Digital Commons Network^™

Square Pegs And Round Holes: Differentiated Instruction And The Law Classroom, Karen J. Sneddon

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As the academic semester begins, law students enter the classroom with sharpened pencils and charged laptops. Law professors enter the classroom with prepared notes and tabbed casebooks. But how will law professors ensure that the learning of each individual student is supported? Students do not take one path to law school. From English majors to engineering majors, students enter law school immediately upon graduating from college or years after graduation with various professional experiences. Despite criticism that legal education is resistant to change and over-relies on the Socratic Method, law school educators know that learning is not a one-size-fits-all experience. …

Essays On Good Practice In Academic Writing: A Comparison Across Business Disciplines, Rawayda Abdou, Kevin Paul Corbett, Elun Hack, Deirdre Mcquillan

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This is a series of essays to support PhD students and early career researchers within the field of business. By delving into a cross disciplinary perspective on academic writing in the business domain, researchers will better understand differences for writing. Essay 1 highlights what is important for writing in economics. Essay 2 adopts a different approach by arguing for more pluralism and applied approaches when writing in Human Resource Management. The essay opens up new possibilities and opportunities for PhD students and early career researchers interested in more applied approaches. Essay 3 guides qualitative researchers writing in sports management where …

Contracts In The Age Of Smart Readers, Yonathan A. Arbel, Shmuel I. Becher

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What does it mean to have machines that can read, explain, and evaluate contracts? Recent advances in machine learning have led to a fundamental breakthrough in machine language models, portending a profound shift in the ability of machines to process text. Such a shift has far-reaching consequences for diverse areas of law, which are predicated on, and justified by, the existence of information barriers. Our object here is to provide a general framework for evaluating the legal and policy implications of employing language models as "smart readers"-tools that read, analyze, and assess contracts, disclosures, and privacy policies.

Synthesizing state-of-the-art developments, …

Improving Interpreters’ Normative Ethics Discourse By Imparting Principled-Reasoning Through Case Analysis, Robyn K. Dean, Robert Q. Pollard Jr.

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The vocabulary available to community interpreters regarding professional ethics is typically limited to a set of prohibitions—what interpreters should not do. These prohibitions are disproportionately more prevalent in ethical documents and discourse than guidance on what interpreters should do. Both types of guidance are examples of normative ethical messages. However, when interpreters are asked to justify decisions which lead to them taking action rather than refraining from action, they are left with insufficient vocabulary to do so. Without a broader normative vocabulary allowing conversation regarding action-taking, interpreters tend to rely on unhelpful, non-normative language such as metaphors which fail to …

Ethnicity, Self-Knowledge And Literary Sensitivity: A Sociological Reading Of V. S. Naipaul’S First Four Novels, N. Jayaram

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Taking a cue from G. S. Ghurye’s Shakespeare on Conscience and Justice (1965) this lecture in his memory explores the role of ethnicity in shaping the selfknowledge and literary sensitivity of V. S. Naipaul. Naipaul’s life traverses three distinct cultures: the Hindu culture brought by his ancestors who came as indentured migrants to Trinidad, the Creole culture of colonial Trinidad and the emerging modern culture of western civilisation. Much of Naipaul’s self-knowledge involved his engagement with these three cultures and his experience of the interplay between colonialism and ethnicity. In his first four novels—Miguel Street, The Mystic Masseur, The Suffrage …

Whither The Lofty Goals Of The Environmental Laws?: Can Statutory Directives Restore Purposivism When We Are All Textualists Now?, Stephen M. Johnson

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Congress set ambitious goals to protect public health and the environment when it enacted the federal environmental laws through bipartisan efforts in the 1970s. For many years, the federal courts interpreted the environmental laws to carry out those enacted purposes. Over time, however, courts greatly reduced their focus on the environmental and public health purposes of the environmental laws when interpreting those statutes due to the rise in textualism, the declining influence of the Chevron doctrine, and the increasing willingness of courts to defer to agency underenforcement of statutory responsibilities across all regulatory statutes.

In 2020, the Environmental Protection Network, …

Police Agencies On Facebook Overreport On Black Suspects, Ben Grunwald, Julian Nyarko, John Rappaport

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A large and growing share of the American public turns to Facebook for news. On this platform, reports about crime increasingly come directly from law enforcement agencies, raising questions about content curation. We gathered all posts from almost 14,000 Facebook pages maintained by US law enforcement agencies, focusing on reporting about crime and race. We found that Facebook users are exposed to posts that overrepresent Black suspects by 25 percentage points relative to local arrest rates. This overexposure occurs across crime types and geographic regions and increases with the proportion of both Republican voters and non-Black residents. Widespread exposure to …

