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Video Endoscopy As Big Data: Balancing Privacy And Progress In Gastroenterology, Eugenia N. Uche-Anya, Sara Gerke, Tyler M. Berzin Jan 2024

Video Endoscopy As Big Data: Balancing Privacy And Progress In Gastroenterology, Eugenia N. Uche-Anya, Sara Gerke, Tyler M. Berzin

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Tens of millions of gastrointestinal (GI) endoscopy videos and images are generated annually in the United States (1). A single 15-minute endoscopic procedure, recorded at 30 frames per second, generates approximately 27,000 high-definition images, representing a treasure trove of potential data. In the era of artificial intelligence (AI) and machine learning (ML), this data stream will not only fuel innovative and clinically impactful research in gastroenterology for both academic and commercial purposes, but also introduce ethical and legal concerns that merit consideration. Gastroenterologists are now faced with navigating new questions around data privacy and data ownership that have …


How Ai Can Learn From The Law: Putting Humans In The Loop Only On Appeal, I. Glenn Cohen, Boris Babic, Sara Gerke, Qiong Xia,, Theodoros Evgeniou, Klaus Wertenbroch Jan 2023

How Ai Can Learn From The Law: Putting Humans In The Loop Only On Appeal, I. Glenn Cohen, Boris Babic, Sara Gerke, Qiong Xia,, Theodoros Evgeniou, Klaus Wertenbroch

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While the literature on putting a “human in the loop” in artificial intelligence (AI) and machine learning (ML) has grown significantly, limited attention has been paid to how human expertise ought to be combined with AI/ML judgments. This design question arises because of the ubiquity and quantity of algorithmic decisions being made today in the face of widespread public reluctance to forgo human expert judgment. To resolve this conflict, we propose that human expert judges be included via appeals processes for review of algorithmic decisions. Thus, the human intervenes only in a limited number of cases and only after an …


Interagency Dynamics In Matters Of Health And Immigration, Medha D. Makhlouf Jan 2023

Interagency Dynamics In Matters Of Health And Immigration, Medha D. Makhlouf

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When Congress delegates authority to an executive agency, it tells us something important about the expertise that Congress wishes to harness in policymaking on an issue. In the legal literature on interagency dynamics and cooperation, issues at the nexus of health and immigration are largely understudied. This Article extends this literature by examining how delegations of authority on issues at the intersection of health and immigration influence policymaking. In an analysis of how administrative law models apply to three topics in the shared regulatory space of the Department of Health and Human Services (“HHS”) and the Department of Homeland Security …


Towards Racial Justice: The Role Of Medical-Legal Partnerships, Medha D. Makhlouf Jan 2022

Towards Racial Justice: The Role Of Medical-Legal Partnerships, Medha D. Makhlouf

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Medical-legal partnerships (MLPs) integrate knowledge and practices from law and health care in pursuit of health equity. However, the MLP movement has not reached its full potential to address racial health inequities, in part because its original framing was not explicitly race conscious. This article aims to stimulate discussion of the role of MLPs in racial justice. It calls for MLPs to name racism as a social determinant of health and to examine how racism may operate in the field. This work sets the stage for the next step: operationalizing racial justice in the MLP model, research, and practice.


Immigration Reforms As Health Policy, Medha D. Makhlouf, Patrick J. Glen Jan 2022

Immigration Reforms As Health Policy, Medha D. Makhlouf, Patrick J. Glen

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The 2020 election, uniting control of the political branches in the Democratic party, opened up a realistic possibility of immigration reform. Reform of the immigration system is long overdue, but in pursuing such reform, Congress should cast a broad net and recognize the health policies embedded in immigration laws. Some immigration laws undermine health policies designed to improve individual and population health. For example, immigration inadmissibility and deportability laws that chill noncitizens from enrolling in health-promoting public benefits contribute to health inequities in immigrant communities that spill over into the broader population—a fact highlighted by the still-raging COVID-19 pandemic. Restrictions …


Setting The Health Justice Agenda: Addressing Health Inequity And Injustice In The Post-Pandemic Clinic, Emily Benfer, James Bhandary-Alexander, Yael Cannon, Medha D. Makhlouf, Tomar Pierson-Brown Oct 2021

Setting The Health Justice Agenda: Addressing Health Inequity And Injustice In The Post-Pandemic Clinic, Emily Benfer, James Bhandary-Alexander, Yael Cannon, Medha D. Makhlouf, Tomar Pierson-Brown

