Faces provide information about a person's identity, as well as their sex, age, and ethnicity. People also infer social and personality traits from the face — judgments that can have important societal and personal consequences. In recent years, deep convolutional neural networks (DCNNs) have proven adept at representing the identity of a face from images that vary widely in viewpoint, illumination, expression, and appearance. These algorithms are modeled on the primate visual cortex and consist of multiple processing layers of simulated (...) neurons. Here, we examined whether a DCNN trained for face identification also retains a representation of the information in faces that supports social‐trait inferences. Participants rated male and female faces on a diverse set of 18 personality traits. Linear classifiers were trained with cross validation to predict human‐assigned trait ratings from the 512 dimensional representations of faces that emerged at the top‐layer of a DCNN trained for face identification. The network was trained with 494,414 images of 10,575 identities and consisted of seven layers and 19.8 million parameters. The top‐level DCNN features produced by the network predicted the human‐assigned social trait profiles with good accuracy. Human‐assigned ratings for the individual traits were also predicted accurately. We conclude that the face representations that emerge from DCNNs retain facial information that goes beyond the strict limits of their training. (shrink)

Machine intelligence already helps medical staff with a number of tasks. Ethical decision-making, however, has not been handed over to computers. In this proof-of-concept study, we show how an algorithm based on Beauchamp and Childress’ prima-facie principles could be employed to advise on a range of moral dilemma situations that occur in medical institutions. We explain why we chose fuzzy cognitive maps to set up the advisory system and how we utilized machine learning to train it. We report on (...) the difficult task of operationalizing the principles of beneficence, non-maleficence and patient autonomy, and describe how we selected suitable input parameters that we extracted from a training dataset of clinical cases. The first performance results are promising, but an algorithmic approach to ethics also comes with several weaknesses and limitations. Should one really entrust the sensitive domain of clinical ethics to machine intelligence? (shrink)

In lieu of an abstract, here is a brief excerpt of the content:A Tale of Three Zoras:Barbara Johnson and Black Women WritersHortense J. Spillers (bio)Talking about Zora Neale Hurston is like approaching the Sphinx—so much riddle, so many faces, and all of it occurring on fairly high holy ground since Alice Walker's remarkable discovery a couple of decades ago.1 But Barbara Johnson's criticism cracks the code on Her Majesty and brings the sign vehicle—"Zora Neale Hurston"—to the table of juxtapositions (...) and comparisons. There is the iconic Hurston, whose positioning between the Harlem Renaissance2 and the post-World War II writers gives her a priority of status that marks the woman artist's entry into literary modernism. The latter, in its variety of contexts and alignments, opened the way to certain experimental forms for these writers and might not have been completed as a systematic gesture before the late sixties and early seventies, when this generation of practitioners was free to create antiheroic figures and to probe the limits of representability. In short, with Zora Neale Hurston a window is pried open, a breeze blows through, and by the time of Toni Morrison's Beloved, an opening has become a prospect, a landscape of vistas of possibility. We can think of Hurston, then, as an enabler, who was not particularly encouraged by the literary politics of her age, from first to last; whether by the "maledom" of Harlem Renaissance avenues to reward and achievement, or by the paradigm shift of race politics in the 1950s,3 Hurston seems to have been equipped with the uncanny ability to create a kind of chaos, to behave outside the parameters of fashion, and to create dimensions of the mythical about her as she modeled versions of self.In her role as classically trained anthropologist and folklorist, Hurston is considered today one of the major theoreticians of black culture.4 Her collections of lore, a [End Page 94] motherlode of a southern-centered orality,5 of the countryside, are fruitfully poised against the displaced metaphysical traditions of discourse that we especially associate with figures like Alain Locke and W. E. B. DuBois.6 As it now appears, the oppositional currents that run between the Hurstonian and the DuBoisian figurations have yet to be reconciled: the latter is text-based, and the former exceeds the abiding centrality of the word. Barbara Johnson argues in A World of Difference that Hurston "tried to explain the difference between a reified 'art' and a living culture in which distinctions between spectator and spectacle, rehearsal and performance, experience and representation are not fixed" [159]. For Hurston, folklore was "'the arts of the people before they find out that there is such a thing as art.'" For Hurston, unlike DuBois, for example, black culture was not a project in the modality of Bildung, or the Hegelian notion, but, rather, a repertoire of gestures that might be said to belong to a second skin—the kinetic thing that is done or said.From our current perspective, what Hurston called "folklore" and what offered the occasion for the ethnographic foray might be given other names, though renaming these acts and gestures of the everyday does not make it any easier to reconcile the conceptual split in black culture theory between textuality and orality, or between "urban" and "countryside." But all of these locutions have been essentially eviscerated by radical changes in the availability and transmission of consumer goods that have rendered US local and indigenous cultures virtually indistinguishable from Jackson, Mississippi to Boston, Massachusetts. Take any interstate network across the land, east to west, or north to south: between McDonald's and the food/gas mart, scattered along ten- to twenty-mile sequences of roadway, one is quite astonished at the sameness and homogeneity of motifs that have translated particularity into an item of commerce and exchange. At one time, the critics were calling this outcome the postmodern flow, but my own hunch is that this apparent repetition and replication of the same are riddled with a variety of timbres and accents, still, that the Hurston ear was so sharp to articulate and define six decades ago. And in that intricate choreography between the life... (shrink)

