Despite recent efforts by the Artificial Intelligence (AI) community to move towards standardised procedures for documenting models, methods, systems or datasets, there is currently no methodology focused on use cases aligned with the risk-based approach of the European AI Act (AI Act). In this paper, we propose a new framework for the documentation of use cases that we call use case cards, based on the use case modelling included in the Unified Markup Language (UML) standard. Unlike other documentation methodologies, we (...) focus on the intended purpose and operational use of an AI system. It consists of two main parts: firstly, a UML-based template, tailored to allow implicitly assessing the risk level of the AI system and defining relevant requirements, and secondly, a supporting UML diagram designed to provide information about the system-user interactions and relationships. The proposed framework is the result of a co-design process involving a relevant team of EU policy experts and scientists. We have validated our proposal with 11 experts with different backgrounds and a reasonable knowledge of the AI Act as a prerequisite. We provide the 5 use case cards used in the co-design and validation process. Use case cards allows framing and contextualising use cases in an effective way, and we hope this methodology can be a useful tool for policy makers and providers for documenting use cases, assessing the risk level, adapting the different requirements and building a catalogue of existing usages of AI. (shrink)

In this paper we investigate risk prediction of criminal re-offense among juvenile defendants using general-purpose machine learning algorithms. We show that in our dataset, containing hundreds of cases, ML models achieve better predictive power than a structured professional risk assessment tool, the Structured Assessment of Violence Risk in Youth, at the expense of not satisfying relevant group fairness metrics that SAVRY does satisfy. We explore in more detail two possible causes of this algorithmic bias that are related to biases in (...) the data with respect to two protected groups, foreigners and women. In particular, we look at the differences in the prevalence of re-offense between protected groups and the influence of protected group or correlated features in the prediction. Our experiments show that both can lead to disparity between groups on the considered group fairness metrics. We observe that methods to mitigate the influence of either cause do not guarantee fair outcomes. An analysis of feature importance using LIME, a machine learning interpretability method, shows that some mitigation methods can shift the set of features that ML techniques rely on away from demographics and criminal history which are highly correlated with sensitive features. (shrink)

We propose a semiotic framework to underpin a posthumanist philosophy of education, as contrasted to technological determinism. A recent approach to educational processes as semiotic phenomena lends itself as a philosophy to understand the current interplay between education and technology. This view is aligned with the transhumanist movement to defend techno-scientific progress as fundamental to human development. Particularly, we adopt a semiotic approach to education to tackle certain tensions in current debates on the human. Transhumanism scholars share the optimistic belief (...) that there is no limit to how the ethical use of technology can help alleviate suffering and increase our health and wisdom. From this perspective, it appears possible to acquire capacities that require rethinking the notion of human altogether. For others, this undermining of essentialist concepts of humanity entails serious risks, especially related to ethical egalitarianism. We adopte the perspective of edusemiotics, a framework that brings together semiotics, educational theory and philosophy of education. As a theoretical-practical framework, edusemiotics affords a hermeneutic and semiotic method for our approach. Peirce’s logic of signs is used to analyze socio- educational interactions as environmental. We observe two lines of thought. On the one hand, technological transhumanism enhances Cartesian mind–body dualism. On the other hand, philosophical posthumanism seeks to overcome this dichotomy. The former proposal construes human transformation as an artifactualization derived from techno-scientific enhancements. The latter position proposes an integrative posthumanism, capable not only to include edusemiotic theory but also to rethink the concept of learning as mutual to that of human. (shrink)

I defend the hypothesis that the semantic paradoxes, the paradoxes about collections, and the sorites paradoxes, are all paradoxes of reference fixing: they show that certain conventionally adopted and otherwise functional reference-fixing principles cannot provide consistent assignments of reference to certain relevant expressions in paradoxical cases. I note that the hypothesis has interesting implications concerning the idea of a unified account of the semantic, collection and sorites paradoxes, as well as about the explanation of their “recalcitrance”. I also note that (...) it does not necessarily imply that one should not expect the sometimes hoped for “unique” solution to a paradox of these kinds. (shrink)