Procedural Losses And The Pyrrhic Victory Of Abolishing Qualified Immunity, Adam A. Davidson

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Who decides? Failing to consider this simple question could turn attempts to abolish qualified immunity into a Pyrrhic victory. That is because removing qualified immunity does not change the answer to this question; the federal courts will always decide. For an outcome-neutral critic of qualified immunity who cares only about its doctrinal failures, this does not matter. But for the vast majority of critics who are outcome- sensitive, meaning they care about qualified immunity because of its role in police accountability, this is a troubling realization. Building on earlier work on the equilibration thesis, as well as on qualitative and …

#Fintok And Financial Regulation, Nikita Aggarwal, Kaye D. Bondy Valdovinos, Christopher Odinet

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Social media platforms are becoming an increasingly important site for consumer finance. This phenomenon is referred to as "FinTok, " a reference to the "#fintok" hashtag that often identifies financial content on TikTok, a popular social media platform. This Essay examines the new methodological possibilities for consumer financial regulation due to FinTok. It argues that FinTok content offers a novel and valuable source of data for identifying emerging fintech trends and associated consumer risks. As such, financial regulators should use FinTok content analysis and social media content analysis more broadly as an additional method for the supervision and regulation of …

Legal Writing Mechanics: A Bibliography, Margaret Hannon

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Great legal writing is about more than mechanics. But careful attention to legal writing mechanics is nevertheless critical for effective, clear, and persuasive writing. Proper grammar, usage, and correct punctuation makes analysis clearer and therefore more effective. It also shows the reader that the writer has paid close attention to detail, which makes the reader more likely to find the writer credible. Relatedly, communicating in plain language is critical to making sure that “readers can easily find what they need, understand what they find, and use that information.” And proper citation—or even better, stylish citation—helps the reader easily understand what …

Contracts In The Age Of Smart Readers, Yonathan A. Arbel, Becher, Shmuel I.

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No abstract provided.

Anticipatory Edits, Patrick Barry

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Good writing, I often tell my students, is “anticipating the edits of your boss.” I then clarify that the definition of “boss” in that statement is intentionally expansive. A supervisor at work can count. A teacher in school can count. So can a valued customer or client. he key is to start thinking about two things: 1) the actual people who are going to review your writing; and 2) the likely changes they’ll make to it. By implementing those changes yourself— before the document ever hits your boss’s desk or inbox—you can save them a lot of time and cognitive …

The Hidden Harms Of Privacy Penalties, Mary D. Fan

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How to frame privacy penalties to protect our personal information is an important question as demands for legislation and proposals proliferate. The predominant assumption in calls for a comprehensive consumer privacy regime is that regulation and penalties arm the consumer David against Goliath businesses. Missing in the focus on powerful companies is attention to the potential harms of expanding privacy penalties for small-fry individuals and entities, especially from disfavored or marginalized groups. This article is the first to illuminate the regressive risks of privacy penalties, showing how broad privacy penalties can become tools for harassment of small businesses and individuals …

Examining The Size Of The Latent Space Of Convolutional Variational Autoencoders Trained With Spectral Topographic Maps Of Eeg Frequency Bands, Taufique Ahmed, Luca Longo

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Electroencephalography (EEG) is a technique of recording brain electrical potentials using electrodes placed on the scalp [1]. It is well known that EEG signals contain essential information in the frequency, temporal and spatial domains. For example, some studies have converted EEG signals into topographic power head maps to preserve spatial information [2]. Others have produced spectral topographic head maps of different EEG bands to both preserve information in The associate editor coordinating the review of this manuscript and approving it for publication was Ludovico Minati . the spatial domain and take advantage of the information in the frequency domain [3]. …

Shapley Idioms: Analysing Bert Sentence Embeddings For General Idiom Token Identification, Vasudevan Nedumpozhimana, Filip Klubicka, John Kelleher

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This article examines the basis of Natural Language Understanding of transformer based language models, such as BERT. It does this through a case study on idiom token classification. We use idiom token identification as a basis for our analysis because of the variety of information types that have previously been explored in the literature for this task, including: topic, lexical, and syntactic features. This variety of relevant information types means that the task of idiom token identification enables us to explore the forms of linguistic information that a BERT language model captures and encodes in its representations. The core of …

Exploring Pedagogic And Practical Intersections Of Academic Writing Support For Students In Higher Education, Maria-Jose Gonzalez, Roisin Donnelly

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This case study explores undergraduate and postgraduate student perceptions of the nature and effectiveness of academic writing provision and practice in a university in Ireland. Its focus isthe Academic Writing Centre (AWC), a university-wide initiative to support all students. It discusses students’ perceptions as to the academic writing support provided at the AWC and students’ preferred writing strategies. The research design used a qualitative approach to gather data on students’ perceptions of the academic writing support received at one-to-one consultations. Data was gathered via a student survey (n=21) sent to all students who avail of the AWC’s one-to-one support. Findings …