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The COVID-19 pandemic surfaced and deepened entrenched preexisting health injustice in the United States. Racialized, marginalized, poor, and hyper-exploited populations suffered disproportionately negative outcomes due to the pandemic. The structures that generate and sustain health inequity in the United States—including in access to justice, housing, health care, employment, and education—have produced predictably disparate results. The authors, law school clinicians and professors involved with medical-legal partnerships, discuss the lessons learned by employing a health justice framework in teaching students to address issues of health inequity during the pandemic. The goal of health justice is to eliminate health disparities that are linked …


Health Care Sanctuaries, Medha D. Makhlouf Jan 2021

Health Care Sanctuaries, Medha D. Makhlouf

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It is increasingly common for noncitizens living in the United States to avoid seeing a doctor or enrolling in publicly funded health programs because they fear surveillance by immigration authorities. This is the consequence of a decades-long shift in the locus of immigration enforcement activities from the border to the interior, as well as a recent period of heightened immigration enforcement. These fears persist because the law incompletely constrains immigration surveillance in health care.

This Article argues that immigration surveillance in health care is a poor choice of resource allocation for immigration enforcement because it has severe consequences for health …


A Pathway To Health Care Citizenship For Daca Beneficiaries, Medha D. Makhlouf, Patrick J. Glen Jan 2021

A Pathway To Health Care Citizenship For Daca Beneficiaries, Medha D. Makhlouf, Patrick J. Glen

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Since 2012, beneficiaries of Deferred Action for Childhood Arrivals (DACA) have enjoyed a certain normalization, however tenuous, of their status in the United States: they can legally work, their removal proceedings are deferred, and they cease to accrue unlawful presence. Regarding subsidized health coverage, however, DACA beneficiaries remain on the outside looking in. Although other deferred action beneficiaries are eligible for benefits through Medicaid, the Children’s Health Insurance Program, and the Affordable Care Act, the Obama Administration specifically excluded DACA beneficiaries. This decision undermines DACA’s goal of legitimizing beneficiaries’ presence in the United States. From a health policy perspective, it …


Laboratories Of Exclusion: Medicaid, Federalism & Immigrants, Medha D. Makhlouf Dec 2020

Laboratories Of Exclusion: Medicaid, Federalism & Immigrants, Medha D. Makhlouf

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Medicaid’s cooperative federalism structure gives states significant discretion to include or exclude various categories of immigrants. This has created extreme geographic variability in immigrants’ access to health coverage. This Article describes federalism’s role in influencing state policies on immigrant eligibility for Medicaid and its implications for national health policy. Although there are disagreements over the extent to which public funds should be used to subsidize immigrant health coverage, this Article reveals that decentralized policymaking on immigrant access to Medicaid has weakened national health policy. It has failed to incentivize the type of state policy experimentation and replication that justifies federalism …


How Can Pennsylvania Protect Itself From Its Own Measles Outbreak?, Megan M. Riesmeyer, Kristen Feemster Apr 2020

How Can Pennsylvania Protect Itself From Its Own Measles Outbreak?, Megan M. Riesmeyer, Kristen Feemster

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When a response to inaccurate information strives to be an informative exercise of its own, it is difficult to balance the desire to respond point by point to mischaracterized, misleading, or untrue information, with the need to simply offer a complete picture of facts. This article is a response to Abigail Wenger’s article regarding

vaccinations. To reply to each mischaracterization or inaccuracy in turn means this response loses its own informative intent and becomes simply a rebuttal. However, to ignore mischaracterizations and inaccuracies is to risk the reader’s acceptance of those points as true. Through illustrative examples in the United …


Immigrants And Interdependence: How The Covid-19 Pandemic Exposes The Folly Of The New Public Charge Rule, Medha D. Makhlouf, Jasmine Sandhu Jan 2020

Immigrants And Interdependence: How The Covid-19 Pandemic Exposes The Folly Of The New Public Charge Rule, Medha D. Makhlouf, Jasmine Sandhu

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On February 24, 2020, just as the Trump administration began taking significant action to prepare for an outbreak of COVID-19 in the United States, it also began implementing its new public charge rule. Public charge is an immigration law that restricts the admission of certain noncitizens based on the likelihood that they will become dependent on the government for support. The major effect of the new rule is to chill noncitizens from enrolling in public benefits, including Medicaid, out of fear of negative immigration consequences. These chilling effects have persisted during the pandemic. When noncitizens are afraid to (1) seek …


