Science maps are visual representations of the structure and dynamics of scholarly knowl­edge. They aim to show how fields, disciplines, journals, scientists, publications, and scientific terms relate to each other. Science mapping is the body of methods and techniques that have been developed for generating science maps. This entry is an introduction to science maps and science mapping. It focuses on the conceptual, theoretical, and methodological issues of science mapping, rather than (...) on the mathematical formulation of science mapping techniques. After a brief history of science mapping, we describe the general procedure for building a science map, presenting the data sources and the methods to select, clean, and pre-process the data. Next, we examine in detail how the most common types of science maps, namely the citation-based and the term-based, are generated. Both are based on networks: the former on the network of publications connected by citations, the latter on the network of terms co-occurring in publications. We review the rationale behind these mapping approaches, as well as the techniques and methods to build the maps. We also present less-common types of science maps, including co-authorship networks, interlocking editorship networks, maps based on patents’ data, and geographic maps of science. Moreover, we consider how time can be represented in science maps to investigate the dynamics of science. We also discuss some epistemological and sociological topics that can help in the interpretation, contextualization, and assessment of science maps. Then, we present some possible applications of science maps in science policy. In the conclusion, we point out why science mapping may be interesting for all the branches of meta-science, from knowl­edge organization to epistemology. (shrink)

Lisa Sideris's Consecrating Science: Wonder, Knowledge, and the Natural World (2017) proposes that the call by some science advocates for a new moral framework based on scientific wonder is flawed. Sideris develops a typology of “wonder” with two separate affective axes: “true wonder” that is the prerogative of a sort of dwelling with the overwhelming mystery of life, and “curiosity” that presses to resolve puzzles and break through into a space of total clarity. The former, Sideris writes, is (...) an ethical resource that, by placing the human self against the backdrop of the unknowable cosmic expanse, prompts humility and genuine admiration for nature. The latter is the theater of “mere science.” This essay follows suit with Sideris's line of questioning, but also pushes back on the correlation of wonder with ethical attentiveness and proposes ways that science in its puzzle‐solving mode can be brought back into the ethical conversation. (shrink)

This article maps a controversy in network science over the last 15 years, dividing the field about the epistemic status of a central notion, scale-freeness. The article accounts for the two main disputes, in 2005 and in 2018, as they unfolded in academic publications and on social media. This article analyzes the conflict, and the reasons why it reignited in 2018, to the surprise of many. It is argued that the concept of complex networks is shared by the distinct (...) subcultures of theorists and experimentalists; and that these subcultures have incompatible approaches to knowledge: nomothetic and idiographic. Following Galison, this article contends that network science is a trading zone where theorists and experimentalists can trade knowledge across the epistemic divide. (shrink)

This article aims to delineate a model of religion-science relationship from an East Asian perspective. The East Asian way of thinking is depicted as nondualistic, relational, and inclusive. From this point of view, most current Western discourses on the religion-science relationship, including the interconnected models of Pannenberg and Haught, are hierarchical, intellectually centered, and have dualistic tendencies. Taking religion and science as mapping activities, “a multi-map model” presents nonhierarchical, historical, social, multidimensional, communal, and intimate dimensions of (...) the religion-science relationship. (shrink)

Although ethics is increasingly integrated in the curriculum of U.S. medical schools, it remains not well integrated with system issues, and social and structural contexts of illness. Moreover, ethical analysis is not often taught as a clinical skill. To address these issues, an outcomes driven course in Social Sciences, Humanities, Ethics and Professionalism (SHEP) was created. Within the course, a web-based concept mapping device, SHEP Case Analysis Tool (SCAT), was created which schematizes the structure and flow of clinical cases (...) from diagnosis to treatment options, to shared decision making to outcome, and includes key stakeholders, influences, and structural features of the health system. In the course, each student analyzes a case in which they were directly involved using SCAT and presents their analysis to faculty and peers. This exercise 1) reinforces knowledge-based portions of the course pedagogy, 2) supports meta-cognition and critical thinking through concept mapping, 3) applies multidimensional analysis to identify ethical, social, and system issues that impact patient-care. 4) develops problem solving skills, 5) counters the hidden curriculum/support professional identity formation, and 6) develops skills in reflective discourse. This paper outlines the development and use of this concept mapping case analysis tool in an undergraduate medical education curriculum. (shrink)

