Science and Technology Law Commons^™

Embedding Content Or Interring Copyright: Does The Internet Need The "Server Rule"?, Jane C. Ginsburg, Luke Ali Budiardjo

Faculty Scholarship

The “server rule” holds that online displays or performances of copyrighted content accomplished through “in-line” or “framing” hyperlinks do not trigger the exclusive rights of public display or performance unless the linker also possesses a copy of the underlying work. As a result, the rule shields a vast array of online activities from claims of direct copyright infringement, effectively exempting those activities from the reach of the Copyright Act. While the server rule has enjoyed relatively consistent adherence since its adoption in 2007, some courts have recently suggested a departure from that precedent, noting the doctrinal and statutory inconsistencies underlying …

Authors And Machines, Jane C. Ginsburg, Luke Ali Budiardjo

Faculty Scholarship

Machines, by providing the means of mass production of works of authorship, engendered copyright law. Throughout history, the emergence of new technologies tested the concept of authorship, and courts in response endeavored to clarify copyright’s foundational principles. Today, developments in computer science have created a new form of machine, the “artificially intelligent” (AI) system apparently endowed with “computational creativity.” AI systems introduce challenging variations on the perennial question of what makes one an “author” in copyright law: Is the creator of a generative program automatically the author of the works her process begets, even if she cannot anticipate the contents …

Explanation < Justification: Gdpr And The Perils Of Privacy, Talia B. Gillis, Josh Simons

Faculty Scholarship

The European Union’s General Data Protection Regulation (GDPR) is the most comprehensive legislation yet enacted to govern algorithmic decision-making. Its reception has been dominated by a debate about whether it contains an individual right to an explanation of algorithmic decision-making. We argue that this debate is misguided in both the concepts it invokes and in its broader vision of accountability in modern democracies. It is justification that should guide approaches to governing algorithmic decision-making, not simply explanation. The form of justification – who is justifying what to whom – should determine the appropriate form of explanation. This suggests a sharper …

Will Artificial Intelligence Eat The Law? The Rise Of Hybrid Social-Ordering Systems, Tim Wu

Faculty Scholarship

Software has partially or fully displaced many former human activities, such as catching speeders or flying airplanes, and proven itself able to surpass humans in certain contests, like Chess and Jeopardy. What are the prospects for the displacement of human courts as the centerpiece of legal decision-making? Based on the case study of hate speech control on major tech platforms, particularly on Twitter and Facebook, this Essay suggests displacement of human courts remains a distant prospect, but suggests that hybrid machine – human systems are the predictable future of legal adjudication, and that there lies some hope in that combination, …

Liability For Providing Hyperlinks To Copyright-Infringing Content: International And Comparative Law Perspectives, Jane C. Ginsburg, Luke Ali Budiardjo

Faculty Scholarship

Hyperlinking, at once an essential means of navigating the Internet, but also a frequent means to enable infringement of copyright, challenges courts to articulate the legal norms that underpin domestic and international copyright law, in order to ensure effective enforcement of exclusive rights on the one hand, while preserving open communication on the Internet on the other. Several recent cases, primarily in the European Union, demonstrate the difficulties of enforcing the right of communication to the public (or, in U.S. copyright parlance, the right of public performance by transmission) against those who provide hyperlinks that effectively deliver infringing content to …

Reliable Perfection Of Security Interests In Crypto-Currency, Ronald J. Mann

Faculty Scholarship

As you all know, the organizers of this event chose a topic of burning interest when they selected crypto-currency as the focus of this year’s panel. Fortunately, unlike most of the similar events at which the author has been asked to speak, we have not been asked to talk about Bitcoin as the currency of the future; my doubts about the ability of Bitcoin to succeed as a currency of routine use – as opposed to a speculative investment vehicle – dampen my interest in talking repeatedly about that subject. The task they have set for the speakers is one …

