Science and Technology Law Commons^™

Reasonable Ai: A Negligence Standard, Mihailis E. Diamantis

Vanderbilt Law Review

Even as artificial intelligence (“AI”) promises to turbocharge social and economic progress, its human costs are becoming apparent. For example, selfdriving technology will someday make traffic jams a thing of the past, but technologists now acknowledge that it will never eliminate all traffic deaths. By design, AI behaves in unexpected ways. That is how it finds unanticipated solutions to complex problems. But unpredictability also means that AI will sometimes harm us. To curtail these harms, scholars and lawmakers have proposed strict regulations (to help ensure firms develop safe algorithms) and strict corporate liability (for injuries that nonetheless occur). These rigid …

Deplatforming, Ganesh Sitaraman

Vanderbilt Law School Faculty Publications

Deplatforming in the technology sector is hotly debated, and at times may even seem unprecedented. In recent years, scholars, commentators, jurists, and lawmakers have focused on the possibility of treating social-media platforms as common carriers or public utilities, implying that the imposition of a duty to serve the public would restrict them from deplatforming individuals and content.

But, in American law, the duty to serve all comers was never absolute. In fact, the question of whether and how to deplatform-—to exclude content, individuals, or businesses from critical services—- has been commonly and regularly debated throughout American history. In the common …

Regulation Priorities For Artificial Intelligence Foundation Models, Matthew R. Gaske

Vanderbilt Journal of Entertainment & Technology Law

This Article responds to the call in technology law literature for high-level frameworks to guide regulation of the development and use of Artificial Intelligence (AI) technologies. Accordingly, it adapts a generalized form of the fintech Innovation Trilemma framework to argue that a regulatory scheme can prioritize only two of three aims when considering AI oversight: (1) promoting innovation, (2) mitigating systemic risk, and (3) providing clear regulatory requirements. Specifically, this Article expressly connects legal scholarship to research in other fields focusing on foundation model AI systems and explores this kind of system’s implications for regulation priorities from the geopolitical and …

Humans In The Loop, Rebecca Crootof, Margot E. Kaminski, W. Nicholson Price Ii, Professor Of Law

Vanderbilt Law Review

From lethal drones to cancer diagnostics, humans are increasingly working with complex and artificially intelligent algorithms to make decisions which affect human lives, raising questions about how best to regulate these “human-in-the-loop” systems. We make four contributions to the discourse.

First, contrary to the popular narrative, law is already profoundly and often problematically involved in governing human-in-the-loop systems: it regularly affects whether humans are retained in or removed from the loop. Second, we identify “the MABA-MABA trap,” which occurs when policymakers attempt to address concerns about algorithmic incapacities by inserting a human into a decisionmaking process. Regardless of whether the …

Something Doesn’T Add Up: Solving Dna Forensic Science Statistical Fallacies In Trial Testimony, Kendall Brooke Kilberger

Vanderbilt Journal of Entertainment & Technology Law

While the limitations of traditional forensic sciences are generally recognized, the presentation of DNA forensic science statistical testimony has widely evaded criticism. This lack of oversight has allowed four DNA forensic science statistical fallacies to plague the legal system: providing statistics without empirical support, the individualization fallacy, the prosecutor’s fallacy, and the defense attorney’s fallacy. These fallacies pose a significant risk to the preservation of justice, as erroneous DNA forensic science statistical testimony plays a critical role in wrongfully convicting innocent defendants.

This Note suggests administering standard jury instructions every time DNA forensic science statistical testimony is presented during trial. …

Embracing Deference, Edward K. Cheng, Elodie O. Currier, Payton B. Hampton

Vanderbilt Law School Faculty Publications

A fundamental conceptual problem has long dogged discussions about scientific and other expert evidence in the courtroom. In American law, the problem was most famously posed by Judge Learned Hand, who asked: "[H]ow can the jury judge between two statements each founded upon an experience confessedly foreign in kind to their own? It is just because they are incompetent for such a task that the expert is necessary at all." This puzzle, sometimes known as the "expert paradox," is quite general. It applies not only to the jury as factfinder, but also to the judge as gate- keeper under the …