People recognize faces of their own race more accurately than faces of other races. The “contact” hypothesis suggests that this “other‐race effect” occurs as a result of the greater experience we have with own‐ versus other‐race faces. The computational mechanisms that may underlie different versions of the contact hypothesis were explored in this study. We replicated the other‐race effect with human participants and evaluated four classes of computational face recognition algorithms for the presence of an other‐race effect. Consistent with the (...) predictions of a developmental contact hypothesis, “experience‐based models” demonstrated an other‐race effect only when the representational system was developed through experience that warped the perceptual space in a way that was sensitive to the overall structure of the model's experience with faces of different races. When the model's representation relied on a feature set optimized to encode the information in the learned faces, experience‐based algorithms recognized minority‐race faces more accurately than majority‐race faces. The results suggest a developmental learning process that warps the perceptual space to enhance the encoding of distinctions relevant for own‐race faces. This feature space limits the quality of face representations for other‐race faces. (shrink)

The faces of both adults and children can be classified accurately by sex, even in the absence of sex‐stereotyped social cues such as hair and clothing (Wild et al., 2000). Although much is known from psychological and computational studies about the information that supports sex classification for adults' faces, children's faces have been much less studied. The purpose of the present study was to quantify and compare the information available in adults' versus children's faces for sex classification and to test (...) alternative theories of how human observers distinguish male and female faces for these different age groups. We implemented four computational/neural network models of this task that differed in terms of the age categories from which the sex classification features were derived. Two of the four strategies replicated the advantage for classifying adults' faces found in previous work. To determine which of these strategies was a better model of human performance, we compared the performance of the two models with that of human subjects at the level of individual faces. The results suggest that humans judge the sex of adults' and children's faces using feature sets derived from the appropriate face age category, rather than applying features derived from another age category or from a combination of age categories. (shrink)

The faces of both adults and children can be classified accurately by sex, even in the absence of sex‐stereotyped social cues such as hair and clothing (Wild et al., 2000). Although much is known from psychological and computational studies about the information that supports sex classification for adults' faces, children's faces have been much less studied. The purpose of the present study was to quantify and compare the information available in adults' versus children's faces for sex classification and to test (...) alternative theories of how human observers distinguish male and female faces for these different age groups. We implemented four computational/neural network models of this task that differed in terms of the age categories from which the sex classification features were derived. Two of the four strategies replicated the advantage for classifying adults' faces found in previous work. To determine which of these strategies was a better model of human performance, we compared the performance of the two models with that of human subjects at the level of individual faces. The results suggest that humans judge the sex of adults' and children's faces using feature sets derived from the appropriate face age category, rather than applying features derived from another age category or from a combination of age categories. (shrink)

This text offers major re-evaluation of Wittgenstein's thinking. It is a collection of essays that presents a significantly different portrait of Wittgenstein. The essays clarify Wittgenstein's modes of philosophical criticism and shed light on the relation between his thought and different philosophical traditions and areas of human concern. With essays by Stanley Cavell, James Conant, Cora Diamond, Peter Winch and Hilary Putnam, we see the emergence of a new way of understanding Wittgenstein's thought. This is a controversial collection, with essays (...) by highly regarded Wittgenstein scholars that may change the way we look at Wittgenstein's body of work. (shrink)