In this concise and accessible introductory text, Gómez-Lobo and Keown introduce a "human goods" approach to bioethics as an alternative to the dominant principle-based method in the field (best illustrated by Beauchamp and Childress, Principles of Biomedical Ethics, OUP). Following Aristotle and the natural law tradition, the authors demonstrate how an emphasis on human goods--such as health, life, family, friendship, work and play, the experience of beauty, knowledge, and integrity--provides a necessary context for medical decisions and can help us understand (...) critical issues at the beginning and end of life. The manuscript includes two parts: Foundations and Issues. In the Foundations section the authors explain how one can think about bioethics, offering definitions of ethics and ontology (the study of being) and prudential reasoning. In the Issues section they address genetics, abortion, infanticide, suicide and physician-assisted suicide, nutrition and hydration, and transplantation ethics. The book includes appendices featuring personal statements by Gómez-Lobo on the status of the human embryo and criteria for the determination of death. (shrink)

“Hay momentos en la vida en los que la cuestión de saber si se puede pensar distinto de como se piensa o percibir distinto de como se ve es indispensable para seguir contemplando o reflexionando” (Foucault, 2003, p. 8). Esta declaración foucaultiana es la que impulsa la voluntad genealógica que presenta este ensayo, así como su pretensión proyectiva para pensar hoy la educación. El momento filosófico crítico consiste en volver sobre las prácticas que día a día llevamos a cabo y (...) configuran nuestras vidas y nuestras instituciones. Este es necesario para realimentar y reorientar la savia de las instituciones, y especialmente la savia de nuestras instituciones académicas, suelo en el cual se teje la sustancia ética que posteriormente dará lugar a la articulación social. Si se aplica el elemento crítico que la actividad filosófica supone a la experiencia de la educación, entendiendo por ella la correlación dentro de una cultura entre campos de saber, tipos de normatividad y formas de subjetividad, podemos preguntarnos: qué es la educación y qué función desempeña hoy con respecto al ejercicio mismo del pensamiento en un contexto atravesado por las nuevas tecnologías y la IA. (shrink)

Explorar la posibilidad de una nueva micropolítica crítica del signo a partir de Foucault, inspirada en la genealogía nietzscheana, y examinar las políticas y estrategias de alfabetización mediática e informacional necesarias para desarrollar competencias digitales en la transformación del ecosistema mediático es una tarea fundamental del quehacer filosófico actual. La pregunta por la posibilidad de la verdad retorna en un contexto en el que el pluralismo semiótico y la conducción mediática son dos elementos que rigen y ordenan la sociedad actual, (...) sociedad que se caracteriza por la abundancia de información y la omnipresencia de los medios de comunicación como tecnologías de poder. Desgranar su significado y vínculo nos conduce directamente al estudio del poder y el signo en relación con los efectos de la verdad de la posverdad. En este marco conceptual, la obra de Foucault proporciona herramientas teóricas valiosas para afrontar esta problemática. (shrink)

La sociedad del siglo XXI ha sufrido una mutación histórica en lo que respecta a los métodos de producción y los impactos derivados de la generación de información. Este período se caracteriza por su inmersión en el entorno digital, donde los individuos, como ciudadanos, se encuentran bajo la manipulación, por un lado, de sus datos mediante técnicas de vigilancia y, por otros, expuestos a cámaras de resonancia mediática. Este panorama plantea desafíos significativos en cuanto a la manera en que interactúan (...) con la información y cómo esta afecta sus vidas. La relación entre los medios de comunicación y los acontecimientos, además, se encuentra atravesada por el concepto de interpretación, donde la capacidad de comprender y la habilidad para reconstruir narrativas son elementos que determinan la comprensión y el sentido de lo que ocurre en nuestro mundo. (shrink)