Sources Of Tech Platform Power, Lina M. Khan

Faculty Scholarship

A handful of tech platforms mediate a large and growing share of our commerce and communications. Over the last year, the public has come to realize that the power these firms wield may pose significant hazards. Elected leaders ranging from Senator Elizabeth Warren (D-MA) to Senator Ted Cruz (R-TX) have expressed alarm at the level of control that firms like Amazon, Alphabet (Google’s parent company), and Facebook enjoy. In a recent poll, a majority of Americans voiced concern that the government wouldn’t do enough to regulate U.S. tech companies. As the editor of BuzzFeed observed, a “major trend in American …

The Keys To The Kingdom: Judges, Pre-Hearing Procedure, And Access To Justice, Colleen F. Shanahan

Faculty Scholarship

Judges see themselves as – and many reforming voices urge them to be – facilitators of access to justice for pro se parties in our state civil and administrative courts. Judges’ roles in pro se access to justice are inextricably linked with procedures and substantive law, yet our understanding of this relationship is limited. Do we change the rules, judicial behavior, or both to help self-represented parties? We have begun to examine this nuanced question in the courtroom, but we have not examined it in a potentially more promising context: pre-hearing motions made outside the courtroom. Outside the courtroom, judges …

Righting Research Wrongs: An Empirical Study Of How U.S. Institutions Resolve Grievances Involving Human Subjects, Kristen Underhill

Faculty Scholarship

Tens of millions of people enroll in research studies in the United States every year, making human subjects research a multi-billion-dollar industry in the U.S. alone. Research carries risks: although many harms are inevitable, some also arise from errors or mistreatment by researchers, and the history of research ethics is in many ways a history of scandal. Despite regulatory efforts to remedy these abuses, injured subjects nonetheless have little recourse to U.S. courts. In the absence of tort remedies for research-related injuries, the only venue for resolving such disputes is through alternative dispute resolution (ADR) – or more commonly, internal …

Is The First Amendment Obsolete?, Tim Wu

Faculty Scholarship

The First Amendment was brought to life in a period, the twentieth century, when the political speech environment was markedly different than today’s. With respect to any given issue, speech was scarce and limited to a few newspapers, pamphlets or magazines. The law was embedded, therefore, with the presumption that the greatest threat to free speech was direct punishment of speakers by government.

Today, in the internet and social media age, it is no longer speech that is scarce – rather, it is the attention of listeners. And those who seek to control speech use new methods that rely on …

The Wealth Gap And The Racial Disparities In The Startup Ecosystem, Lynnise E. Pantin

Faculty Scholarship

Although much attention has been given to structural inequality as it manifests in the criminal justice context, little has been said about economic inequality as it relates to the startup ecosystem. This Article details how the historic creation of the wealth gap affects entrepreneurship, highlighting how the wealth gap adversely impacts entrepreneurs of color. Entrepreneurship is a compelling solution to wealth inequality, but wealth inequality can be an impediment to success in entrepreneurship. This Article explains how the United States’ history of bolstering wealth creation for some, while inhibiting wealth creation for people of color, matters for understanding the startup …

How Should Justice Policy Treat Young Offenders?: A Knowledge Brief Of The Macarthur Foundation Research Network On Law And Neuroscience, Bj Casey, Richard J. Bonnie, Andre Davis, David L. Faigman, Morris B. Hoffman, Owen D. Jones, Read Montague, Stephen J. Morse, Marcus E. Raichle, Jennifer E. Richeson, Elizabeth S. Scott, Laurence Steinberg, Kim Taylor-Thompson, Anthony Wagner

Faculty Scholarship

The justice system in the United States has long recognized that juvenile offenders are not the same as adults, and has tried to incorporate those differences into law and policy. But only in recent decades have behavioral scientists and neuroscientists, along with policymakers, looked rigorously at developmental differences, seeking answers to two overarching questions: Are young offenders, purely by virtue of their immaturity, different from older individuals who commit crimes? And, if they are, how should justice policy take this into account?