The progression of research and scholarly inquiry does not occur in isolation and is wholly dependent on accurate reporting of methods and results, and successful replication of prior work. Without mechanisms to correct the literature, much time and money is wasted on research based on a crumbling foundation. These guidelines serve to outline the respective responsibilities of researchers, institutions, agencies, and publishers or editors in maintaining the integrity of the research record. Delineating these complementary roles and proposing solutions for common (...) barriers provide a foundation for best practices. (shrink)

Although machine intelligence is increasingly employed in healthcare, the realm of decision-making in medical ethics remains largely unexplored from a technical perspective. We propose an approach based on fuzzy cognitive maps (FCMs), which builds on Beauchamp and Childress’ prima-facie principles. The FCM’s weights are optimized using a genetic algorithm to provide recommendations regarding the initiation, continuation, or withdrawal of medical treatment. The resulting model approximates the answers provided by our team of medical ethicists fairly well and offers a high degree (...) of interpretability. Possible applications of such a system include informal guidance on medical ethics dilemmas as well as educational purposes. (shrink)

We report two Experiments to compare counterfactual thoughts about how an outcome could have been different and causal explanations about why the outcome occurred. Experiment 1 showed that people generate counterfactual thoughts more often about controllable than uncontrollable events, whereas they generate causal explanations more often about unexpected than expected events. Counterfactual thoughts focus on specific factors, whereas causal explanations focus on both general and specific factors. Experiment 2 showed that in their spontaneous counterfactual thoughts, people focus on normal events (...) just as often as exceptional events, unlike in directed counterfactual thoughts. The findings are consistent with the suggestion that counterfactual thoughts tend to focus on how a specific unwanted outcome could have been prevented, whereas causal explanations tend to provide more general causal information that enables future understanding, prediction, and intervention in a wide range of situations. (shrink)

Deeply rooted structures of racism, ableism, misogyny, ageism, and transphobia hurt great numbers of people, exposing them to intolerance, economic exclusion, and physical harm around the globe. Billions of land animals suffer and die annually in concentrated feeding operations and slaughterhouses. Our planet and all who live here are in perilous straights as the climate changes. In the face of such grievous problems, people who want to find positive ways to respond often grapple with difficult questions about how to make (...) a difference. Effective Altruism has arisen as an attempt to help answer these questions, encouraging people to give as much money as they can in the most effective ways to address human and animal suffering. But the Effective Altruists’ answers support some of the very social structures that cause suffering, undermining its efforts to “do the most good.” The Good It Promises, The Harm It Does is the first book-length critique of Effective Altruism. It brings together a diverse group of activists and scholars to explore Effective Altruism’s failure to meaningfully address forms of human and animal suffering. (shrink)

A new approach to environmental policy analysis is introduced that is designed to mitigate the exacerbation of environmental problems, which can result from the application of traditional approaches in environmental decision making. These approaches are problematic because they tend to rely on technical fixes, a single-discipline focus, and optimality. When such traditional approaches are applied, complex environmental problems are simplified beyond recognition, and the solution produced no longer matches the original problem. An alternative approach has been developed at the U.S. (...) Environmental Protection Agency (EPA) that is designed to improve the utilization of scientific research results and data (social, physical, and biological) through a more inclusive problem-solving process aimed particularly at difficult and complex environmental issues. Using a policy application pertaining to the EPA’s 1995 decision to approve a fuel additive, the authors illustrate how integrated environmental policy decision analysis can be made operational using this new approach. (shrink)

This Handbook documents the main trends in current research between logic and language, including its broader influence in computer science, linguistic theory and cognitive science. The history of the combined study of Logic and Linguistics goes back a long way, at least to the work of the scholastic philosophers in the Middle Ages. At the beginning of this century, the subject was revitalized through the pioneering efforts of Gottlob Frege, Bertrand Russell, and Polish philosophical logicians such as Kazimierz Ajdukiewicz. Around (...) 1970, the landmark achievements of Richard Montague established a junction between state-of-the-art mathematical logic and generative linguistic theory. Over the subsequent decades, this enterprise of Montague Grammar has flourished and diversified into a number of research programs with empirical and theoretical substance. This appears to be the first Handbook to bring logic-language interface to the fore. Both aspects of the interaction between logic and language are demonstrated in the book i.e. firstly, how logical systems are designed and modified in response to linguistic needs and secondly, how mathematical theory arises in this process and how it affects subsequent linguistic theory. The Handbook presents concise, impartial accounts of the topics covered. Where possible, an author and a commentator have cooperated to ensure the proper breadth and technical content of the papers. The Handbook is self-contained, and individual articles are of the highest quality. (shrink)