Using An Evolutionary Approach To Improve Predictive Ability In Social Sciences: Property, The Endowment Effect, And Law, Owen D. Jones, Sarah F. Brosnan

Vanderbilt Law School Faculty Publications

From the perspective of other disciplines, evolutionary approaches more often provide explanation and coherence than they help to solve discrete problems. We believe that more examples of the latter sort will help both with disciplinary synthesis and with the advance of knowledge. Here we describe a 20-year arc of research to demonstrate the problem-solving utility of an evolutionary perspective by focusing, as a case study, on a particular cognitive bias – the endowment effect – that has implications for law. Legal systems often assume that humans make decisions that are substantively rational, consistent, and aimed at maximizing their own wellbeing. …

The Case For Establishing A Collective Perspective To Address The Harms Of Platform Personalization, Aylet Gordon-Tapiero, Alexandra Wood, Katrina Ligett

Vanderbilt Journal of Entertainment & Technology Law

Personalization on digital platforms drives a broad range of harms, including misinformation, manipulation, social polarization, subversion of autonomy, and discrimination. In recent years, policy makers, civil society advocates, and researchers have proposed a wide range of interventions to address these challenges. This Article argues that the emerging toolkit reflects an individualistic view of both personal data and data-driven harms that will likely be inadequate to address growing harms in the global data ecosystem. It maintains that interventions must be grounded in an understanding of the fundamentally collective nature of data, wherein platforms leverage complex patterns of behaviors and characteristics observed …

The Death Of The Legal Subject, Katrina Geddes

Vanderbilt Law School Faculty Publications

The law is often engaged in prediction. In the calculation of tort damages, for example, a judge will consider what the tort victim’s likely future earnings would have been, but for their particular injury. Similarly, when considering injunctive relief, a judge will assess whether the plaintiff is likely to suffer irreparable harm if a preliminary injunction is not granted. And for the purposes of a child custody evaluation, a judge will consider which parent will provide an environment that is in the best interests of the child.

Relative to other areas of law, criminal law is oversaturated with prediction. Almost …

Surveillance Technologies And Constitutional Law, Christopher Slobogin, Sarah Brayne

Vanderbilt Law School Faculty Publications

This review focuses on government use of technology to observe, collect, or record potential criminal activity in real-time, as contrasted with “transaction surveillance” that involves government efforts to access already-existing records and exploit Big Data, topics that have been the focus of previous reviews (Brayne 2018, Ridgeway 2018). Even so limited, surveillance technologies come in many guises, including closed-circuit television, automated license plate and facial readers, aerial cameras, and GPS tracking. Also classifiable as surveillance technology are devices such as thermal and electromagnetic imagers that can “see” through walls and clothing. Finally, surveillance includes wiretapping and other forms of communication …

Competition Upstream Of Amazon, Martin Edwards

Vanderbilt Journal of Entertainment & Technology Law

The rise of large, market-concentrating technology firms like Amazon, Inc. is driving commentators, regulators, and politicians to rethink the law of antitrust. In particular, “New Antitrust” reformers propose that the narrow focus on consumer welfare has caused antitrust law to stop too short in corralling the broader social and economic consequences of Big Tech’s “bigness.” Proponents of the consumer welfare standard argue that it has worked well to distinguish beneficial competition from harmful aggression and, further, to reduce costly legal uncertainty. There is now momentum for substantial reform to antitrust law and practice and a growing debate about what such …

An Epidemic In Enforceability: A Growing Need For Individual Autonomy In Health Care Data-Privacy Protection In An Era Of Digital Tracking, Madeline Knight

Vanderbilt Journal of Entertainment & Technology Law

The health care system in the United States is under conflicting pressures. From one angle, there is a demand for the highest standard of care, which includes efficient, confidential communications between doctors and patients. From another, however, the technology that has facilitated such efficiency has outpaced the security mechanisms currently in place to protect a long-recognized right to privacy. In an era of data tracking, the important privacy interest that Congress has recognized since 1996 confronts a growing threat of data commodification. Despite significant potential consequences, however, there is neither guaranteed statutory recovery nor cohesion among states for the process …

The Public Perception Of The #Geneeditedbabies Event Across Multiple Social Media Platforms: Observational Study, Ellen W. Clayton, Congning Ni, Et Al.