We present an epistemological schema of natural sciences inspired by Peirce's pragmaticist view, stressing the role of the \emph{phenomenological map}, that connects reality and our ideas about it. The schema has a recognisable mathematical/logical structure which allows to explore some of its consequences. We show that seemingly independent principles as the requirement of reproducibility of experiments and the Principle of Sufficient Reason are both implied by the schema, as well as Popper's concept of falsifiability. We show that the schema has (...) some power in demarcating science by first comparing with an alternative schema advanced during the first part of the 20th century which has its roots in Hertz and has been developed by Einstein and Popper. Further, the identified differences allow us to focus in the construction of Special Relativity, showing that it uses an intuited concept of velocity that does not satisfy the requirements of reality in Peirce. While the main mathematical observation connected with this issue has been known for more than a century, it has not been investigated from an epistemological point of view. A probable reason could be that the socially dominating epistemology in physics does not encourage such line of work. We briefly discuss the relation of the abduction process presented in this work with discussions regarding ``abduction'' in the literature and its relation with ``analogy''. (shrink)

Over the last decade or so, the rate of growth of academic publications involving discussion of ‘citizen science’ and ‘community science’, and similar variants, has risen exponentially. These fluid terms, with no fixed definition, cover a continuum of public participation within a range of scientific activities. It is, therefore, apposite and timely to examine the evolving typologies of citizen science and community science and to ask how particular disciplinary actors are shaping content and usage. Do certain (...) approaches to citizen science and community science activity remain siloed within specific disciplines or do some approaches resonate more widely? In this study, we use mixed methods—bibliometric and textual analysis—to chart the changing academic interpretations of this scientific activity over time. We then ask what these analyses mean for the future direction of academic research into citizen science and community science. The results suggest that, while certain disciplinary-based interpretations have been particularly influential in the past, a more epistemically mixed array of academic interests than was previously evident are currently determining expectations of what citizen science and community science should look like and what they can be expected to deliver. (shrink)

. Given the importance of the issue of scientific objectivity in our democratic societies and the significant development of citizen science, it is crucial to investigate how citizen science may either undermine or foster scientific objectivity. This paper identifies a variety of epistemic risks and benefits that participation of lay citizens in scientific inquiries may bring. It also discusses concrete actions and pending issues that should be addressed in order to foster objectivity in citizen science programs.

This volume presents essays by pioneering thinkers including Tyler Burge, Gregory Chaitin, Daniel Dennett, Barry Mazur, Nicholas Humphrey, John Searle and Ian Stewart. Together they illuminate the Map/Territory Distinction that underlies at the foundation of the scientific method, thought and the very reality itself. It is imperative to distinguish Map from the Territory while analyzing any subject but we often mistake map for the territory. Meaning for the Reference. Computational tool for what it computes. Representations are handy and tempting that (...) we often end up committing the category error of over-marrying the representation with what is represented, so much so that the distinction between the former and the latter is lost. This error that has its roots in the pedagogy often generates a plethora of paradoxes/confusions which hinder the proper understanding of the subject. What are wave functions? Fields? Forces? Numbers? Sets? Classes? Operators? Functions? Alphabets and Sentences? Are they a part of our map? Or do they actually belong to the territory? Researcher, like a cartographer, clothes the reality by stitching multitudes of maps that simultaneously co-exist. A simple apple, for example, can be analyzed from several viewpoints beginning with evolution and biology, all the way down its microscopic quantum mechanical components. Is there a reality out there apart from these maps? How do these various maps interact/intermingle with each other to produce a coherent reality that we interact with? Or do they not? Does our brain uses its own internal maps to facilitate “physicist/mathematician” in us to construct the maps about the external territories in turn? If so, what is the nature of these internal maps? Are there meta-maps? Evolution definitely fences our perception and thereby our ability to construct maps, revealing to us only those aspects beneficial for our survival. But the question is, to what extent? Is there a way out of the metaphorical Platonic cave erected around us by the nature? While “Map is not the territory” as Alfred Korzybski remarked, join us in this journey to know more, while we inquire on the nature and the reality of the maps which try to map the reality out there. The book also includes a foreword by Sir Roger Penrose and an afterword by Dagfinn Follesdal. (shrink)

This release includes the code and supplementary information mentioned in: Malaterre, Christophe & Martin Léonard. 2023. "Charting the Territories of Epistemic Concepts in the Practice of Science: A Text-Mining Approach", British Journal for the Philosophy of Science.