A growing body of research on adolescent development now confirms that teenagers are indeed inherently different from adults, …

Legal Pathways For A Massive Increase In Utility-Scale Renewable Generation Capacity, Michael Gerrard

Faculty Scholarship

Decarbonizing the U.S. energy system will require a program of building onshore wind, offshore wind, utility-scale solar, and associated transmission that will exceed what has been done before in the United States by many times, every year out to 2050. These facilities, together with rooftop photovoltaics and other distributed generation, are required to replace most fossil fuel generation and to help furnish the added electricity that will be needed as many uses currently employing fossil fuels (especially passenger transportation and space and water heating) are electrified. This Article, excerpted from Michael B. Gerrard & John Dernbach, eds., Legal Pathways to …

Is The Future Of Law A Driverless Car? Assessing How The Data Analytics Revolution Will Transform Legal Practice, Eric L. Talley

Faculty Scholarship

Machine learning and artificial intelligence technologies (“data analytics”) are quickly transforming research and practice in law, raising questions of whether the law can survive as a vibrant profession for natural persons to enter. In this article, I argue that data analytics approaches are overwhelmingly likely to continue to penetrate law, even in domains that have heretofore been dominated by human decision makers. As a vehicle for demonstrating this claim, I describe an extended example of using machine learning to identify and categorize fiduciary duty waiver provisions in publicly disclosed corporate documents. Notwithstanding the power of machine learning techniques, however, I …

Causing Copyright, Shyamkrishna Balganesh

Faculty Scholarship

Copyright protection attaches to an original work of expression the moment it is created and fixed in a tangible medium. Yet modern copyright law contains no viable mechanism by which to examine whether someone is causally responsible for the creation and fixation of the work. Whenever the issue of causation arises, copyright law relies on its preexisting doctrinal devices to resolve the issue, in the process cloaking its intuitions about causation in altogether extraneous considerations. This Article argues that copyright law embodies an unstated yet distinct theory of authorial causation, which connects the element of human agency to a work …

Amazon's Antitrust Paradox, Lina M. Khan

Faculty Scholarship

Amazon is the titan of twenty-first century commerce. In addition to being a retailer, it is now a marketing platform, a delivery and logistics network, a payment service, a credit lender, an auction house, a major book publisher, a producer of television and films, a fashion designer, a hardware manufacturer, and a leading host of cloud server space. Although Amazon has clocked staggering growth, it generates meager profits, choosing to price below-cost and expand widely instead. Through this strategy, the company has positioned itself at the center of e-commerce and now serves as essential infrastructure for a host of other …

A Machine Learning Classifier For Corporate Opportunity Waivers, Gabriel V. Rauterberg, Eric L. Talley

Faculty Scholarship

Rauterberg & Talley (2017) develop a data set of “corporate opportunity waivers” (COWs) – significant contractual modifications of fiduciary duties – sampled from SEC filings. Part of their analysis utilizes a machine learning (ML) classifier to extend their data set beyond the hand-coded sample. Because the ML approach is likely unfamiliar to some readers, and in the light of its great potential across other areas of law and finance research, this note explains the basic components using a simple example, and it demonstrates strategies for calibrating and evaluating the classifier.

G2i Knowledge Brief: A Knowledge Brief Of The Macarthur Foundation Research Network On Law And Neuroscience, David L. Faigman, Anthony Wagner, Richard J. Bonnie, Bj Casey, Andre Davis, Morris B. Hoffman, Owen D. Jones, Read Montague, Stephen J. Morse, Marcus E. Raichle, Jennifer A. Richeson, Elizabeth S. Scott, Laurence Steinberg, Kim Taylor-Thompson, Gideon Yaffe

Faculty Scholarship

Courts are daily confronted with admissibility issues – such as in cases involving neuroscientific testimony – that sometimes involve both the existence of a general phenomenon (i.e., “G”) and the question of whether a particular case represents a specific instance of that general phenomenon (i.e., “i”).