Vanderbilt Law School Faculty Publications

In November 2018, a Chinese researcher reported that his team had applied clustered regularly interspaced palindromic repeats or associated protein 9 to delete the gene C-C chemokine receptor type 5 from embryos and claimed that the 2 newborns would have lifetime immunity from HIV infection, an event referred to as #GeneEditedBabies on social media platforms. Although this event stirred a worldwide debate on ethical and legal issues regarding clinical trials with embryonic gene sequences, the focus has mainly been on academics and professionals. However, how the public, especially stratified by geographic region and culture, reacted to these issues is not …

The Future Of Ai Accountability In The Financial Markets, Gina-Gail S. Fletcher, Michelle M. Le

Vanderbilt Journal of Entertainment & Technology Law

Consumer interaction with the financial market ranges from applying for credit cards, to financing the purchase of a home, to buying and selling securities. And with each transaction, the lender, bank, and brokerage firm are likely utilizing artificial intelligence (AI) behind the scenes to augment their operations. While AI’s ability to process data at high speeds and in large quantities makes it an important tool for financial institutions, it is imperative to be attentive to the risks and limitations that accompany its use. In the context of financial markets, AI’s lack of decision-making transparency, often called the “black box problem,” …

Policing Police Tech: A Soft Law Solution, Farhang Heydari, Barry Friedman, Max Isaacs, Katie Kinsey

Vanderbilt Law School Faculty Publications

Policing agencies are undergoing a rapid technological revolution. New products—with almost unfathomable capacities to collect, store, monitor, and transmit data about us—constantly are coming to market. In the hands of policing agencies, some of these products may promise real benefits to society. But too often these public safety benefits are unproven. And many of these products present real harms, including risks to privacy, freedom of speech, racial justice, and much more. Part of “public safety” is being safe from these harms as well.
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/="/">Despite these risks, new policing tech products continue to be adopted and deployed without sufficient …

The Consensus Rule: A New Approach To Scientific Evidence, Edward K. Cheng

Vanderbilt Law School Faculty Publications

Founded on good intentions but unrealistic expectations, the dominant Daubert framework for handling expert and scientific evidence should be scrapped. Daubert asks judges and jurors to make substantively expert determinations, a task they are epistemically incompetent to perform as laypersons. As an alternative, this Article proposes a new framework for handling expert evidence. It draws from the social and philosophical literature on expertise and begins with a basic question: How can laypersons make intelligent decisions about expert topics? From there, it builds its evidentiary approach, which ultimately results in an inference rule focused on expert communities. Specifically, when dealing with …

The Future Of Law And Neuroscience, Owen D. Jones

Vanderbilt Law School Faculty Publications

I was asked to speculate about where the field of Law and Neuroscience may be ten years from now. In that spirit (and while recognizing that the future rarely complies with our predictions) I attempt here some extrapolations. I first consider potential advances in the technologies for monitoring and manipulating brain states, the techniques for analyzing brain data, and the efforts to further integrate relevant fields. I then consider potential neurolaw developments relevant to: (1) detecting things law cares about; (2) individualizing developmental states and brain states; (3) evidence-based legal reforms; (4) legal decision-making; and (5) brain-brain interfaces.

