There has been a surge of recent interest in sociocultural diversity in machine learning research. Currently, however, there is a gap between discussions of measures and benefits of diversity in machine learning, on the one hand, and the broader research on the underlying concepts of diversity and the precise mechanisms of its functional benefits, on the other. This gap is problematic because diversity is not a monolithic concept. Rather, different concepts of diversity are based on distinct rationales that should inform (...) how we measure diversity in a given context. Similarly, the lack of specificity about the precise mechanisms underpinning diversity’s potential benefits can result in uninformative generalities, invalid experimental designs, and illicit interpretations of findings. In this work, we draw on research in philosophy, psychology, and social and organizational sciences to make three contributions: First, we introduce a taxonomy of different diversity concepts from philosophy of science, and explicate the distinct epistemic and political rationales underlying these concepts. Second, we provide an overview of mechanisms by which diversity can benefit group performance. Third, we situate these taxonomies of concepts and mechanisms in the lifecycle of sociotechnical machine learning systems and make a case for their usefulness in fair and accountable machine learning. We do so by illustrating how they clarify the discourse around diversity in the context of machine learning systems, promote the formulation of more precise research questions about diversity’s impact, and provide conceptual tools to further advance research and practice. (shrink)

REFORMA POLÍTICA E FINANCIAMENTO DE CAMPANHA: ENTRE A IDEOLOGIA E NECESSIDADE.

RESUMOO presente artigo analisa processos de alterização na biologia humana e na biomedicina. A alterização é entendida aqui como o processo cultural de produção de alteridades por meio da delimitação, rotulação e categorização das formas possíveis de ser outro, desde um determinado marco de referência sócio-histórico. Ainda que a alterização faça parte de qualquer processo de delimitação de categorias de identidade no seio de uma cultura - e, nesse sentido, possa apresentar visões do outro tanto positivas quanto negativas -, aqui (...) nos interessamos especificamente na alterização como fator de marginalização e exclusão social de diferentes grupos humanos. São analisados diversos processos de alterização operantes nos discursos e nas práticas das ciências biomédicas ao longo de sua história recente, os quais têm conduzido à exclusão social de diferentes categorias de outros, ou a tratá-los como inferiores, em pretendidas bases científicas, ou em função de determinadas práticas institucionalizadas dentro da comunidade científica. Exemplos típicos de grupos marginalizados pelas ciências ocidentais ao longo de sua história incluem as raças não europeias, as mulheres, os homossexuais e os "pobres". O principal objetivo do presente artigo é analisar, na história recente das ciências biomédicas, esses processos de alterização que têm conduzido à marginalização de tais grupos e a considerá-los como inferiores. ABSTRACTThis article analyzes processes of "othering" in human biology and biomedicine. Othering is understood here as the cultural process of production of otherness by means of the delimitation, tagging, and categorization of the possible ways of being "other" within a given socio-historical context. Although othering can be considered as a constitutive aspect of any process of delimitation of identities within a given culture - and in this sense it can present both positive and negative views of the "other" -, in the present article we are specifically interested in processes of othering that lead to the marginalization and social exclusion of different human groups. We will analyze processes of othering, which have operated in the discourses and practices of biomedical sciences throughout their recent history, that have led to the social exclusion of different categories of "others", or to treating them as inferior, and that have supposedly scientific bases or as a consequence of the institutionalization of certain practices within the scientific community. Typical examples of these "others", marginalized by the Western sciences throughout their history, are the non-European "races", women, gay and lesbian people, and the "poor". The main objective of this article is to analyze, in the recent history of the biomedical technosciences, these different processes of othering that have led to the marginalization of such "others" and to treating them as inferior. (shrink)

There are decision problems in which rational deliberation fails to result in choosing a pure act. This phenomenon is known as decision instability and has been discussed in the literature on causal decision theory. In this paper we investigate another type of instability, called structural instability in dynamical systems theory. Structural instability indicates that certain qualitative features of the process of rational deliberation are under-determined in a decision situation. We illustrate some of the issues arising from structural instability with a (...) recent argument against causal decision theory proposed by Caspar Hare and Brian Hedden. We show that their argument is undermined by considerations arising from decision instability and structural instability. (shrink)

