language differences makes undocumented immigrants more likely to be uninsured compared to lawfully present immigrants and U.S.-born citizens.

    Background on undocumented immigrants in the US

    In recent years, several states have started expanding health coverage to undocumented immigrants to improve healthcare access and reduce financial strain on hospitals treating uninsured patients. On the federal level, there was a move towards expansion with the introduction of the Health Equity and Access under Law (HEAL) for Immigrant Families Act in 2023, aimed at eliminating healthcare barriers for all immigrants, regardless of status. Despite these efforts, challenges persist. For example, Illinois had to scale back on enrollments due to budget underestimations, affecting about 6,000 people’s insurance coverage. Moreover, with unauthorized crossings at the US-Mexico border hitting a record 2.4 million in 2023, cities like New York City have been overwhelmed, committing $2.4 billion in 2024 to address the costs related to the large influx of migrants.

    The Cost of Providing Care

    Proponents of expanding healthcare coverage to undocumented immigrants argue that it would not result in excessive costs and could actually lead to savings in other areas. They point out that providing regular preventative primary care to undocumented immigrants would reduce the need for more costly emergency department (ED) visits, which often arise from lack of insurance. Cost analyses support this view, showing that regular primary care is less expensive than ED services that could have been avoided. Furthermore, the lack of preventative care can lead to advanced chronic diseases, which are significantly more costly, imposing an estimated economic burden of $4 trillion a year. It’s estimated that preventing unnecessary ED visits could save approximately $4.4 billion annually.

    Supporters of expanding health coverage to undocumented immigrants say that there is a widely held misconception that immigrants use more healthcare than those born in the U.S. and “drain” medical resources. One systematic review indicates that both private and public health insurance expenditures are lower per capita for immigrants, particularly undocumented ones. Additionally, immigrants tend to pay more in out-of-pocket expenses, contributing more to medical costs than they receive in services. 

    Opponents of expanding health coverage to undocumented immigrants argue that such programs are financially unsustainable, pointing to significant costs associated with existing state initiatives. For instance, California’s Medi-Cal program, which was the first to extend coverage to all undocumented immigrants, is projected to cost over $2 billion annually. This comes at a time when California faces a budget deficit of approximately $73 billion, according to estimates by the state’s legislative analyst. Critics believe that simply providing universal coverage is not cost-effective and suggest alternative solutions to improve healthcare access. They advocate for policies like lifting bans on the sale of short-term health plans, which are less expensive, and expanding private insurance options as more sustainable approaches to delivering affordable care.

    Illinois recently had to pause its health insurance program for undocumented immigrants due to higher-than-expected costs. Since its launch in 2020, the program expanded twice and was projected to cost $1.1 billion. However, in 2023, the state allocated only $550 million and capped enrollment at 16,500 participants. The governor’s spokesperson attributed the underestimation of costs to unreliable metrics from the U.S. Census, indicating challenges in accurately predicting financial needs for such programs.

    How does expanding healthcare access relate to the migrant crisis?

    Advocates for expanding health coverage to undocumented immigrants argue that it will improve the overall health of the nation. With an estimated 10.5 million undocumented immigrants in the U.S., proponents suggest that broader access to healthcare could significantly boost public health by increasing care availability and vaccination rates among this population. They point to outbreaks of vaccine-preventable diseases, such as measles, poliovirus, and Covid-19, which have been linked in part to vaccine hesitancy among immigrant groups and low immunization rates. A systematic review indicated that barriers like limited access to medical care and infrequent doctor visits contribute to vaccine hesitancy. Therefore, supporters of healthcare expansion believe that improving access to care for undocumented immigrants will help reduce the spread of preventable diseases.

    Opponents of expanding health benefits for undocumented immigrants argue that such policies could incentivize more immigration to the U.S. They cite studies suggesting that immigrants are drawn to areas with generous welfare benefits, including healthcare. Critics also highlight the strain on hospital resources due to increased immigration. For example, Colorado hospitals have seen a significant increase in migrant patients, with a 69% rise in new patients over a three-month period, totaling around 6,000 migrant visits. This surge has led to overcrowded emergency departments, impeding access for other patients and forcing some hospitals to turn patients away. Dr. Richard Zane, chair of the Department of Emergency Medicine for UCHealth, expressed concerns, stating, “We will not deny emergency care. But at some point, access is impeded for everyone.”

    Takeaways from the debate: Cost analysis and the effect of coverage expansion on the US population 

    The debate over expanding healthcare to undocumented immigrants is complex, entangled with concerns about costs, program sustainability, and the ongoing migrant crisis. Proponents of expansion argue that it could lead to modest costs by reducing unnecessary emergency department visits and would significantly benefit public health by increasing healthcare access for the large undocumented population in the U.S. However, opponents contend that evidence from state programs and healthcare systems points to substantial costs associated with such expansions. Additionally, they argue that the growing number of undocumented immigrants, exacerbated by the migrant crisis, will further strain city, state, and federal budgets.

  • Kendall Eddington, University of Illinois Urbana-Champaign

    Kendall Eddington, University of Illinois Urbana-Champaign

    Kendall Eddington is a first-year student at the University of Illinois Urbana-Champaign who will be transferring to Cornell University in the fall to major in Biology and Society. As someone passionate about the intersections of science and society, she also intends to minor in Health Policy and Law and Society. Her interests lie in health equity, policy, and law, and she intends to pursue a career that combats health disparities. While at ACE, she hopes to research policies from a public health perspective with a focus on health equity.

    She developed an interest in policy while serving as Editor-in-Chief for Illinois Youth and Government’s statewide newspaper, where she oversaw legislative news stories and wrote op-eds on policy issues. She also has molecular and cellular biology lab experience and intends to work in a molecular anthropology lab this spring. Kendall is passionate about understanding health from a biological standpoint and applying that knowledge toward policy solutions.

    In her free time, Kendall enjoys spending time outdoors, solving crosswords (especially the NYT Mini) and going to indie concerts.

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