Unfortunately, courts have yet to carefully consider the implications of “G2i” for their admissibility decisions. In some areas, courts limit an expert’s testimony to the general phenomenon. They insist that whether the case at hand is an instance of that phenomenon is exclusively a jury question, and thus not an appropriate subject of expert …

Fmri And Lie Detection, Anthony D. Wagner, Richard J. Bonnie, Bj Casey, Andre Davis, David L. Faigman, Morris B. Hoffman, Owen D. Jones, Read Montague, Stephen J. Morse, Marcus E. Raichle, Jennifer A. Richeson, Elizabeth S. Scott, Laurence Steinberg, Kim Taylor-Thompson, Gideon Yaffe

Faculty Scholarship

Some studies have reported the ability to detect lies, with a high degree of accuracy, by analyzing brain data acquired using functional magnetic resonance imaging (fMRI). But is this new technology ready for its day in court?

This consensus knowledge brief from the MacArthur Foundation Research Network on Law and Neuroscience takes a closer look at the potential and pitfalls of fMRI lie detection techniques, providing insight into the areas of the brain involved in lying, the impact of memory on deception, how countermeasures may foil our efforts to detect lies, and factors that can create cause for concern about …

Young Adulthood As A Transitional Legal Category: Science, Social Change, And Justice Policy, Elizabeth S. Scott, Richard J. Bonnie, Laurence Steinberg

Faculty Scholarship

In the past decade, much attention has focused on developmental brain research and its implications for the regulation of crime. Public and policy interest has been directed primarily toward juveniles. In light of recent research, courts and legislatures increasingly have rejected the punitive response of the 1990s and embraced a developmental approach to young offenders. Of particular importance in propelling this trend has been the framework offered by the U.S. Supreme Court in a series of Eighth Amendment opinions that have rejected harsh adult sentences for juveniles. These decisions, supported by adolescent brain research, rested on two empirically based principles: …

Driverless Cars And The Much Delayed Tort Law Revolution, Andrzej Rapaczynski

Faculty Scholarship

The most striking development in the American tort law of the last century was the quick rise and fall of strict manufacturers’ liability for the huge social losses associated with the use of industrial products. The most important factor in this process has been the inability of the courts and academic commentators to develop a workable theory of design defects, resulting in a wholesale return of negligence as the basis of products liability jurisprudence. This article explains the reasons for this failure and argues that the development of digital technology, and the advent of self-driving cars in particular, is likely …

Legal & Scientific Integrity In Advancing A "Land Degradation Neutral World", Shelley Welton, Michela Biasutti, Michael B. Gerrard

Faculty Scholarship

It is no secret that the fight against desertification isn't going well. In the two decades since the United Nations Convention to Combat Desertification ("UNCCD") came into force, desertification – defined as degradation in the quality of "arid, semi-arid, and dry subhumid" land areas – has worsened considerably. Recent United Nations estimates suggest that fifty-two percent of drylands currently under agricultural cultivation are moderately or severely degraded, and 12 million hectares of productive land become barren each year due to desertification and drought. And while drylands are the focus of the UNCCD, the challenge isn't limited to them: somewhere around …

The Idiosyncrasy Of Patent Examiners: Effects Of Experience And Attrition, Ronald J. Mann

Faculty Scholarship

In recent years, problems with the U.S. patent system have garnered attention from scholars and policymakers of all types. Concerns about the competitiveness of U.S. industry undergird worries that the Great Recession will linger as long as the 1990s downturn in Japan. It is no coincidence that a Congress that has remained at loggerheads on most aspects of economic policy could reach a consensus on the enactment of the Leahy-Smith America Invents Act of 2011, by far the most important statutory reform of U.S. patent law since 1995. Yet, despite Congress's long overdue attention to patent law, it is unlikely …

Justice Policy Reform For High-Risk Juveniles: Using Science To Achieve Large-Scale Crime Reduction, Jennifer L. Skeem, Elizabeth S. Scott, Edward Mulvey

Faculty Scholarship

After a distinctly punitive era, a period of remarkable reform in juvenile crime regulation has begun. Practical urgency has fueled interest in both crime reduction and research on the prediction and malleability of criminal behavior. In this rapidly changing context, high-risk youth – the small proportion of the population where crime is concentrated – present a conundrum. Research indicates that these are precisely the individuals to intensively treat to maximize crime reduction, but there are both real and imagined barriers to doing so. Institutional placement or criminal court processing can exclude these youths from interventions that would better protect public …

