Science and Technology Law Commons^™

Artificial Intelligence In Canadian Healthcare: Will The Law Protect Us From Algorithmic Bias Resulting In Discrimination?, Bradley Henderson, Colleen M. Flood, Teresa Scassa

Canadian Journal of Law and Technology

In this article, we canvas why AI may perpetuate or exacerbate extant discrimination through a review of the training, development, and implementation of healthcare-related AI applications and set out policy options to militate against such discrimination. The article is divided into eight short parts including this introduction. Part II focuses on explaining AI, some of its basic functions and processes, and its relevance to healthcare. In Part III, we define and explain the difference and relationship between algorithmic bias and data bias, both of which can result in discrimination in healthcare settings, and provide some prominent examples of healthcare-related AI …

Submission To The Province Of Nova Scotia On Its Review Of The Intimate Images And Cyber-Protection Act - Leaf, Suzie Dunn, Rosel Kim

Reports & Public Policy Documents

The Women’s Legal Education and Action Fund (LEAF) commends the Nova Scotia government for reviewing its Intimate Images and Cyber-protection Act (the Act) and seeking public input for this review. Nova Scotia has been, and continues to be, a leader in Canada for its role in advancing innovative laws and supports for people targeted by technology-facilitated violence (TFV), digital abuse, and the non-consensual distribution of intimate images (NCDII). As these forms of harmful behaviour evolve and become better understood, it is important to revisit this legislation to assess whether it is providing meaningful and accessible responses to such serious social …

‘‘Don’T Take On The Responsibilty Of Somebody Else’S Fu**Ed Up Behavior”: Responding To Online Abuse In The Context Of Barriers To Support, Chandell Gosse

Canadian Journal of Law and Technology

Responsibilization, in a true circular fashion, is not only born of but also benefits institutional (e.g., social media companies and law enforcement) and cultural power structures (e.g., misogyny and patriarchy). When targets of online abuse take responsibility for the abuse launched against them, that assumption of responsibility requires energy, and that energy is taken away from efforts to hold institutions and perpetrators accountable. Responsibilization tries to tranquilize change in the service of power. The tricky thing about interrupting this process is that it requires more than just offering better support. It also requires exposing, challenging, and dismantling harmful ideologies, belief …

Let The Machines Do The Dirty Work: Social Media, Machine Learning Technology And The Iteration Of Racialized Surveillance, Subhah Wadhawan

Canadian Journal of Law and Technology

Post 9/11, where the current social and cultural temperature has constructed Islam as interchangeable with terrorism, digital intermediaries have responded with increased censorship of speech related to, emerging from, or advocating Islamic ideology. At the heart of this paper is the argument that digital intermediaries have relied on the opaqueness of machine learning technology (‘‘MLT”) to realize racialized surveillance, whereby speech concerning Islamic content has been disproportionally censored. This paper maps out how inherent biases concerning the ideology of Islam have been interwoven into the coding and machine learning used by the major tech giants. As a result of the …

Delineating The Legal Framework For Data Protection: A Fundamental Rights Approach Or Data Propertization?, Efe Lawrence Ogbeide

Canadian Journal of Law and Technology

The Charter of Fundamental Rights of the European Union, like other key legal instruments around the globe, grants citizens the right to privacy in Article 7. The Charter, however, further provides for the right to data protection in Article 8. Simply put, the implication of Article 8 of the Charter is that the right to data protection is a fundamental right. The central question in this article is whether data protection indeed qualifies to be categorized as a fundamental right. If not, what other approach(es) to data protection may be implemented?

Onlife Harms: Uber And Sexual Violence, Amanda Turnbull

Canadian Journal of Law and Technology

Uber markets itself as a technology company that is managed primarily by ML algorithms with the support of human engineers. Yet, in its 2019 Report, the role that its technology played in relation to sexual violence is, for all intents and purposes, absent. Likewise, solutions dealing specifically with the role of technology in facilitating gender-based violence are also missing from the series of initiatives in which Uber has invested that are aimed at preventing sexual violence. Uber was not sufficiently rigorous in defining the problem it was trying to solve. It was a missed opportunity that has resulted in continued …

Technologies Of Servitude Understanding Firmware Tpms As Interests In Personal Property, Anthony D. Rosborough

