Models developed using machine learning are increasingly prevalent in scientific research. At the same time, these models are notoriously opaque. Explainable AI aims to mitigate the impact of opacity by rendering opaque models transparent. More than being just the solution to a problem, however, Explainable AI can also play an invaluable role in scientific exploration. This paper describes how post-hoc analytic techniques from Explainable AI can be used to refine target phenomena in medical science, to identify starting (...) points for future investigations of causal relationships, and to generate possible explanations of target phenomena in cognitive science. In this way, this paper describes how Explainable AI—over and above machine learning itself—contributes to the efficiency and scope of data-driven scientific research. (shrink)

The statement below is an outgrowth of a retreat at Tomales Bay,California, December 3-6, 1992, at which fifteen scientists and philosophersattempted to explore the question of an appropriate epistemology for consciousness research. Contributions were made by the scholars listed below and others; the final synthesis was performed by Willis Harman. The statement is submitted to the broader scientific community, and to the concerned public, to stimulate dialogue about a long-standing question, and to foster interest in an ever-deepening scientific (...) study of human consciousness. Basically, the question is: How does it happen that our powerful methods of scientific enquiry appear so ill-suited to the study of consciousness? If understanding our own consciousness is so central to understanding anything else, will we not have to take this question more seriously than has been the case so far? (shrink)

This paper will explore the integration of elements of traditional Eastern meditative procedures with modern objective scientific methodologies. In contrast to the introspective methods usually relied on in modern Western treatments of consciousness, the Eastern procedures in question have the possible advantage of being the products of centuries of effort to develop systematic first-person exploratory methodologies. But since these methodologies developed outside of the context of our traditions of science, their reported results of course cannot simply be taken at (...) face value. Nevertheless, aspects of their internal logic and putative results appear to be cross-culturally congruent, despite great differences of metaphysical frameworks and social milieux. Thus examining them and their effects in the context of modern scientific methodologies and criteria may well prove useful to us in our own task of developing a significant science of consciousness. In the paper we will accordingly describe some common methodological features and claimed results found in several major Eastern meditative traditions, discuss conceptual and methodological problems they raise, review some relevant scientific research on contemporary meditating subjects, and suggest some implications for the scientific study of consciousness. In particular, it will be suggested that the existing meditation-related research already indicates that Eastern varieties of meditative procedures should prove to be a useful component of any future science of consciousness. (shrink)

For several decades now, biologists have been developing digital databanks, which are remarkable scientific instruments allowing scientists to accelerate the development of biological knowledge. From the beginnings of the Human Genome Project (HGP) onwards, genetic databanks have been a major component of current biological knowledge, and biodiversity databanks have also been developed in the wake of the HGP. The purpose of this paper is to identify the specific features of biodiversity data and databanks, and to point out their contribution (...) to biodiversity knowledge. (shrink)

The 1800?4 scientific expedition that was commissioned by Bonaparte and captained by Nicolas Baudin was a vast note?producing machine. Recording information in the form of notes was indeed its mode of being. The expedition, conceived in the late eighteenth century, represents in its scope and achievements Enlightenment knowledge?gathering at its most ambitious: the exhaustive collection, measurement, description and classification of objects of the natural world. Aiming at encyclopædic inclusiveness and at the same time seeking accurate knowledge, the achievements of (...) the expedition were remarkable. Some 72,120 items (including drawings and writings) were brought back to France: raw material for future research, as well as quantities of notes, reports and narratives that in themselves constituted fragments of new knowledge about the natural world. Underpinning this plethora of note?taking was a particular understanding of what constituted science and the scientific enterprise at this time in post?Revolutionary France, and this understanding welded together both officers and naturalists in a common aim. The written traditions of sea?voyaging intersected with the reporting requirements of the emerging natural sciences, producing a unique social and intellectual interaction and cross?fertilisation, supported by the methods of recording. (shrink)