Can machine intelligence do clinical ethics? And if so, would applying it to actual medical cases be desirable? In a recent target article (Meier et al. 2022), we described the piloting of our advisory algorithm METHAD. Here, we reply to commentaries published in response to our project. The commentaries fall into two broad categories: concrete criticism that concerns the development of METHAD; and the more general question as to whether one should employ decision-support systems of this kind—the debate we set (...) out to ignite with our target article. (shrink)

Hamblin distinguished between formal and descriptive dialectic. Formal normative models of deliberation dialogue have been strongly emphasized as argumentation frameworks in computer science. But making such models of deliberation applicable to real natural language examples has reached a point where the descriptive aspect needs more interdisciplinary work. The new formal and computational models of deliberation dialogue that are being built in computer science seem to be closely related to some already existing and very well established computing technologies such as problem (...) solving and decision making, but whether or how dialectical argumentation can be helpful to support these systems remains an open question. The aim of this paper is to examine some real examples of argumentation that seem to hover on the borderlines between deliberation, problem solving and decision making. (shrink)

Content: Sprache, Recht und Rechtsverbindlichkeit: R. Fukawa: An Analysis of the aeRules of Recognition Statement' u W. Krawietz: What does it mean to follow an aeInstitutionalised Legal Rule'? u N. MacCormick: Citizens' Legal Reasoning and its Importance for Jurisprudence u Y. Morigiwa: Hart's Theories of Language and Law u R.Tuomela: Supervenience, Collective Action, and Kelsen's Organ Theory uRecht und politische Kultur: G. Haney: Recht als Form von Kultur u A. Kojder: Dysfunctionalities of Legal Cultur u A. Lopatka: Law and Religion (...) in Poland u M. Samu: Culture and Law: Legal Culture uWerteordnung als ideologische Basis des Rechtsstaats: R. Dreier: Konstitutionalismus und Legalismus u O. Maenpaa: Unilaterality and Consensualism in the Application of Law u K.-F. Lenz: Zivilprozea und Spiel u M. Pavcnik: Ideologie der Rechtsanwendung versus argumentierte Rechtsentscheidung u J. Uusitalo: Legal Dogmatics, Epistemology, Radical Hermeneutics u Entwicklung der Rechtsordnung und soziale Gerechtigkeit: V. Luizzi: Legal Validity and Justice u H. Rottleuthner: Recht und Technik in entwicklungstheor. Perspektive u S. Panou: Uber die aeGerechtigkeit' des Rechts u A. Squella: Legal Positivism and Democracy in the 20. Century u D. Wyduckel: Konsens und gesellschaftlich-technischer Fortschritt u Soziale Mechanismen der Rechtsanwendung und Rechtsfindung: H. Aoi: Richterliche Rechtsfindung als Pattern-Matching-Prozea uu.a. (Franz Steiner 1991). (shrink)

An important debate in the reasoning literature concerns the extent to which inference processes are domain-free or domain-specific. Typically, evidence in support of the domain-specific position comprises the facilitation observed when abstract reasoning tasks are set in realistic context. Three experiments are reported here in which the sources of facilitation were investigated for contextualised versions of Raven's Progressive Matrices (Richardson, 1991) and non-verbal analogies from the AH4 test (Richardson & Webster, 1996). Experiment 1 confirmed that the facilitation observed for the (...) contextualised matrices was in part due to extraneous aspects of commentaries originally intended to activate domainspecific processes. Experiments 2 and 3 indicated that the remainder of the facilitation for the matrices, and all of the facilitation for the analogies, could be explained by visual salience: Converting the item elements into realistic objects had enabled them and their transitions to be identified more easily. Hence, performance at simplified abstract items was as good as, or better than, at contextualised items. It is concluded that facilitation effects cannot be interpreted as showing that domain-specific processes constitute a self-contained system separate from domain-free processes. In turn, this means that domain-free processes cannot be dismissed as being unimportant for reasoning. (shrink)