Resumo: O artigo aborda a conjunção temática entre estética e política. Discute o pensamento de dois autores da filosofia contemporânea que fazem essa conexão: Kierkegaard e Rancière. Ele debate como o critério do interesse no estádio estético kierkegaardiano pode ser comparativamente analisado, no contexto estético-político de Rancière. O texto apresenta os regimes políticos de Rancière em alusão aos estádios da vida humana em Kierkegaard, especificamente se relacionando ao estádio estético. Objetiva oferecer um estudo atualizado da multiplicidade política contemporânea, através dos (...) diversos interesses estéticos que influenciam a formação social. O trabalho resulta em uma abordagem estético-política despida de inclinações ideológicas por si mesmas, mas que possibilita a indicação de vanguardas e retaguardas no pensamento político hodierno.: The paper concerns the relationship between politics and aesthetics In the philosophies of Kierkegaard and Rancière. The paper debates how the interests are the key element in Kierkegaard’s aesthetic stage in “comparison” to aesthetical-political context for Rancière. The paper presents the political regimes of Rancière in allusive recollection of human life stages as showed by Kierkegaard. The paper offers a study focused on the multiplicity of politics based on a vast of aesthetical interests and possibilities. The paper results in an aesthetical-political perception free from ideological aspiration, which is able to states avant-gardes and rearguards about nowadays political thinking. (shrink)

Aborda os três estádios da vida humana tal como propostos por Kierkegaard. Foca na possibilidade de transição entre os estágios e as aplicabilidades teológicas de cada posicionamento descrito. Analisa o caráter existencial e antissistemático do pensamento kierkegaardiano; considera esses aspectos como relevantes em uma defesa do cristianismo ante à filosofia. Argumenta que o estádio religioso é o ápice da existência humana provisionado pelo salto de fé, ainda que conectado com os demais estádios existenciais, independentemente de qual estágio um homem se (...) encontre. A transição e variação entre os estádios são tomadas como um resultado da existência: é algo possível e comum ao homem, não sendo impossibilitadas segundo o atual estágio de vivência. Não incapacitam a simultânea e mútua intersecção entre os estádios, algo factível segundo a perspectiva teológica kierkegaardiana. Conclui que o estágio religioso é o desígnio existencial máximo após o salto de fé. (shrink)

Apresenta-se o tópico da verdade, em Martin Heidegger, ao explorar a relação existente entre o desvelamento do ente e a possibilidade desse entendimento da verdade ser compartilhado nos meandros coletivos do Dasein com os outros. Metodologicamente, adota-se a crítica da metafísica empreendida por Heidegger e observa-se que é possível traçar o entendimento de que a verdade, a partir do desvelamento do ente, é o ponto de convergência entre o Dasein e a forma como ele se relaciona com os outros que (...) lhe são semelhantes. Objetiva-se, primariamente, desenvolver os conceitos de formas de vida autêntica do Dasein em suas disposições comunitárias, em seu modo de ser coletivo, promovendo o entendimento “intersubjetivo” mútuo a partir do enfoque ontológico dado pelo filósofo. Como resultados do trabalho, observa-se que o estudo do ser-com os outros é imprescindível para que o entendimento do Dasein em toda a sua totalidade tanto em suas possibilidades hermenêuticas de ser-si-mesmo quanto em possibilidades mais alargadas de uma compreensão coletiva. (shrink)

There are decision problems in which rational deliberation fails to result in choosing a pure act. This phenomenon is known as decision instability and has been discussed in the literature on causal decision theory. In this paper we investigate another type of instability, called structural instability in dynamical systems theory. Structural instability indicates that certain qualitative features of the process of rational deliberation are under-determined in a decision situation. We illustrate some of the issues arising from structural instability with a (...) recent argument against causal decision theory proposed by Caspar Hare and Brian Hedden. We show that their argument is undermined by considerations arising from decision instability and structural instability. (shrink)

Evitar la radicalización violenta es uno de los grandes debates y desafíos que nos encontramos hoy en las sociedades occidentales. Aunque no toda radicalización hay que vincularla directamente ni con la violencia ni con el terrorismo, hay que prevenir la radicalización a priori para que esta no desemboque en los procesos mencionados. Del mismo modo, la implantación de medidas adecuadas para hacer frente a los procesos de desradicalización y que sean efectivas se presenta como algo muy necesario, sobre todo teniendo (...) en cuenta que hay muchos europeos que han combatido en las filas del ISIS y están retornando a sus países de origen desde la caída de las capitales del Califato en Mosul y en Raqqah. El conocimiento de la terminología es de vital importancia para entender el significado, desarrollo y realidad de los términos que se presentan en esta publicación, así como para prevenir la manipulación política de estos por parte de los actores estatales y no estatales. (shrink)

Um posicionamento filosófico realista que não coloque em dúvida a inteligibilidade do universo ao qual investiga e não se pretenda detentor de qualquer privilégio para alcançar a verdade admite a falibilidade de qualquer representação da realidade, não vendo motivo para fugir ao diálogo com aqueles que propõem explicações diferentes das suas, mesmo que por vezes com elas conflitantes.

