Many questions facing legal scholars and practitioners can be answered only by analysing and interrogating large collections of legal documents: statutes, treaties, judicial decisions and law review articles. I survey a range of novel techniques in machine learning and natural language processing – including topic modelling, word embeddings and transfer learning – that can be applied to the large-scale investigation of legal texts

This article considers how empirical legal studies (ELS) and doctrinal legal research (DLR) interact. Rather than seeing them as competitors that are methodologically independent and static, it suggests that they are interdependent activities, which may each be changed by interaction with the other, and that this change brings both opportunities and threats. For ELS, the article argues that DLR should properly be understood as part of its theoretical framework, yet in practice little attention is given to doctrine in empirical work. Paying more attention to DLR and legal frames generally would help ELS meet the common criticism that it is under-theorised and excessively policy oriented. On the other hand, an embrace of legal thinking, particularly of critical legal thinking, might lead to loss of status for ELS in policy circles and mainstream social science. For DLR, ELS offers a chance for it to escape the threat of insular sterility and irrelevance and to participate in a founded commentary on the world. The risk, however, is that in tailoring legal analysis to what can be empirically researched legal scholars become less analytically ambitious and more safe, and their traditionally important role as a source of socially relevant critique is weakened. Inevitably, in offering different ways of moving to normative conclusions about the law, ELS and DLR pose challenges to each other, and meeting those challenges will require sometimes uncomfortable self-reflection.

To address the potential of public policy on the governance of OARs it is necessary to define what is meant by public policy and the importance of public policy in designing an efficient governance framework. Critical components are the subject matter of public policy and its objectives. Hence, it is useful to consider declarations, policies and statements in relation to open access practice and examine the efficiency of these arrangements towards the improvement of stakeholders’ engagement in governance of OARs. Secondly, policies relating to dissemination of scientific information via OARs should be examined. In this regard, it is relevant to consider the public policy basis for Intellectual Property (IP) laws that concerning the utility of OARs. Therefore, economic theories relevant with the role of IP laws should be examined. Such examination depicts to what extend these laws facilitate the utility of OARs. In order to specify justifications for the desirability of OARs the objectives of social theories should be also considered. Thus, there is consternation that without legal protection against copying the incentive to create intellectual property will be undermined. As scholarly communication infrastructure evolves, it is necessary to recognize the efforts of the relationship between Intellectual Property Rights (IPRs) and communication technologies in the context of public policy and after engagement with it. After employing such multilevel approach, the paper argues about a socio-economic framework to enhance the governance of OARs through public policy.

Text and Data Mining (hereinafter, TDM) issue for the purpose of scientific research or for any other purpose which is included in the provisions of the new EU Directive on Copyright in the Digital Single Market (hereinafter, DSM). TDM is a term that includes Web harvesting and Web Archiving activities. Web harvesting and archiving pertains to the processes of collecting from the web and archiving of works that reside on the Web. In the following analysis we will elaborate briefly upon provisions in EU Copyright law which were discussed during the proposal for a new Directive on Copyright in the DSM as well as provisions which are included in the text of art.3 and art.4 of the new Directive 2019/790/EU per TDM. In addition, the following analysis presents legislation in very few EU Member States which pertains to TDM and preceded the rulings of Directive 2019/790/EU. Digital legal deposit remarkable examples from EU Member States are also presented in this paper. The example of Australia is also presented below hereto because it is one of the oldest and most successful worldwide. The National Library of Australia’s digital legal deposit is state-of-the-art.

This article relies on the premise that to understand the significance of Open Access Repositories (OARs) it is necessary to know the context of the debate. Therefore, it is necessary to trace the historical development of the concept of copyright as a property right. The continued relevance of the rationales for copyright interests, both philosophical and pragmatic, will be assessed against the contemporary times of digital publishing. It follows then discussion about the rise of Open Access (OA) practice and its impact on conventional publishing methods. The present article argues about the proper equilibrium between self-interest and social good. In other words, there is a need to find a tool in order to balance individuals’ interests and common will. Therefore, there is examination of the concept of property that interrelates justice (Plato), private ownership (Aristotle), labour (Locke), growth of personality (Hegel) and a bundle of rights that constitute legal relations (Hohfeld). This examination sets the context for the argument.

This article aims to deepen scholarly understanding of the Law and Society Movement (L&S) and thereby strengthen debates about the relation between Empirical Legal Studies (ELS) and L&S. The article departs from the observation that ELS, understood as an initiative that emerged in American law schools in the early 2000s, has been quite successful in generating more attention to the empirical study of law and legal institutions in law schools, both in- and outside the US. In the early years of its existence, L&S – another important site for the empirical study of law and legal institutions – also had its center of gravity inside the law schools. But over time, it shifted towards the social sciences. This article discusses how that happened, and more in general explains how L&S became ever more diverse in terms of substance, theory and methods.

Empirical Legal research (ELR) has become well established in the United States, whereas its popularity in Europe is debatable. This article explores the popularity of ELR in Europe. The authors carried out an empirical analysis of 78 European-based law journals, encompassing issues from 2008-2017. The findings demonstrate that a supposed increase of ELR is questionable (at best).
Moreover, additional findings highlight:

• An increase for a few journals, with a small number of other journals showing a decrease over time;

• A higher percentage of empirical articles for extra-legal journals than for legal journals (average proportion per journal is 4.6 percent for legal journals, 18.9 percent for extra-legal journals);

• Criminal justice journals, environmental journals, and economically oriented journals being more likely to publish empirical articles than other journals;

• More prestigious journals being more likely to publish empirical articles than less-prestigious journals;

• Older journals being more likely to publish empirical work than younger journals, but not at an increasing rate;

• Journals being legal/extra-legal, journals in a specific field, journal ranking, or the age of the journal not making it more (or less) likely that the journal will publish empirical articles at an increasing (or decreasing) rate.
  Considering the lack of convincing evidence indicating an increase of ELR, we identify reasons for why ELR is seemingly becoming more popular but not resulting in more empirical research in Europe. Additionally, we explore interventions for overcoming the obstacles ELR currently faces.