Canadian Journal of Law and Technology

Widespread computerization and embedded system design has facilitated the pervasive and latent implementation of technological protection measures (‘‘TPMs”) to restrict device firmware access. Often referred to as ‘‘digital locks,” these restrictions impose a whole host of limitations on how owners use and manage the increasing number of products and devices in which they are incorporated. In many cases, TPM restrictions can prevent activities with social, environmental, and economical benefits, including repair, repurposing, and interoperability. In response, governments around the world are now revisiting and scrutinizing their TPM anti-circumvention laws within copyright and competition policy. Beyond these perspectives, this article looks …

Officially Obsolete? A Critical Examination Of The Canadian Official Marks Regime And Its Waning Relevancy In Trademark Law, Maddison Tebbutt

Canadian Journal of Law and Technology

When the Trademark Act (‘‘TMA”) came about in 1985, a unique aspect of Canadian trademark law was created: the official marks regime under section 9(1)(n). The official marks regime is available to public authorities and universities as a means of sidestepping the lengthy and expensive process of trademark registration and providing special protection for official marks. Once public authorities and universities obtain an official mark through this system, they are entitled to an expansive monopoly that allows them to use their mark for commercial use, while simultaneously keeping the official mark out of the public domain. Moreover, while …

Bringing Section 8 Home: An Argument For Recognizing A Reasonable Expectation Of Privacy In Metadata Collected From Smart Home Devices, Ana Qarri

Canadian Journal of Law and Technology

Internet of Things devices (also known as smart home devices) are a fast-growing trend in consumer home electronics. The information collected from these devices could prove very useful to law enforcement investigations. These individual pieces of metadata — the collection of which might appear harmless on its face — can be highly revealing when combined with other metadata or information otherwise available to law enforcement. This article builds an argument in favour of recognizing a reasonable expectation of privacy in metadata collected from smart home devices under section 8 of the Canadian Charter of Rights and Freedoms. This article presents …

From Nyan Cat To Nfts: Determining How Canada’S Cultural Property Export And Import Act Applies To Digital Works, Mitchel Fleming

Canadian Journal of Law and Technology

One of Canada’s principal pieces of legislation enacted to protect its cultural patrimony is not well equipped to deal with the rise of digital content creation. Digital works, particularly NFTs, pose a unique challenge to the established regime. This paper seeks to understand how these artistic developments fit within the current legislative framework and whether legislative action is needed to bring these revolutionary mediums within the scope of the Cultural Property Export and Import Act. Ultimately, the author concludes that while digital works may be captured by the Act under specific circumstances, the protectionist policies of the past are …

Judging By The Numbers: Judicial Analytics, The Justice System And Its Stakeholders, Jena Mcgill, Amy Salyzyn

Dalhousie Law Journal

This article considers the future of judicial analytics, its possible effects for the public, the judiciary and the legal profession, and potential responses to the rise of judicial analytics in Canada. Judicial analytics involves the use of advanced technologies, like machine learning and natural language processing, to quickly analyze publicly-available data about judges and judicial decision-making. While, in Canada, judicial analytics tools are as yet at the early stages of development and use, such tools are likely to become more powerful, more accurate and more accessible in the near-to-medium future, resulting in unprecedented public insight into judges and the work …

Submission To The Toronto Police Services Board’S Use Of New Artificial Intelligence Technologies Policy- Leaf And The Citizen Lab, Suzie Dunn, Kristen Mj Thomasen, Kate Robertson, Pam Hrick, Cynthia Khoo, Rosel Kim, Ngozi Okidegbe, Christopher Parsons

Reports & Public Policy Documents

We write as a group of experts in the legal regulation of artificial intelligence (AI), technology-facilitated violence, equality, and the use of AI systems by law enforcement in Canada. We have experience working within academia and legal practice, and are affiliated with LEAF and the Citizen Lab who support this letter.

We reviewed the Toronto Police Services Board Use of New Artificial Intelligence Technologies Policy and provide comments and recommendations focused on the following key observations:

1. Police use of AI technologies must not be seen as inevitable
2. A commitment to protecting equality and human rights must be integrated …

A Modern Copyright Framework For The Internet Of Things (Iot): Intellectual Property Scholars' Joint Submission To The Canadian Government Consultation, Pascale Chapdelaine, Anthony D. Rosborough, Aaron Perzanowski, Bita Amani, Sara Bannerman, Carys Craig, Lucie Guibault, Cameron J. Hutchison, Ariel Katz, Alexandra Mogyoros, Graham Reynolds, Teresa Scassa, Myra Tawfik

Reports & Public Policy Documents

In response to the Canadian government consultation process on the modernization of the copyright framework launched in the summer 2021, we hereby present our analysis and recommendations concerning the interaction between copyright and the Internet of Things (IoT). The recommendations herein reflect the shared opinion of the intellectual property scholars who are signatories to this brief. They are informed by many combined decades of study, teaching, and practice in Canadian, US, and international intellectual property law.