Investigating How Speech And Animation Realism Influence The Perceived Personality Of Virtual Characters And Agents, Sean A. Thomas, Ylva Ferstl, Rachel Mcdonnell, Cathy Ennis

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The portrayed personality of virtual characters and agents is understood to influence how we perceive and engage with digital applications. Understanding how the features of speech and animation drive portrayed personality allows us to intentionally design characters to be more personalized and engaging. In this study, we use performance capture data of unscripted conversations from a variety of actors to explore the perceptual outcomes associated with the modalities of speech and motion. Specifically, we contrast full performance-driven characters to those portrayed by generated gestures and synthesized speech, analysing how the features of each influence portrayed personality according to the Big …

Human Mental Workload: A Survey And A Novel Inclusive Definition, Luca Longo, Christopher D. Wickens, Gabriella Hancock, P.A. Hancock

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Human mental workload is arguably the most invoked multidimensional construct in Human Factors and Ergonomics, getting momentum also in Neuroscience and Neuroergonomics. Uncertainties exist in its characterization, motivating the design and development of computational models, thus recently and actively receiving support from the discipline of Computer Science. However, its role in human performance prediction is assured. This work is aimed at providing a synthesis of the current state of the art in human mental workload assessment through considerations, definitions, measurement techniques as well as applications, Findings suggest that, despite an increasing number of associated research works, a single, reliable and …

A Framework Of Web-Based Dark Patterns That Can Be Detected Manually Or Automatically, Ioannis Stavrakakis, Andrea Curley, Dympna O'Sullivan, Damian Gordon, Brendan Tierney

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This research explores the design and development of a framework for the detection of Dark Patterns, which are a series of user interface tricks that manipulate users into actions that they do not intend to do, for example, share more data than they want to, or spend more money than they plan to. The interface does this using either deception or other psychological nudges. User Interface experts have categorized a number of these tricks that are commonly used and have called them Dark Patterns. They are typically varied in their form and what they do, and the goal of this …

On The Documentation Of Refactoring Types, Eman Abdullah Alomar, Jiaqian Liu, Kenneth Addo, Mohamed Wiem Mkaouer, Christian D. Newman, Ali Ouni, Zhe Yu

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Commit messages are the atomic level of software documentation. They provide a natural language description of the code change and its purpose. Messages are critical for software maintenance and program comprehension. Unlike documenting feature updates and bug fixes, little is known about how developers document their refactoring activities. Specifically, developers can perform multiple refactoring operations, including moving methods, extracting classes, renaming attributes, for various reasons, such as improving software quality, managing technical debt, and removing defects. Yet, there is no systematic study that analyzes the extent to which the documentation of refactoring accurately describes the refactoring operations performed at the …

Corticothalamic Projections Deliver Enhanced Responses To Medial Geniculate Body As A Function Of The Temporal Reliability Of The Stimulus, Srinivasa P Kommajosyula, Edward L Bartlett, Rui Cai, Lynne Ling, Donald M Caspary

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Ageing and challenging signal-in-noise conditions are known to engage the use of cortical resources to help maintain speech understanding. Extensive corticothalamic projections are thought to provide attentional, mnemonic and cognitive-related inputs in support of sensory inferior colliculus (IC) inputs to the medial geniculate body (MGB). Here we show that a decrease in modulation depth, a temporally less distinct periodic acoustic signal, leads to a jittered ascending temporal code, changing MGB unit responses from adapting responses to responses showing repetition enhancement, posited to aid identification of important communication and environmental sounds. Young-adult male Fischer Brown Norway rats, injected with the inhibitory …

Notions Of Explainability And Evaluation Approaches For Explainable Artificial Intelligence, Giulia Vilone, Luca Longo

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Explainable Artificial Intelligence (XAI) has experienced a significant growth over the last few years. This is due to the widespread application of machine learning, particularly deep learning, that has led to the development of highly accurate models that lack explainability and interpretability. A plethora of methods to tackle this problem have been proposed, developed and tested, coupled with several studies attempting to define the concept of explainability and its evaluation. This systematic review contributes to the body of knowledge by clustering all the scientific studies via a hierarchical system that classifies theories and notions related to the concept of explainability …

Audio Representations For Deep Learning In Sound Synthesis: A Review, Anastasia Natsiou, Sean O'Leary

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The rise of deep learning algorithms has led many researchers to withdraw from using classic signal processing methods for sound generation. Deep learning models have achieved expressive voice synthesis, realistic sound textures, and musical notes from virtual instruments. However, the most suitable deep learning architecture is still under investigation. The choice of architecture is tightly coupled to the audio representations. A sound’s original waveform can be too dense and rich for deep learning models to deal with efficiently - and complexity increases training time and computational cost. Also, it does not represent sound in the manner in which it is …