Infants’ ability to monitor “sensorimotor contingencies,” i.e., the sensory effects of their own actions, is an important mechanism underlying learning. One method that has been used to investigate this is the “mobile paradigm,” in which a mobile above an infant’s crib is activated by motion of one of the infant’s limbs. Although successfully used in numerous experiments performed in infants’ homes to investigate memory and other types of learning, the paradigm seems less robust for demonstrating sensitivity to sensorimotor contingencies when (...) used in the laboratory. One purpose of the present work was to show that certain changes to the mobile paradigm would make it easier for infants to show their sensitivity to the contingency in the lab. In particular, we used proximal stimulation on infants’ wrists instead of the usual mobile, and our stimulation was coincident with the limbs that caused it. Our stimulation was either on or off, i.e., not modulated by the amount the infant moved. Finally, we used a “shaping” procedure to help the infant discover the contingency. In addition to these changes in the paradigm, by analyzing infants’ limb activity at 10-s resolution instead of the usual 1-min resolution, we were able to show that infants’ sensitivity to the contingency became apparent already within the first minute of establishment of the contingency. Finally, we showed how two alternate measures of sensitivity to contingency based on probability of repeated movements and on “stop and go” motion strategies may be of interest for future work. (shrink)

Despite countless anecdotes and the historical significance of insight as a problem solving mechanism, its nature has long remained elusive. The conscious experience of insight is notoriously difficult to trace in non-verbal animals. Although studying insight has presented a significant challenge even to neurobiology and psychology, human neuroimaging studies have cleared the theoretical landscape, as they have begun to reveal the underlying mechanisms. The study of insight in non-human animals has, in contrast, remained limited to innovative adjustments to experimental designs (...) within the classical approach of judging cognitive processes in animals, based on task performance. This leaves no apparent possibility of ending debates from different interpretations emerging from conflicting schools of thought. We believe that comparative cognition has thus much to gain by embracing advances from neuroscience and human cognitive psychology. We will review literature on insight and discuss the consequences of these findings to comparative cognition. (shrink)

Emergency hormonal contraception (EHC) has been available from pharmacies in the UK without prescription for 11 years. In the Republic of Ireland this service was made available in 2011. In both jurisdictions the respective regulators have included ‘conscience clauses’, which allow pharmacists to opt out of providing EHC on religious or moral grounds providing certain criteria are met. In effect, conscientious objectors must refer patients to other providers who are willing to supply these medicines. Inclusion of such clauses leads to (...) a cycle of cognitive dissonance on behalf of both parties. Objectors convince themselves of the existence of a moral difference between supply of EHC and referral to another supplier, while the regulators must feign satisfaction that a form of regulation lacking universality will not lead to adverse consequences in the long term. We contend that whichever of these two parties truly believes in that which they purport to must act to end this unsatisfactory status quo. Either the regulators must compel all pharmacists to dispense emergency contraception to all suitable patients who request it, or a pharmacist must refuse either to supply EHC or to refer the patient to an alternative supplier and challenge any subsequent sanctions imposed by their regulator. (shrink)

Wider possibilities for moral thought -- Objectivity revisited: a lesson from the work of J.L. Austin -- Ethics, inheriting from Wittgenstein -- Moral thought beyond moral judgment: the case of literature -- Reclaiming moral judgment: the case of feminist thought -- Moralism as a central moral problem.

For decades, the discussion on children’s competence to consent to medical issues has concentrated around normative concerns, with little progress in clinical practices. Decision-making competence is an important condition in the informed consent model. In pediatrics, clinicians need to strike a proper balance in order to both protect children’s interests when they are not fully able to do so themselves and to respect their autonomy when they are. Children’s competence to consent, however, is currently not assessed in a standardized way. (...) Moreover, the correlation between competence to give informed consent and age in children has never been systematically investigated, nor do we know which factors exactly contribute to children’s competence. (shrink)

This paper treats van Helmont's attack on Aristotle as an example of the difficulty of accounting for one author's attack on another by simply comparing the texts of the two authors. The Aristotle that van Helmont is attacking is the Aristotle represented in contemporary textbooks, and the attack on his authority is closely connected to the attack on the importance of verbal disputation in education. The importance of knowledge of Aristotle and of argumentative skills means van Helmont displays them to (...) claim competence in them, while arguing they are worthless, and states many of his own doctrines as denials of Aristotelian doctrines. After a brief account of van Helmont's cosmology, three texts of his are examined: the conclusion of Causae et initia naturalium, where van Helmont demonstrates the worthlessness of Aristotelian method, by giving an example of his own method's greater success, the beginning of Physica Aristotelis et Galeni ignara, where he argues in Aristotelian terms against an Aristotelian definition of nature, and his general attack on Aristotelian method and on verbal disputation in Logica inutilis. (shrink)