In what follows, we explain:

•The importance of approaching the questions raised in the consultation with a firm commitment to maintaining the appropriate balance …

A Modern Copyright Framework For Artificial Intelligence: Ip Scholars' Joint Submission To The Canadian Government Consultation, Carys Craig, Bita Amani, Sara Bannerman, Céline Castets-Renard, Pascale Chapdelaine, Lucie Guibault, Gregory R. Hagen, Cameron J. Hutchison, Ariel Katz, Alexandra Mogyoros, Graham Reynolds, Anthony D. Rosborough, Teresa Scassa, Myra Tawfik

Reports & Public Policy Documents

In response to the Canadian government consultation process on the modernization of the copyright framework launched in the summer 2021, we hereby present our analysis and recommendations concerning the interaction between copyright and artificial intelligence (AI). The recommendations herein reflect the shared opinion of the intellectual property scholars who are signatories to this brief. They are informed by many combined decades of study, teaching, and practice in Canadian and international intellectual property law.

In what follows, we explain:
- The importance of approaching the questions raised in the consultation with a firm commitment to maintaining the appropriate balance of rights …

Factors Affecting Access To Administrative Health Data For Research In Canada: A Study Protocol, Cynthia Kendell, Adrian Levy, Geoff Porter, Elaine Gibson, Robin Urquhart

Articles, Book Chapters, & Popular Press

In Canada, most provinces have established administrative health data repositories to facilitate access to these data for research. Anecdotally, researchers have described delays and substantial inter-provincial variations in the timeliness of data access approvals and receipt of data. Currently, the reasons for these delays and variations in timeliness are not well understood. This paper provides a study protocol for (1) identifying the factors affecting access to administrative health data for research within select Canadian provinces, and (2) comparing factors across provinces to assess whether and how they contribute to inter-provincial variations in access to administrative health data for research.

Transparency Of Regulatory Data Across The European Medicines Agency, Health Canada, And Us Food And Drug Administration, Alexander C. Egilman, Amy Kapczynski, Margaret E. Mccarthy, Anita T. Luxkaranayagam, Christopher J. Morten, Matthew Herder, Joshua D. Wallach, Joseph S. Ross

Articles, Book Chapters, & Popular Press

Based on an analysis of relevant laws and policies, regulator data portals, and information requests, we find that clinical data, including clinical study reports, submitted to the European Medicines Agency and Health Canada to support approval of medicines are routinely made publicly available.

From Sandbox To Pandemic: Agile Reform Of Canadian Drug Regulation, Ipek Eren Vural, Matthew Herder, Janice E. Graham

Articles, Book Chapters, & Popular Press

Public health urgency for emerging COVID-19 treatments and vaccines challenges regulators worldwide to ensure safety and efficacy while expediting approval. In Canada, legislative amendments by 2019 Om- nibus Bill C-97 created a new "agile" licensing framework known as the "Advanced Therapeutic Pathway" (ATPathway) and modernized the regulation of clinical trials of drugs, vaccines, and medical devices. Bill C-97′s amendments are worthy of attention in Canada and globally, as health product regulation bends to COVID-19. The amendments follow reforms elsewhere to accommodate health product innovation, how- ever, the Canadian ATPathway is broader and more flexible than its counterparts in other jurisdictions. …

Exploring The Food And Drug Administration’S Review And Approval Of Entresto (Sacubitril/Valsartan), Ashley Eadie, Keith Brunt, Matthew Herder

Articles, Book Chapters, & Popular Press

Federal regulatory agencies such as the United States Food and Drug Administration review pharmacological evidence to ensure the safety and efficacy of new and repurposed pharmaceuticals prior to market approval. The discussions, disagreements and procedural decisions contained within such reviews offer unique insight into a pharmaceutical's strengths, weaknesses and opportunities, yet are often overlooked as a significant source of pharmacological information for research and development. To highlight the value of such resources, we present a case study on Entresto, a first-in-class angiotensin receptor-neprilysin inhibitor for the treatment of heart failure with reduced ejection fraction, and explore the regulatory rationale underlying …