Using data on the ‘career’ paths of one thousand ‘leading scientists’ from 1450 to 1900, what is conventionally called the ‘rise of modern science’ is mapped as a changing geography of scientific practice in urban networks. Four distinctive networks of scientific practice are identified. A primate network centred on Padua and central and northern Italy in the sixteenth century expands across the Alps to become a polycentric network in the seventeenth century, which in turn dissipates into a weak polycentric (...) network in the eighteenth century. The nineteenth century marks a huge change of scale as a primate network centred on Berlin and dominated by German-speaking universities. These geographies are interpreted as core-producing processes in Wallerstein’s modern world-system; the rise of modern scientific practice is central to the development of structures of knowledge that relate to, but do not mirror, material changes in the system. (shrink)

The author describes how Muslims over the centuries have determined the sacred direction towards Mecca and presents two highly sophisticated Mecca-centred world-maps for finding the qibla . These recently-discovered world-maps have forced a reevaluation of Muslim achievements in mathematics and cartography.

Using the insights of evolutionary epistemology, the author develops a new naturalist realist methodology of science, and applies it to the conceptual, practical, and ethical problems of the social sciences.

William Whewell (1794–1866), polymathic Victorian scientist, philosopher, historian, and educator, was one of the great neologists of the nineteenth century. Although Whewell's name is little remembered today except by professional historians and philosophers of science, researchers in many scientific fields work each day in a world that Whewell named. "Miocene" and "Pliocene," "uniformitarian" and "catastrophist," "anode" and "cathode," even the word "scientist" itself—all of these were Whewell coinages. Whewell is particularly important to students of the historical sciences for another (...) word he coined, one that was unfortunately not as successful as many of his others because it is difficult to pronounce. This word, "palaetiology," was the name Whewell gave to the class of sciences that are concerned with historical causation: the class we might today refer to as historical sciences. Although the disciplines Whewell included under the heading of palaetiology might seem to cut across conventional academic boundaries of his day and ours—his exemplary palaetiological sciences were geology and comparative philology—all these fields may be examined together, Whewell argued, because of their common interest in reconstructing the past. ¶ This paper is an essay in the palaetiological sciences, dedicated to Whewell on the bicentennial of his birth, an essay that examines some of the principles, maxims, and rules of procedure that these sciences have all in common. Its first purpose is to demonstrate the continuing validity of Whewell's classification of these sciences through a study of historical representation in three different palaetiological fields: systematics, historical linguistics, and textual transmission. Its second purpose is to continue the development of an extended analogy between historical representation and cartographic representation that I began in an earlier paper (O'Hara, 1993, Systematic Biology), an analogy that makes especially clear the common representational practices that are found throughout palaetiology. (shrink)

This paper extends discussions of the sociology of the early modern scientific community by paying particular attention to the geography of that community. The paper approaches the issue in terms of the scientific community's self image as a Republic of Letters. Detailed analysis of patterns of citation in two British geography books is used to map the ‘imagined community’ of geographers from the late Renaissance to the age of Enlightenment. What were the geographical origins of authors cited in geography books (...) and how did this change over time? To what extent was scholarship from other cultural arenas integrated into European geography? Such an analysis draws on and interrogates recent work in the history of science and in the history of scholarship more broadly, work which has made important contributions to our understanding of the historical geography of scholarly communities in early modern Europe. (shrink)

This essay provides an overview of the Local Gazetteers Research Tools (LoGaRT) developed by the Max Planck Institute for the History of Science and examines the ways that LoGaRT could aid in redrawing the map of modern science in China.

Here we present the framework of a new approach to assessing the capacity of research programs to achieve social goals. Research evaluation has made great strides in addressing questions of scientific and economic impacts. It has largely avoided, however, a more important challenge: assessing (prospectively or retrospectively) the impacts of a given research endeavor on the non-scientific, non-economic goals—what we here term public values —that often are the core public rationale for the endeavor. Research programs are typically justified in terms (...) of their capacity to achieve public values, and that articulation of public values is pervasive in science policy-making. We outline the elements of a case-based approach to public value mapping of science policy, with a particular focus on developing useful criteria and methods for assessing public value failure, with an intent to provide an alternative to market failure thinking that has been so powerful in science policy-making. So long as research evaluation avoids the problem of public values, science policy decision makers will have little help from social science in making choices among competing paths to desired social outcomes. (shrink)

The emergence of Do-It-Yourself science movements is becoming a topic widely discussed in academia and policy, as well as by the general public and the media. While DIY approaches enjoy increasing diffusion even in official research, different social actors frequently talk about them in different ways and circumstances. Interaction and negotiation processes amongst actors define the premises upon which different conceptualisations of DIY science are deployed.