Provenance: An Intermediary-Free Solution For Digital Content Verification, Bilal Yousuf, M. Atif Qureshi, Brendan Spillane, Gary Munnelly, Oisin Carroll, Matthew Runswick, Kirsty Park, Eileen Culloty, Owen Conlan, Jane Suiter

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The threat posed by misinformation and disinformation is one of the defining challenges of the 21st century. Provenance is designed to help combat this threat by warning users when the content they are looking at may be misinformation or disinformation. It is also designed to improve media literacy among its users and ultimately reduce susceptibility to the threat among vulnerable groups within society. The Provenance browser plugin checks the content that users see on the Internet and social media and provides warnings in their browser or social media feed. Unlike similar plugins, which require human experts to provide evaluations and …

Handouts Don’T Exist. Hustle Or You Don’T Eat., Conor Mcgarrigle Dr.

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It is well established that AI has a bias problem; however, black-boxed machine learning systems render it difficult to even understand and visualize the nature and extent of the problem, let alone find solutions. This paper discusses an artistic research approach toward highlighting AI bias and explores the aesthetic potential of machine learning through a case study of an AI artwork called #RiseandGrind.The artist trained a recurrent neural network on a dataset extracted from Twitter hashtags (#Riseandgrind and #Hustle),which were selected to represent a specific filter bubble (embodied neoliberal precarity) in order to produce a biased AI that generates tweets …

Contract Schemas, Roseanna Sommers

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This review draws on the notion of “contract schemas” to characterize what ordinary people think is happening when they enter into contractual arrangements. It proposes that contracts are schematically represented as written documents filled with impenetrable text containing hidden strings, which are routinely signed without comprehension. This cognitive template, activated whenever people encounter objects with these characteristic features, confers certain default assumptions, associations, and expectancies. A review of the literature suggests that contract schemas supply (a) the assumption that terms will be enforced as written, (b) the feeling that one is obligated to perform, and (c) the sense that one …

Punnett Square Or Protein Production? The Expert-Novice Divide For Conceptions Of Genes And Gene Expression, Dina L. Newman, Aeowynn Coakley, Aidan Link, Korinne Mills, Leslie Kate Wright

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Concepts of molecular biology and genetics are difficult for many biology undergraduate students to master yet are crucial for deep understanding of how life works. By asking students to draw their ideas, we attempted to uncover the mental models about genes and gene expression held by biology students (n = 23) and experts (n = 18) using semistructured interviews. A large divide was identified between novice and expert conceptions. While experts typically drew box-and-line representations and thought about genes as regions of DNA that were used to encode products, students typically drew whole chromosomes rather than focusing on gene structure …

‘Gilded Gravel In The Bowl’: Ireland’S Cuisine And Culinary Heritage In The Poetry Of Seamus Heaney, Anke Klitzing

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Seamus Heaney’s poetry is rich in detail about agricultural and food practices in his native Northern Ireland from the 1950s onwards, such as cattle-trading, butter-churning, eel-fishing, blackberry-picking or home-baking. Often studied from an ecocritical perspective, the abundance of agricultural and culinary scenes in Heaney’s work makes a gastrocritical focus on food and foodways suitable. Food has been recognized as a highly condensed social fact, and writers have long tapped into its multi-layered meanings to illuminate socio-cultural circumstances, making literature a valuable ethnographic source. A gastrocritical reading of Heaney’s work from 1966 to 2010, drawing on Rozin’s Structure of Cuisine, shows …

Classification Of Explainable Artificial Intelligence Methods Through Their Output Formats, Giulia Vilone, Luca Longo

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Machine and deep learning have proven their utility to generate data-driven models with high accuracy and precision. However, their non-linear, complex structures are often difficult to interpret. Consequently, many scholars have developed a plethora of methods to explain their functioning and the logic of their inferences. This systematic review aimed to organise these methods into a hierarchical classification system that builds upon and extends existing taxonomies by adding a significant dimension—the output formats. The reviewed scientific papers were retrieved by conducting an initial search on Google Scholar with the keywords “explainable artificial intelligence”; “explainable machine learning”; and “interpretable machine learning”. …

Viii—Gambling On Others And Relying On Others, Nicolas Cornell

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Gambling on another person and relying on another person are similar but intuitively distinct phenomena. This paper argues that gambling is distinguished by the stance that it necessarily involves towards the bet-upon conduct. It then contends that, where one has gambled upon the conduct of another, one has no standing to complain against that person for losses that result. This small point may have significant implications for how we think about speculative economic losses.