Consultation On How To Implement Canada's Cusma Commitment To Extend The General Term Of Copyright Protection, Carys Craig, Ariel Katz, Lucie Guibault, Graham Reynolds, Bita Amani, Sara Bannerman, Pascale Chapdelaine, Myra Tawfik, Samuel Trosow

Articles, Book Chapters, & Popular Press

As a group of Canadian Intellectual Property Law scholars, we write regarding the Ministers’ recently launched consultation on extending the term of copyright protection in order to meet Canada’s CUSMA commitments. With this letter, which we jointly submit in response to the call for comments, we wish to express our shared concerns about both the proposed term extension and, more immediately, the inappropriately curtailed nature of this consultation process.

Optimizing The Data Available Via Health Canada's Clinical Information Portal, Alexander C. Egilman, Joseph S. Ross, Matthew Herder

Articles, Book Chapters, & Popular Press

Through its Public Release of Clinical Information initiative, Health Canada has provided public access to a vast repository of data that have been submitted to support market authorization of drugs and medical devices. Health Canada has released data from more than 160 submissions for drugs, biologics, vaccines and medical devices. The regulator is currently in its third year of a 4-year phase-in schedule to release clinical data proactively from submissions for all new active substances, new clinical indications, generic drugs and higher-risk devices that are approved, withdrawn or rejected. Substantial clinical data submitted by the industry sponsor of the application, …

Reasonable Expectations Of Privacy In An Era Of Drones And Deepfakes: Expanding The Supreme Court Of Canada’S Decision In R V Jarvis, Suzie Dunn, Kristen Mj Thomasen

Articles, Book Chapters, & Popular Press

Perpetrators of Technology-Facilitated gender-based violence are taking advantage of increasingly automated and sophisticated privacy-invasive tools to carry out their abuse. Whether this be monitoring movements through stalker-ware, using drones to non-consensually film or harass, or manipulating and distributing intimate images online such as deep-fakes and creepshots, invasions of privacy have become a significant form of gender-based violence. Accordingly, our normative and legal concepts of privacy must evolve to counter the harms arising from this misuse of new technology. Canada’s Supreme Court recently addressed Technology-Facilitated violations of privacy in the context of voyeurism in R v Jarvis (2019). The discussion of …

Is It Actually Violence? Framing Technology-Facilitated Abuse As Violence, Suzie Dunn

Articles, Book Chapters, & Popular Press

When discussing the term “Technology-Facilitated violence” (TFV) it is often asked: “Is it actually violence?” While international human rights standards, such as the United Nations’ Convention on the Elimination of All Forms of Discrimination against Women, have long recognized emotional and psychological abuse as forms of violence, including many forms of technology-facilitated abuse, law makers and the general public continue to grapple with the question of whether certain harmful technology-facilitated behaviors are actually forms of violence. This chapter explores this question in two parts. First, it reviews three theoretical concepts of violence and examines how these concepts apply to technology-facilitated …

Submission To Canadian Government Consultation On A Modern Copyright Framework For Ai And The Internet Of Things, Sean Flynn, Lucie Guibault, Christian Handke, Joan-Josep Vallbé, Michael Palmedo, Carys Craig, Michael Geist, Joao Pedro Quintais

Reports & Public Policy Documents

We are grateful for the opportunity to participate in the Canadian Government’s consultation on a modern copyright framework for AI and the Internet of Things. Below, we present some of our research findings relating to the importance of flexibility in copyright law to permit text and data mining (“TDM”). As the consultation paper recognizes, TDM is a critical element of artificial intelligence. Our research supports the adoption of a specific exception for uses of works in TDM to supplement Canada’s existing general fair dealing exception.