The Public Charge Rule As Public Health Policy, Medha D. Makhlouf Jun 2019

The Public Charge Rule As Public Health Policy, Medha D. Makhlouf

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A recent Gallup poll found that health care, the economy, and immigration are the top three most important political issues for U.S. voters. Public charge policy—which relates to the admission of noncitizens based on the likelihood that they will not become dependent on the U.S. government for support—lies at the intersection of these three topics. At the same time, immigration and welfare reform are prominent agenda items for the current administration. On October 10, 2018, the Department of Homeland Security (DHS) released a Notice of Proposed Rulemaking that would transform public charge policy that has existed for more than a …


Deputizing Family: Loved Ones As A Regulatory Tool In The "Drug War" And Beyond, Matthew J.B. Lawrence Apr 2019

Deputizing Family: Loved Ones As A Regulatory Tool In The "Drug War" And Beyond, Matthew J.B. Lawrence

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Many laws use family members as a regulatory tool to influence the decisions or behavior of their loved ones, i.e., they deputize family. Involuntary treatment laws for substance use disorder are a clear example; such laws empower family members to use information shared by their loved ones to petition to force their loved ones into treatment without consent. Whether such deputization is helpful or harmful for a patient’s health is a crucial and dubious question discussed in existing literature, but use of family members as a regulatory tool implicates important considerations beyond direct medical impacts that have not been as …


Health Justice For Immigrants, Medha D. Makhlouf Jan 2019

Health Justice For Immigrants, Medha D. Makhlouf

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Should universal health coverage include immigrants within the “universe?” Should federal taxpayers subsidize health insurance coverage for immigrants, even those who are undocumented? Should all immigrants be required to purchase health insurance? Although the Affordable Care Act (ACA) is conceived as a progressive project to expand access to coverage and promote equity in health care, it intentionally left out the 12.5 million undocumented immigrants living in the United States and preserved the existing restrictions on subsidized coverage for lawfully present non-citizens. In fact, it increased the disparity in access to health care between U.S. citizens and immigrants. As a result, …


Mandatory Process, Matthew J.B. Lawrence Oct 2015

Mandatory Process, Matthew J.B. Lawrence

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This Article suggests that people tend to undervalue their procedural rights—their proverbial “day in court”—until they are actually involved in a dispute. The Article argues that the inherent, outcome-independent value of participating in a dispute resolution process comes largely from its power to soothe a person’s grievance— their perception of unfairness and accompanying negative emotional reaction—win or lose. But a tendency to assume unchanging emotional states, known in behavioral economics as projection bias, can prevent people from anticipating that they might become aggrieved and from appreciating the grievance-soothing power of process. When this happens, people will waive their procedural rights …


Procedural Triage, Matthew J.B. Lawrence Oct 2015

Procedural Triage, Matthew J.B. Lawrence

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Prior scholarship has assumed that the inherent value of a “day in court” is the same for all claimants, so that when procedural resources (like a jury trial or a hearing) are scarce, they should be rationed the same way for all claimants. That is incorrect. This Article shows that the inherent value of a “day in court” can be far greater for some claimants, such as first-time filers, than for others, such as corporate entities and that it can be both desirable and feasible to take this variation into account in doling out scarce procedural protections. In other words, …


In Search Of An Enforceabe Medical Malpractice Exculpatory Agreement: Introducing Confidential Contracts As A Solution To The Doctor-Patient Relationship Problem, Matthew J.B. Lawrence Oct 2009

In Search Of An Enforceabe Medical Malpractice Exculpatory Agreement: Introducing Confidential Contracts As A Solution To The Doctor-Patient Relationship Problem, Matthew J.B. Lawrence

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Scholars have argued that the malpractice system would be better off if patients had the option of waiving the right to sue for malpractice in exchange for a lower fee. Some doctors have tried to follow this advice by having their patients sign medical malpractice exculpatory agreements, but courts usually have refused to enforce these agreements, invoking a void-for-public-policy rationale. This Note argues that a doctor could maximize the odds that a court would enforce her medical malpractice exculpatory agreement by somehow ensuring that she will never find out whether her patient decided to sign. A case study of the …