Quien enseña sin emancipar no solo embrutece, predicaba Joseph Jacotot, sino que también adoctrina. Pasado un siglo y medio desde entonces, el filósofo y esteta francés emérito de la Universidad de París VIII y European Graduate School Jacques Rancière, en un ejercicio característico de la filosofía de la educación, publica en 1987 El maestro ignorante a partir de la experiencia de Jacotot. A lo largo de su vida y producción literaria, Rancière reflexiona concienzudamente sobre la naturaleza del proceso de enseñanza (...) y aprendizaje humano y se pregunta: ¿es posible enseñar? ¿qué decide el alumnado en su proceso de aprendizaje? ¿Cuáles son los límites de la palabra transmitida en el aprendizaje? ¿Es la determinación del saber un ejercicio del poder? ¿Son todos los seres humanos capaces de comprender lo que otros hacen y saben? ¿Qué relación hay entre el poder del maestro y el poder de la palabra? (shrink)

Is medicalization always harmful? When does medicine overstep its proper boundaries? The aim of this article is to outline the pragmatic criteria for distinguishing between medicalization and over-medicalization. The consequences of considering a phenomenon to be a medical problem may take radically different forms depending on whether the problem in question is correctly or incorrectly perceived as a medical issue. Neither indiscriminate acceptance of medicalization of subsequent areas of human existence, nor criticizing new medicalization cases just because they are medicalization (...) can be justified. The article: (i) identifies various consequences of both well-founded medicalization and over-medicalization; (ii) demonstrates that the issue of defining appropriate limits of medicine cannot be solved by creating an optimum model of health; (iii) proposes four guiding questions to help distinguish medicalization from over-medicalization. The article should foster a normative analysis of the phenomenon of medicalization and contribute to the bioethical reflection on the boundaries of medicine. (shrink)

Concern about air-quality in urban areas has led to the implementation of Low Emission Zones as one of many other initiatives to control it. Recently in Spain, the enactment of a law made this mandatory for cities with a population larger than 50k inhabitants. The delimitation of these areas is not without controversy because of possible negative economic and social impacts. Therefore, clear assessments of how these initiatives decrease pollutant concentrations are to be provided. Madrid Central is a major initiative (...) of Madrid city council for reducing motor traffic and the associated air pollution in the city centre. This Low Emission Zone starts at the end of 2018, but the first fully-operational period corresponds to the second quarter of 2019. In this work, a methodology based on the Gaussian Process to analyse the evolution of Nitrogen Dioxide inside Madrid Central is undertaken. A Gaussian Process is a stochastic process suitable for interpretable model selection and predictions. Due to its probabilistic nature it provides error estimation at predictions. After the activation of Madrid Central, a relevant reduction of Nitrogen Dioxide has been observed. However, the role of the meteorology during this period must be ascertained to correctly evaluate the role of the activation of the Low Emission Zone against a prone weather. In this work, a model based on the Gaussian Process is trained with meteorological information to predict the concentration of Nitrogen Dioxide at Madrid Central, $[NO_{2}]$. This probabilistic description allows extracting statistical information on the reduction affected by the meteorological scenario and separately by the Madrid Central activation. (shrink)

BackgroundThis article aims to contribute to a better conceptualization of pain and suffering by providing non-essential and non-naturalistic definitions of both phenomena. Contributions of classical evidence-based medicine, the humanistic turn in medicine, as well as the phenomenology and narrative theories of suffering and pain, together with certain conceptions of the person beyond them are critically discussed with such purpose.MethodsA philosophical methodology is used, based on the review of existent literature on the topic and the argumentation in favor of what are (...) found as better definitions of suffering and pain.ResultsPain can be described in neurological terms but cognitive awareness, interpretation, behavioral dispositions, as well as cultural and educational factors have a decisive influence on pain perception. Suffering is proposed to be defined as an unpleasant or even anguishing experience, severely affecting a person at a psychophysical and existential level. Pain and suffering are considered unpleasant. However, the provided definitions neither include the idea that pain and suffering can attack and even destroy the self nor the idea that they can constructively expand the self; both perspectives can b e equally useful for managing pain and suffering, but they are not defining features of the same. Including the existential dimension in the definition of suffering highlights the relevance of suffering in life and its effect on one’s own attachment to the world. An understanding of pain and suffering life experiences is proposed, meaning that they are considered aspects of a person’s life, and the self is the ever-changing sum of these experiences.ConclusionsThe provided definitions will be useful to the identification of pain and suffering, to the discussion of how to relieve them, and to a better understanding of how they are expressed and experienced. They lay the groundwork for further research in all these areas, with the twofold aim of a) avoiding epistemological mistakes and moral injustices, and b) highlighting the limitations of medicine in the treatment of suffering and pain. (shrink)