Empirical research shows that more publication of citable research takes place in countries with “open” …

Legislative Options To Address Institutional Objections To Voluntary Assisted Dying In Australia, Ben P. White, Lindy Willmott, Eliana Close, Jocelyn Downie

Articles, Book Chapters, & Popular Press

Voluntary assisted dying is being considered by parliaments and law reform bodies across Australia. Although individual conscientious objection is routinely considered in these deliberations, an institution’s desire to object to providing voluntary assisted dying has received very little attention. After briefly considering the concept of institutional objection in voluntary assisted dying, this article examines the available (albeit limited) Australian evidence on this practice. Institutional objection is happening in Victoria (where voluntary assisted dying is lawful) and is likely to occur in other Australian states. The article proposes that regulation is needed and presents three models for parliaments and law reformers …

Regulating Wave, Tidal And Ocean Thermal Energy, Meinhard Doelle, Theodore Nsoe Adimazoya

Articles, Book Chapters, & Popular Press

Ocean renewable energy sources hold the potential to contribute to the options of low-carbon energy sources and enhance the efforts by the global community to slow down climate change. In this Chapter, we provide a brief background on the current state of technology and development of wave, tidal and ocean thermal energy and consider their potential as forms of renewable energy as well as the potential negative environmental footprints of ocean renewable energy installation and development. Secondly, we examine the relevant international legal and policy framework governing ocean energy, highlighting in particular, the absence of a global legal instrument that …

Extended Collective Licensing As Rights Clearance Mechanism For Online Music Streaming Services In Canada, Lucie Guibault

Canadian Journal of Law and Technology

According to the statistics compiled by the International Federation of the Phonographic Industry (IFPI), online paid streaming is currently the fastest growing segment of the recorded music market, with a 33% global revenue increase in 2018. Subscription-based services offering legal online paid streaming of music have now reached all corners of the planet. Among the most well-known services are Apple Music, Amazon Prime, Deezer, Google Play, Soundcloud, and Spotify. The creation and continued functioning of such services are contingent on the capacity of the service exploiters to clear all copyrights in the offered music repertoire, for the territory of operation. …

Richard Susskind, Online Courts And The Future Of Justice (Oxford: Oxford University Press, 2019), David Cowan

Canadian Journal of Law and Technology

There are times when the essential nature of something is simply viewed as ‘nice to have’ until a paradigmatic shift turns the essential into a necessity, and necessity in technological change is not so much the mother of invention as the parent of behavioural change. This point is made clear by the Covid-19 pandemic, which has forced courts to put online and remote working at centre stage. There is a natural yearning to go back to ‘normal,’ but questions arise as to whether online courts are a good idea and whether attempts to work online and remotely will survive the …

Horizontal Collusions Organized By Uber: Time For A Change In Canada, Thanh Phan

Canadian Journal of Law and Technology

This paper argues that Uber’s ordinary operation should be characterized as organizing horizontal cartels among drivers that not only fix the fares of ride- hailing services using its platform but also allocate customers. Uber-led cartels, therefore, violate section 45(1) of the Competition Act5 of Canada. In doing so, this paper analyzes the relationships between Uber and drivers and argues that (i) Uber is the organizer of price-fixing and market allocation collusions among drivers, (ii) the collusions are horizontal, and (iii) they are per se illegal.

The first section discusses the general structure of peer-to-peer markets. The second section examines factors …

Forecasting Crime? Algorithmic Prediction And The Doctrine Of Police Entrapment, Mathew Zaia

Canadian Journal of Law and Technology

As the Commissioners of Police in mid-19th century England illustrate above, the prevention of crime is an inherent function of public policing. To carry out their function of detecting and combating crime, police frequently endeavour to locate and use new tools enabling them to pre-empt criminal activity.2 Many conceptual policing models that drive law enforcement’s focus have been highlighted in scholarly literature: community, problem-oriented, CompStat- driven (short for computer statistics), harm-focused, and order maintenance policing. Developments in modern technology provide additional tools, allowing police forces to delve deeper into suspects’ behaviour and uncover previously unknown patterns of information. Such developments …

Biosimilars: The Quest For A Rational Regulatory And Intellectual Property Approach In Canada, Elizabeth S. Dipchand

LLM Theses

Biologics and biosimilars represent the promise for more effective treatments of many diseases. International treaty obligations influenced heavily by the biopharmaceutical industry and advanced through the international trade agenda may lead to an imbalance between incentivizing innovation and the public interest. Canada’s implementation of its obligations into national patent and regulatory laws encourages aggressive biologic patent protection strategies that, coupled with linked regulatory assessments, may establish compounding layers of exclusion that disproportionately disincentivizes both the biologics innovation and biosimilar development. This comparative analysis addresses the progression of international obligations and the way in which they have been implemented into Canada’s …