According to a particular interpretation of quantum mechanics, the causal role of human consciousness in the measuring process is called upon to solve a foundational problem called the “measurement problem.” Traditionally, this interpretation is tied up with the metaphysics of substance dualism. As such, this interpretation of quantum mechanics inherits the dualist’s mind-body problem. Our working hypothesis is that a process-based approach to the consciousness causes collapse interpretation (CCCI) ---leaning on Whitehead’s solution to the mind-body problem--- offers a better metaphysical (...) understanding of consciousness and its role in interpreting quantum mechanics. This article is the kickoff for such a research program in the metaphysics of science. (shrink)

This analysis of Mexico’s nanotechnology policies utilizes indicators developed by the Organization for Economic Co-operation and Development, which in 2008 conducted a pilot survey comparing the nanotechnology policies of 24 countries. In this paper, we apply the same questionnaire to the Mexican case, adding business information derived from the National Institute of Statistics and Geography survey on nanotechnologies, also an OECD instrument.

This article addresses some useful coordinates for the analysis of the relationship between philosophy and taxation. My argument aims to show the relevance of a philosophy of taxation and thus draw attention to civic education required to shape a democratic public reason, truthful, critical and attentive. I emphasize the character of “donation” that is the rule of law within a democratic constitutional regime, which depends on tax payments for the purposes proposed, and particularly those of a social distributive justice. I (...) distinguish between charity and justice and political obligation to maintain that by implementing an effective "rule of law" citizens “donate” ourselves mechanisms and procedures for advancing a system of justice as fairness. This grant does not pertain to the field of natural duties, charity or sacrifice of supererogatory acts, but is expressed in institutional programs whose implementation and maintenance required from us pay taxes, but always based on personal commitment. Thus, close to John Rawls I emphasize the value of freedom. (shrink)

Brain tumors are a common form of solid tumors in children and, unfortunately, they are characterized by a very uncertain prognosis. The treatment of this pathology often includes one or more very invasive surgical procedures, quite often in the very first steps of the treatment. Cases of brain tumors in children represent one of the greatest challenges for health care professionals in the domain of pediatric neurosurgery. This is clearly due to the complexity of the therapeutic plan, but also to (...) the nature of the bond that is established between the child, the parents, and the members of the staff during the often-dramatic initial phase of the illness. In this phenomenological-hermeneutic study, we explore both the emotional and organizational needs, as well as the available professional and personal resources of the staff in the Neurosurgery ward of the Meyer Children’s Hospital in Florence. The ward staff, composed of 7 surgeons, a pediatric neuro-oncologist, 12 nurses, and 4 auxiliary health care professionals, underwent in-depth interviews that were recorded. The recordings were then transcribed and submitted to content analysis according to COREQ standards. A complex picture of emotional as well as organizational demands emerged from the data. Shared experiences were pointed out, together with more specific and idiosyncratic contents characteristic of different professional roles. The focus of the present paper was twofold, first, we considered the needs that are overtly expressed by the staff, and then we discussed the main sources of their motivational drives. We found that the latter is mainly found in the quality of the therapeutic bond that is established with the children and the family members, together with the deep interest in one’s own professional activity and the effective complementarity and integration of the personal and professional qualities of the staff members within the multidisciplinary caring group. (shrink)

El problema de la memoria moral colectiva es abordado por MauriceHalbwach en su obra Memoria colectiva, concepto a retomar en esteensayo para aclarar el proceso de la memoria axiológica como un asuntode alteridad, así como Nietzsche y Freud serán los autores referidos paraestablecer la existencia de una Mnemotecnia moral y cómo se transgredela capacidad humana del olvido.El título Mnemotecnia moral engloba el origen de la memoria moraly qué mecanismos se tuvieron que forjar para hacerla indeleble. Lapropuesta es que existe una (...) técnica para la memoria, en la que la participaciónde la violencia es sugerida como una herramienta en la formacióny mantenimiento de preceptos morales, pues como Nietzsche señala,“para que algo permanezca en la memoria se lo graba a fuego; sólo lo queno cesa de doler permanece en la memoria. (shrink)