Emergency responders are often sent to the front line and are often confronted with aggression and violence in interaction with citizens. According to previous studies, some professionals experience more workplace violence than others. In this article, the theoretical framework to study variations in workplace violence against emergency responders is described. According to criminal opportunity theories, which integrate the routine activity theory and lifestyle/exposure theory, victimisation is largely dependent on the lifestyle and routine activities of persons. Situational characteristics that could be related to workplace violence are organisational or task characteristics, such as having more contact with citizens or working at night. However, they do not provide insight in all aspects of influence, and their usefulness to reduce victimisation is limited. Therefore, it is important to consider the role of personal characteristics of the emergency responders that may be more or less ‘attractive’, which is elaborated upon by the victim precipitation theory. Psychological and behavioural characteristics of emergency responders may be relevant to reduce external workplace violence. The author argues that, despite the risk of being considered as blaming the victim, studying characteristics that might prevent victimisation is needed. Directions for future studies about workplace violence are discussed. These future studies should address a combination of victim and situation characteristics, use a longitudinal design and focus on emergency responders. In addition, differences between professions in relationships between characteristics and workplace violence should be explored.

Pragmatism has become an established academic topic focused on an accepted canon of works and a number of seminal authors. There is something ironic about this fixation of the Pragmatist tradition. An anticipation of transience and embrace of adaptability runs through many of the classic works of Pragmatism. Nevertheless, there seems to be a tendency to fixate Pragmatism and freeze it in its classic iterations, especially with respect to its philosophy of scientific inquiry. The article seeks to retrieve the dynamics and adaptability the classical Pragmatists built into their notion of scientific inquiry. It seeks to illustrate the need for such flexibility with recent developments in the field of economics. When the financial crisis struck in 2007-2008, this involved more than the insolvency of a number of large banks. The crisis, at the very least, also involved the bankruptcy of a dominant economic model. It raised questions about the rationality of markets and the widespread faith in soft-touch regulation. It cast doubt on decades of neo-classical economic dogma that counseled small government, privatisation, and free markets. Neo-classical economics did not float free from other concerns. It informed notions about the role of the state, the limits of public policy, and the scope of democratic decision-making. Indeed, faith in rational, self-correcting markets affected debates in disparate disciplines like law, political science, philosophy, ethics, and history in many non-trivial ways. Hence, the financial crisis is also a crisis of scientific research.

The seriousness of the incorporation problem in interdisciplinary legal research, this article argues, depends on how legal research is understood. If legal research is understood as a single, inherently interdisciplinary discipline, the problem largely falls away. On this view, the incorporation of other disciplines into legal research is what legal academics have for the last 40 years already successfully been doing. If, on the other hand, legal research is best conceived as a multi-disciplinary field, consisting of a core discipline – doctrinal research – and various other types of mono-disciplinary and interdisciplinary research, the incorporation of other disciplines presents real difficulties. For legal academics engaged in socio-legal research, in particular, two problems arise: the practical problem of trying to address a legal professional and academic audience at the same time and the philosophical problem of trying to integrate the internal perspective of doctrinal research with the external perspective of other disciplines. In the final part of the article, these practical and philosophical difficulties are illustrated by reference to the author’s research on the politics of judicial review in new democracies.

The doctrinal methodology is in a period of change and transition. Realising that the scope of the doctrinal method is too constricting, academic lawyers are becoming eclectic in their use of research method. In this transitional time, legal scholars are increasingly infusing evidence (and methods) from other disciplines into their reasoning to bolster their reform recommendations.
This article considers three examples of the interplay of the discipline of law with other disciplines in the pursuit of law reform. Firstly the article reviews studies on the extent of methodologies and reformist frameworks in PhD research in Australia. Secondly it analyses a ‘snapshot’ of recently published Australian journal articles on criminal law reform. Thirdly, it focuses on the law reform commissions, those independent government committees that play such an important role in law reform in common law jurisdictions.
This examination demonstrates that while the doctrinal core of legal scholarship remains intact, legal scholars are endeavouring to accommodate statistics, comparative perspectives, social science evidence and methods, and theoretical analysis, within the legal research framework, in order to provide additional ballast to the recommendations for reform.

The generation of American international lawyers who founded the American Society of International Law in 1906 and nurtured the soil for what has been retrospectively called a 'moralistic-legalistic approach to international relations' remains little studied. A survey of the rise of international legal literature in the United States from the mid-nineteenth century to the eve of the Great War serves as a backdrop to the examination of the boosting effect on international law of the Spanish American War in 1898. An examination of the Insular Cases before the US Supreme Court is then accompanied by the analysis of a number of influential factors behind the pre-war rise of international law in the United States. The work concludes with an examination of the rise of natural law doctrines in international law during the interwar period and the critiques addressed by the realist founders of the field of 'international relations' to the 'moralistic-legalistic approach to international relations'.