GIS for Science presents a collection of real-world stories about modern science and a cadre of scientists who use mapping and spatial analytics to expand their understanding of the world. The accounts in this book are written for a broad audience including professional scientists, the swelling ranks of citizen scientists, and people generally interested in science and geography. Scientific data are brought to life with GIS technology to study a range of issues relevant to the functioning (...) of planet Earth in a natural sense as well as the impacts of human activity. In a race against the clock, the scientists profiled in this volume are using remote sensing, web maps within a geospatial cloud, Esri StoryMaps, and spatial analysis to document and solve an array of issues with a geographic dimension, ranging from climate change, natural disasters, and loss of biodiversity, to homelessness, loss of green infrastructure, and resource shortages. These stories present geospatial ideas and inspiration that readers can apply across many disciplines, making this volume relevant to a diverse scientific audience. See how scientists working on the world's most pressing problems apply geographic information systems--GIS. -- "Mike Goodchild". (shrink)

This paper has been prepared from the perspective of the ESRC Genomics Policy & Research Forum, which has the particular mandate of linking social science research on genomics with ongoing public and policy debates. It is intended as a contribution to discussions about the future agenda for social scientific analyses of genomics. Given its scope, this paper is necessarily painted with a broad brush. It is presented in the hope that it can serve both as a useful reference for (...) those less familiar with the themes and foci of UK-based social science research about genomics and, for those more engaged in the field, as a foundation for discussions about the future social sciences agenda in this area. This paper has four parts. The first identifies the boundaries of the topic. It is suggested that the boundaries of genomics are properly regarded by social scientists as soft rather than hard, and as encompassing far more than genomics as narrowly understood. In the second part, the UK context for social science research is briefly described before proceeding to part three, which offers a survey of the major areas and patterns of research. This is organised by reference to the themes of globalisation, governance and regulation, and refers to 129 current or recently completed projects (surveyed during the winter of 2005) that address these themes. Part four proposes some appropriate areas for future research, drawing on and advancing what has been achieved thus far. Social scientific analyses of the nature and consequences of genomic science, it is claimed, have been crucially framed by the institutionalising of non-scientific considerations under the heading of ELSA/elsi (Ethical, Legal and Social Aspects/implications). It is suggested that an understanding of the limitations and consequences of this framing provides a vital starting point in considering future research agendas. (shrink)

Map making and, ultimately, _map thinking_ is ubiquitous across literature, cosmology, mathematics, psychology, and genetics. We partition, summarize, organize, and clarify our world via spatialized representations. Our maps and, more generally, our representations seduce and persuade; they build and destroy. They are the ultimate record of empires and of our evolving comprehension of our world. This book is about the promises and perils of map thinking. Maps are purpose-driven abstractions, discarding detail to highlight only particular features of a territory. By (...) preserving certain features at the expense of others, they can be used to reinforce a privileged position. -/- _When Maps Become the World_ shows us how the scientific theories, models, and concepts we use to intervene in the world function as maps, and explores the consequences of this, both good and bad. We increasingly understand the world around us in terms of models, to the extent that we often take the models for reality. Winther explains how in time, our historical representations in science, in cartography, and in our stories about ourselves replace individual memories and become dominant social narratives—they become reality, and they can remake the world. -/- Available on The University of Chicago Press website, etc. (shrink)

The way in which one understands information and concepts, and the way a student works to develop this, is an individual aspect of learning that cannot be universally defined as (at least manifested) the same for everyone. ‘Understanding’ is a broad term, and the way one achieves understanding is dependent on the way that material is presented. In this article, we argue that the philosophy of science can be important to nursing education—in particular, by showing that the way we (...) imbue understanding might depend on the meaning of ‘understanding’. Diagrams and concept maps are meant to guide newly formed knowledge and connections to develop proper thinking (e.g., the order in which nursing students must prioritize data) that a student requires in the field. We argue that whether or not an image/diagram/concept map confers understanding will depend on both what the object is and what we mean by ‘understanding’. (shrink)