Tool use research has suffered from a lack of consistent theoretical frameworks. There is a plethora of tool use definitions and the most widespread ones are so inclusive that the behaviors that fall under them arguably do not have much in common. The situation is aggravated by the prevalence of anecdotes, which have played an undue role in the literature. In order to provide a more rigorous foundation for research and to advance our understanding of the interrelation between tool use (...) and cognition, we suggest the adoption of Fragaszy and Mangalam's (2018) tooling framework, which is characterized by the creation of a body-plus-object system that manages a mechanical interface between tool and surface. Tooling is limited to a narrower suite of behaviors than tool use, which might facilitate its neurocognitive investigation. Indeed, evidence in the literature indicates that tooling has distinct neurocognitive underpinnings not shared by other activities typically classified as tool use, at least in primates. In order to understand the extent of tooling incidences in previous research, we systematically surveyed the comprehensive tool use catalog by Shumaker et al. (2011). We identified 201 tool use submodes, of which only 81 could be classified as tooling, and the majority of the tool use examples across species were poorly supported by evidence. Furthermore, tooling appears to be phylogenetically less widespread than tool use, with the greatest variability found in the primate order. However, in order to confirm these findings and to understand the evolution and neurocognitive mechanisms of tooling, more systematic research will be required in the future, particularly with currently underrepresented taxa. (shrink)

The environment can elicit biological responses such as oxidative stress (OS) and inflammation as a consequence of chemical, physical, or psychological changes. As population studies are essential for establishing these environment-organism interactions, biomarkers of OS or inflammation are critical in formulating mechanistic hypotheses. By using examples of stress induced by various mechanisms, we focus on the biomarkers that have been used to assess OS and inflammation in these conditions. We discuss the difference between biomarkers that are the result of a (...) chemical reaction (such as lipid peroxides or oxidized proteins that are a result of the reaction of molecules with reactive oxygen species) and those that represent the biological response to stress, such as the transcription factor NRF2 or inflammation and inflammatory cytokines. The high-throughput and holistic approaches to biomarker discovery used extensively in large-scale molecular epidemiological exposome are also discussed in the context of human exposure to environmental stressors. We propose to consider the role of biomarkers as signs and to distinguish between signs that are just indicators of biological processes and proxies that one can interact with and modify the disease process. (shrink)

We welcome Ballantyne & Schaefer’s discussion of the issues concerning consent and use of health data for research. In response to their acknowledgement of the need for public debate and discussion, we provide evidence from our own public consultation on this topic.

This article aims to disrupt received views about the significance of J. L. Austin's contribution to philosophy of language. Its focus is Austin's 1955 lectures How To Do Things With Words . Commentators on the lectures in both philosophical and literary-theoretical circles, despite conspicuous differences, tend to agree in attributing to Austin an assumption about the relation between literal meaning and truth, which is in fact his central critical target. The goal of the article is to correct this misunderstanding and (...) to show that Austin is deeply critical of a picture of correspondence between language and the world which nearly half a century after he delivered his lectures continues to structure philosophical discussions of language. (shrink)

This article is currently available as a free download on ingentaconnect.

This article proposes an innovative methodology for enhancing the technical validation, legal alignment and interdisciplinarity of attempts to encode legislation. In the context of an experiment that examines how different legally trained participants convert select provisions of the Australian Copyright Act 1968 (Cth) into machine-executable code, we find that a combination of manual and automated methods for coding validation, which focus on formal adherence to programming languages and conventions, can significantly increase the similarity of encoded rules between coders. Participants nonetheless (...) encountered various interpretive difficulties, including syntactic ambiguity, and intra- and intertextuality, which necessitated legal evaluation, as distinct from and in addition to coding validation. Many of these difficulties can be resolved through what we call a process of ‘legal alignment’ that aims to enhance the congruence between encoded provisions and the true meaning of a statute as determined by the courts. However, some difficulties cannot be overcome in advance, such as factual indeterminacy. Given the inherently interdisciplinary nature of encoding legislation, we argue that it is desirable for ‘rules as code’ (‘RaC’) initiatives to have, at a minimum, legal subject matter, statutory interpretation and technical programming expertise. Overall, we contend that technical validation, legal alignment and interdisciplinary teamwork are integral to the success of attempts to encode legislation. While legal alignment processes will vary depending on jurisdictionally-specific principles and practices of statutory interpretation, the technical and interdisciplinary components of our methodology are transferable across regulatory contexts, bodies of law and Commonwealth and other jurisdictions. (shrink)