Law And Neuroscience: Recommendations Submitted To The President's Bioethics Commission, Owen D. Jones, Richard J. Bonnie, Bj Casey, Andre Davis, David L. Faigman, Morris B. Hoffman, Read Montague, Stephen J. Morse, Marcus E. Raichle, Jennifer A. Richeson, Elizabeth S. Scott, Laurence Steinberg, Kim Taylor-Thompson, Anthony Wagner, Gideon Yaffe

Faculty Scholarship

It has become increasingly clear that implications for criminal justice – both negative and positive – emerge from the rapid, important, and challenging developments in cognitive neuroscience, the study of how the brain thinks. Two examples will illustrate.

First, lawyers are ever more frequently bringing neuroscientific evidence into the courtroom, often in the forms of testimony about, and graphic images of, human brains. This trend has produced many new challenges for judges as they attempt to provide fair rulings on the admissibility of such technical evidence, consider its proper interpretation, and assess whether the probative value of such testimony may …

Sender Side Transmission Rules For The Internet, Tejas N. Narechania, Tim Wu

Faculty Scholarship

Since 1966, the Federal Communications Commission has, one way or another, protected businesses that deliver services over the nation’s communications infrastructure. But in January 2014, the U.S. Court of Appeals for the D.C. Circuit struck down the FCC’s net neutrality rules contained in its 2010 Open Internet Order. FCC Chairman Tom Wheeler has since indicated that he will take up the D.C. Circuit’s invitation to implement rules that, consistent with historic practice, “will meet the court’s test for preventing improper blocking of and discrimination among Internet traffic.”

Chairman Wheeler’s statement invites an obvious question: presuming that the FCC wants …

Digital Security In The Expository Society: Spectacle, Surveillance, And Exhibition In The Neoliberal Age Of Big Data, Bernard E. Harcourt

Faculty Scholarship

In 1827, Nicolaus Heinrich Julius, a professor at the University of Berlin, identified an important architectural mutation in nineteenth-century society that reflected a deep disruption in our technologies of knowledge and a profound transformation in relations of power across society: Antiquity, Julius observed, had discovered the architectural form of the spectacle; but modern times had operated a fundamental shift from spectacle to surveillance. Michel Foucault would elaborate this insight in his 1973 Collège de France lectures on The Punitive Society, where he would declare: “[T]his is precisely what happens in the modern era: the reversal of the spectacle into surveillance…. …

Law And Ethics For Autonomous Weapon Systems: Why A Ban Won't Work And How The Laws Of War Can, Kenneth Anderson, Matthew C. Waxman

Faculty Scholarship

Public debate is heating up over the future development of autonomous weapon systems. Some concerned critics portray that future, often invoking science-fiction imagery, as a plain choice between a world in which those systems are banned outright and a world of legal void and ethical collapse on the battlefield. Yet an outright ban on autonomous weapon systems, even if it could be made effective, trades whatever risks autonomous weapon systems might pose in war for the real, if less visible, risk of failing to develop forms of automation that might make the use of force more precise and less harmful …

Law And Ethics For Robot Soldiers, Kenneth Anderson, Matthew C. Waxman

Faculty Scholarship

Lethal autonomous machines will inevitably enter the future battlefield – but they will do so incrementally, one small step at a time. The combination of inevitable and incremental development raises not only complex strategic and operational questions but also profound legal and ethical ones. The inevitability of these technologies comes from both supply-side and demand-side factors. Advances in sensor and computational technologies will supply “smarter” machines that can be programmed to kill or destroy, while the increasing tempo of military operations and political pressures to protect one’s own personnel and civilian persons and property will demand continuing research, development, and …

Is Internet Exceptionalism Dead?, Tim Wu

Faculty Scholarship

Is there such a thing as Internet exceptionalism? If so, just what is the Internet an exception to? It may appear technical, but this is actually one of the big questions of our generation, for the Internet has shaped the United States and the world over the last twenty years in ways people still struggle to understand. The question is not merely academic. The greatest Internet firms can be succinctly defined as those that have best understood what makes the Internet different.