In this paper we take a close look at current interdisciplinary modeling practices in the environmental sciences, and suggest that closer attention needs to be paid to the nature of scientific practices when investigating and planning interdisciplinarity. While interdisciplinarity is often portrayed as a medium of novel and transformative methodological work, current modeling strategies in the environmental sciences are conservative, avoiding methodological conflict, while confining interdisciplinary interactions to a relatively small set of pre-existing modeling frameworks and strategies (a process we (...) call crystallization). We argue that such practices can be rationalized as responses in part to cognitive constraints which restrict interdisciplinary work. We identify four salient integrative modeling strategies in environmental sciences, and argue that this crystallization, while contradicting somewhat the novel goals many have for interdisciplinarity, makes sense when considered in the light of common disciplinary practices and cognitive constraints. These results provide cause to rethink in more concrete methodological terms what interdisciplinarity amounts to, and what kinds of interdisciplinarity are obtainable in the environmental sciences and elsewhere. (shrink)

In the last decades, research in science mapping has delivered several powerful techniques, based on citation or textual analysis, for charting the intellectual organization of research fields. To map the social network underlying science and scholarship, by contrast, science mapping has mainly relied on one method, co-authorship analysis. This method, however, suffers from well-known limitations related to the practice of authorship. Moreover, it does not perform well on those fields where multi-authored publications are rare. In (...) this study, a new method for mapping the social structure of research fields is advanced, based on the analysis of the acknowledgments of academic publications. We first discuss the standard account of the function of acknowledgments in scholarly communication, then we introduce a new interpretative framework in which the acknowledgments are intended as positioning signals exchanged by researchers. Next, we provide the formal definition of the four acknowledgments-based networks that stand at the core of the method, and we test it on a humanities field, analytic philosophy. Results show that acknowledgement-based networks allow to reconstruct the fine-grained social structure of analytic philosophy from different perspectives. Furthermore, by comparing the citation-based maps of the field with the acknowledgments-based networks, it permits to shed light on the relationship between the intellectual and social layer of analytic philosophy. We conclude by presenting practical limitations of the method and by sketching some further research lines. (shrink)

Moral injury is a term whose popularity has grown in psychology and psychiatry, as well as philosophy, over the last several years. This presents challenges, because these fields use the term in different ways and draw their understanding from different sources, creating the potential for contradiction. This, however, is also an opportunity. Comparison between behavioral sciences and philosophy can help enrich understandings of harms considered not just psychological but moral. To this end, I provide an overview of the more influential (...) writing of moral injury, mapping them into three broad discourses: clinical, juridical-critical, and structural. This overview then leads to a discussion of how comparative engagement among these discourses promises to expand on current theories of moral harm. I argue that such a comparison will demonstrate that more emphasis on structural violence will strengthen current understandings of moral injury, often understood in a more narrow sense to be a result of more direct, physical violence, allowing us to view moral injury as a result of institutional and social violence and injustices. (shrink)

Science studies scholars often study up to high-tech elites who produce and design scientific knowledge and technology. Methodological tension begins when you pair a desire to study down to less economically developed countries, with the desire to study up to high-tech elites within them. This becomes further complicated when the ethnographer and his/her informants share professional interests and credentials. In these situations, the researcher has high status because of geopolitical privilege. However, the researcher is neither a high-tech elite nor (...) a local cultural elite. How might the ethnographer successfully access and navigate field sites imbued with these unseen power differentials? There are currently no visual mapping tools to enhance the process of reflexivity by feminist ethnographers, as they consider their globally embedded multiple, hierarchical, and situated positionality. This reflection methodology piece provides a tool to consider this phenomenon, as it exists across the Global North/south divide of power. Such a tool would be useful to northern ethnographers to better strategize ethics and access while avoiding complicity with structures of inequality and empowering their southern interlocutors. (shrink)

"Provides an extremely valuable introduction to the work of Michel Serres for an English-speaking audience, as well as offering useful critical approaches for those already familiar with its outlines." ---Robert Harrison, Stanford University [blurb from review pending permission] The work of Michel Serres---including the books Hermes, The Parasite, The Natural Contract, Genesis, The Troubadour of Knowledge, and Conversations on Science, Culture, and Time---has stimulated readers for years, as it challenges the boundaries of science, literature, culture, language, and epistemology. (...) The essays in Mapping Michel Serres, written by the leading interpreters of his work, offer perspectives from a range of disciplinary positions, including literature, language studies, and cultural theory. Contributors include Maria Assad, Hanjo Berressem, Stephen Clucas, Steven Connor, Andrew Gibson, René Girard, Paul Harris, Marcel Hé naff, William Johnsen, William Paulson, Marjorie Perloff, Philipp Schweighauser, Isabella Winkler, and Julian Yates. (shrink)