Technological Self-Sufficiency And The Role Of Novelty Traps, Rochelle C. Dreyfuss, Daniel Benoliel

Vanderbilt Journal of Entertainment & Technology Law

The COVID pandemic has demonstrated the tragic consequences of technological dependency. Unable to manufacture vaccines for themselves, developing countries must rely on obtaining supplies from other nations. While strong arguments have been made to waive international obligations under the TRIPS Agreement to permit these countries to freely use COVID-related patented inventions, it is not clear that this move would produce sufficient vaccines to meet global demand. Considerable scholarship has been devoted to the question of how to help these countries reach the technological frontier and become technologically independent. In this Article, we identify a novel source of their problem: a …

The Evolving Technology-Augmented Courtroombefore, During, And After The Pandemic, Fredric I. Lederer

Vanderbilt Journal of Entertainment & Technology Law

Even before the COVID-19 Pandemic, technology was changing the nature of America’s courtrooms. Access to case management and e-filing data and documents coupled with electronic display of information and evidence at trial, remote appearances, electronic court records, and assistive technology for those with disabilities defined the technology-augmented trial courtroom. With the advent of the Pandemic and the need for social distancing, numerous courts moved to remote appearances, virtual hearings, and even virtual trials. This Article reviews the nature of technology-augmented courtrooms and discusses virtual hearings and trials at length, reviewing legality, technology, human factors, and public acceptance, and concludes that …

Fair Play: Notes On The Algorithmic Soccer Referee, Michael J. Madison

Vanderbilt Journal of Entertainment & Technology Law

The soccer referee stands in for a judge. Soccer’s Video Assistant Referee (VAR) system stands in for algorithms that augment human deciders. Fair play stands in for justice. They are combined and set in a polycentric system of governance, with implications for designing, administering, and assessing human-machine combinations.

Confronting The Biased Algorithm: The Danger Of Admitting Facial Recognition Technology Results In The Courtroom, Gabrielle M. Haddad

Vanderbilt Journal of Entertainment & Technology Law

From unlocking an iPhone to Facebook “tags,” facial recognition technology has become increasingly commonplace in modern society. In the wake of the Black Lives Matter movement and call for police reform in the United States, it is important now more than ever to consider the implications of law enforcement’s use of facial recognition technology. A study from the National Institute of Standards and Technology found that facial recognition algorithms generated higher rates of false positives for Black faces—sometimes up to one hundred times more false identifications—than white faces. Given the embedded bias of this technology and its increased prevalence, the …

Isscr Guidelines For The Transfer Of Human Pluripotent Stem Cells, Ellen W. Clayton, I Hyun, Et. Al.

Vanderbilt Law School Faculty Publications

The newly revised 2021 ISSCR Guidelines for Stem Cell Research and Clinical Translation includes scientific and ethical guidance for the transfer of human pluripotent stem cells and their direct derivatives into animal models. In this white paper, the ISSCR subcommittee that drafted these guidelines for research involving the use of nonhuman embryos and postnatal animals explains and summarizes their recommendations.

The newly revised ISSCR Guidelines for Stem Cell Research and Clinical Translation includes scientific and ethical guidance for the transfer of human pluripotent stem cells and their direct derivatives into animal models (ISSCR, 2021). We are the members of the …

Race Cartels: How Constructor Collaboration Is Curbing Innovation In Formula 1, Chandler C. Gerard-Reimer

Vanderbilt Journal of Entertainment & Technology Law

Formula 1 is in the midst of a copycat scandal: technology has made it possible for teams to reverse engineer clones of competitors’ race cars. This is a less than ideal state of affairs for the championship series, which prides itself on being the pinnacle of motorsport and automotive innovation, thanks in large part to the cars’ rapid rate of technological advancement. In order to address this problem, the Fédération Internationale de l’Automobile (FIA), Formula 1’s governing body, must increase independent innovation efforts by amending the technical regulations to restrict the extent of presently allowed inter-team collaboration. Worried that the …

Governance Of Emerging Technologies As A Wicked Problem, Gary E. Marchant

Vanderbilt Law Review

Governance of emerging technologies . . . presents a conundrum. No single optimum solution exists, but rather a collection of second-best strategies intersect, coexist, and—in some ways—compete. This situation seems unsatisfactory until it is observed through the lens of the “wicked problem” framework. The wicked problem concept recognizes there is often no single, optimal solution to such a problem, but rather a mix of substandard solutions that must “satisfice.” That is the best that can be done with a wicked problem. This also may be the best solution for the governance-of-emerging-technologies problem.