Aphantasia is a heterogeneous neuropsychological syndrome consisting of the inability to create mental images. We argue that its progressive form may be a harbinger of dementia. Aphantasia may manifest as the inability to create any mental images or to create complex scenes, inability to spontaneously initiate generation of mental images, and/or inability to visualize a sequence of events.

We could ask: how national could be a culture or another? The modernist or postmodernist perspectives seems to be unilateral here. Could be transmodernism the right sollution? The distictions between modernism, postmodernism and transmodernism are actually a pretext to set into discussion again the old dispute between Culture, regarded as a humanity universal feature and national cultures, perceived as a human community tradition symbol (community that claims a territory, a language, a religious belief and a certain government form).

As one of the characteristics of the nowadays postmodernism, the multiculturalism and the globalization seems to be profoundly related to the heterogenity and to the heteronomy. Globalization is going with the multiculturalism, but in an opposite direction: globalization towards the standardization and multiculturalismtowards fragmentation. Is the Global Village also the Postmodern Village?

Axiomatic classes of algebras of a given type which are closed with respect to direct limits are studied in this paper.

This article examines the topic of protest mapping during the rise of Occupy Wall Street in the United States in 2011–2012. It focuses on various practices of protest mapping, including a con­sideration of how space (public, urban, or of the protest camp) is represented in the visual sources discussed. It also addresses the qualitative difference between protest mapping and other mapping practices, as well as the categorization of protest mapping terms. Using the method of source analysis and online research, the (...) article adopts, as its key concept for studying protest as a multi-threaded phenomenon, the notion of détournement. This concept was first described in 1957 by Gil Wolman and Guy Debord, and from the early 1960s was used as a creative method and also a revolutionary strategy by the avant-garde artistic group, the Situationist International. The categories of stasis, dynamism, and spatiality will also be important points of reference. (shrink)

This article proposes a method for the semi-automatic extraction of resemblance metaphor terms from a manually annotated corpus of marine biology texts in English and Spanish. The corpus was first searched for target domain terms as well as for lexical markers indicative of metaphors. The combination of these search strategies for metaphor extraction resulted in a set of English-Spanish term pairs. After analysing and comparing these metaphor candidates, a quantitative analysis provided comparative statistical data regarding marine biology metaphor. Finally, the (...) metaphorical nature of marine biology terms was verified in three ways. The first verification strategy entailed an adapted version of the Metaphor Identification Procedure (CitationPragglejaz Group, 2007). The second involved the analysis of contextual data extracted from the corpus, and the third involved the analysis of visual images from an online marine biology database and from the Google search engine. (shrink)

In this paper, I respond to what I have called an epistemological objection to a dialetheist approach to the doctrine of the Incarnation, of which one example is Beall’s contradictory Christ. I discuss Anderson’s book Paradox in Christian theology, in which the author claims to account for the rationality of the doctrine of the Incarnation as a merely apparently contradictory doctrine, and I present my model, based on Anderson’s model, according to which the doctrine has the possibility to be rational (...) by understanding it as genuinely contradictory. I show that this model fits perfectly well with the criteria that, according to Anderson, any model for the rationality of a paradoxical doctrine should meet. Beall does not address the problem of the rationality of the doctrine in his works about the contradictory Christ, and he asserts that he is not interested in it. However, I think that if he wants to make his theory more robust, less suspicious, and more convincing for theologians, philosophers, and ordinary people, he should consider this problem. (shrink)