This Article discusses the advantages of using the …

Grown From The Shadows: How Technology And Taxes Can Bring Private Companies Into The Public Light, Alon Sugarman

Vanderbilt Journal of Entertainment & Technology Law

The initial public offering (IPO) has started to make a comeback, but in forms that require less oversight and at a later point in a company’s lifecycle. These new trends cut main street investors out of early-stage corporate growth and have imperiled the fortunes and retirement funds of a generation. One of the most significant precipitating factors in this new dynamic is electronic private markets that allow sophisticated investors to trade pre-IPO shares. These electronic private markets provide liquidity to institutional investors, which relieves institutional pressure on companies to go public. The current approaches to IPO reform are primarily deregulatory, …

Watching Androids Dream Of Electric Sheep: Immersive Technology, Biometric Psychography, And The Law, Brittan Heller

Vanderbilt Journal of Entertainment & Technology Law

Virtual reality and augmented reality present exceedingly complex privacy issues because of the enhanced user experience and reality-based models. Unlike the issues presented by traditional gaming and social media, immersive technology poses inherent risks, which our legal understanding of biometrics and online harassment is simply not prepared to address. This Article offers five important contributions to this emerging space. It begins by introducing a new area of legal and policy inquiry raised by immersive technology called “biometric psychography.” Second, it explains how immersive technology works to a legal audience and defines concepts that are essential to understanding the risks that …

Predicting Variation In Endowment Effect Magnitudes, Owen D. Jones, C. Jaeger, S. Brosnan, D. Levin

Vanderbilt Law School Faculty Publications

Hundreds of studies demonstrate human cognitive biases that are both inconsistent with “rational” decisionmaking and puzzlingly patterned. One such bias, the “endowment effect” (also known as “reluctance to trade”), occurs when people instantly value an item they have just acquired at a much higher price than the maximum they would have paid to acquire it. This bias impedes a vast range of real-world transactions, making it important to understand. Prior studies have documented items that do or do not generate endowment effects, and have noted that the effects vary in magnitude. But none has predicted any of the substantial between-item …

Statistical Precedent: Allocating Judicial Attention, Ryan W. Copus

Vanderbilt Law Review

The U.S. Courts of Appeals were once admired for their wealth of judicial attention and for their generosity in distributing it. At least by legend, almost all cases were afforded what William Richman and William Reynolds have termed the “Learned Hand Treatment.” Guided by Judge Learned Hand’s commandment that “[t]hou shalt not ration justice,” a panel of three judges would read the briefs, hear oral argument, deliberate at length, and prepare multiple drafts of an opinion. Once finished, the judges would publish their opinion, binding themselves and their colleagues in accordance with the common-law tradition. The final opinion would be …

'Rifled Precision': Using E-Discovery Technology To Streamline Books And Records Litigation, Joshua A. Manning

Vanderbilt Journal of Entertainment & Technology Law

In 1993, the Delaware Supreme Court urged stockholders to use the "tools at hand" to flesh out complaints in derivative lawsuits. The plaintiffs' bar got the message. In the years since that proclamation, the Delaware Court of Chancery has seen dramatic increases in so-called Section 220 litigation-stockholders exercising their statutory right to inspect a company 's books and records. As Delaware courts have made it harder for stockholders to challenge merger transactions, this trend has only intensified. Due to increased filings, as well as other structural hurdles, these "summary proceedings" have begun to drag, with many requiring full trials. Because …

The Law Of The Tetrapods, Henry T. Greely

Vanderbilt Journal of Entertainment & Technology Law

Should there be such a thing as "Technology Law"? This Article explores that question in two ways. It first looks at four substantive issues that appear across many different areas of technology law: privacy, security, property, and responsibility. It then examines five questions that frequently recur about how to regulate very different new technologies. These questions include which agency should regulate, whether regulation should focus on before or after marketing, what jurisdiction should regulate, how relevant new information will be gained and used, and how-politically-good regulation can be enacted. This Article concludes that it may make sense to develop a …