There is common agreement that preschool-level science education affects children’s curiosity, their positive approach towards science, and their desire to engage with the subject. Children’s natural curiosity drives them to engage enthusiastically in all forms of exploration. Engaging in scientific exploration necessitates self-regulation capabilities and a wide repertoire of cognitive and metacognitive strategies. The purpose of this study was to examine to what extent preschoolers (aged 5‒6 years) implement nascent inquiry skills, metacognitive awareness, and self-regulation capabilities during (...) play-based scientific exploration tasks. An additional purpose was to investigate the relationships between these capabilities, a relationship not yet investigated in the context of play-based, scientific exploration among young children. The study consisted of 215 preschoolers, from 10 preschools. For this study, we developed two scientific exploration tasks—structured and open-ended. Our motivation was to examine whether preschoolers’ capabilities will differ in the context of structured task which is aligned with the view that young children need guidance and explicit instructions compared to the context of open-ended, play-based task–allowing the children to apply and test their intuitive theories and skills. During performance participants were videotaped. Their verbal and non-verbal responses were analyzed by means of a scoring scheme. The results of a micro-analysis of about 100 hours of video showed that given the opportunity, even without setting explicit goals and instructions, children exhibit inquiry capabilities: they ask questions, plan, hypothesize, use tools, draw conclusions. Asking questions and planning were better manifested during the structured task. Children also manifested higher levels of attention, persistence, and autonomy during the structured task. However, significant higher scores of self-regulation indications were revealed in the context of the open-ended, play-based, exploration task. Moreover, results indicate significant correlations between the five measures of preschoolers’ inquiry capabilities and measures of metacognitive strategic awareness and self-regulation. The results of the present study suggest the importance of combining various learning environments and experiences in early science education that encourage children to engage in structured exploration alongside play-based, open-ended, exploration. (shrink)

Michael Nahm’s report in this issue of the JSE deftly presents many of the scholarly offenses perpetrated by Alejandro Parra. Some of those not mentioned had to do with Parra’s submissions to the JSE, and I feel it’s important to add those to the record. JSE published a retraction notice earlier this year (Volume 35, Issue 1) and provided examples of Parra’s plagiarism. Moreover, the Journal rejected another paper in which we found substantial plagiarism. But Parra’s boldest effort was his (...) submission, under his own name, of a paper by an Argentinian author, Anna Conforte—in fact, a paper Parra published in his own newsletter. But Parra never indicated that the paper was written by someone else. Several people independently and carefully compared the English submission to the original Spanish. All agreed that Parra apparently simply auto-translated the paper to clumsy English and presented it as his own work. (shrink)

What makes conscious experience a difficult or confusing subject for science to deal with is its personal or individualistic character (that is to say the fact that a given experience is an experience apparently tied to a particular individual). It is in this respect very different from the other phenomena studied by science, where while the phenomena may be observed by a particular individual they are considered to be in principle independent of that individual. To say that an individual’s experience (...) is merely the functioning ofthat individual’s brain does not fully resolve the problem, since experiences are so very different in nature from brain processes. (shrink)

Scientific discovery is often regarded as romantic and creative - and hence unanalyzable - whereas the everyday process of verifying discoveries is sober and more suited to analysis. Yet this fascinating exploration of how scientific work proceeds argues that however sudden the moment of discovery may seem, the discovery process can be described and modeled. Using the methods and concepts of contemporary information-processing psychology (or cognitive science) the authors develop a series of artificial-intelligence programs that can simulate (...) the human thought processes used to discover scientific laws. The programs - BACON, DALTON, GLAUBER, and STAHL - are all largely data-driven, that is, when presented with series of chemical or physical measurements they search for uniformities and linking elements, generating and checking hypotheses and creating new concepts as they go along. "Scientific Discovery examines the nature of scientific research and reviews the arguments for and against a normative theory of discovery; describes the evolution of the BACON programs, which discover quantitative empirical laws and invent new concepts; presents programs that discover laws in qualitative and quantitative data; and ties the results together, suggesting how a combined and extended program might find research problems, invent new instruments, and invent appropriate problem representations. Numerous prominent historical examples of discoveries from physics and chemistry are used as tests for the programs and anchor the discussion concretely in the history of science. Pat Langley is an Associate Professor in the Department of Information and Computer Science at the University of California, Irvine.Herbert Simon is a Professor in the Departments of Psychology, Computer Science, and Philosophy at Carnegie-Mellon University. Gary L. Bradshaw is an Assistant Professor in the Department of Psychology and Institute of Cognitive Science at the University of Colorado, Boulder. Jan M. Zytkow is an Associate Professor in the Computer Science Department at Wichita State University. (shrink)

The growing body of research on interdisciplinarity has encouraged a more in depth analysis of the relations that hold among academic disciplines. In particular, the incursion of one scientific discipline into another discipline’s traditional domain, also known as scientific imperialism, has been a matter of increasing debate. Following this trend, Scientific Imperialism aims to bring together philosophers of science and historians of science interested in the topic of scientific imperialism and, in particular, interested in the conceptual (...) clarification, empirical identification, and normative assessment of the idea of scientific imperialism. Thus, this innovative volume has two main goals. Indeed, the authors first seek to understand interdisciplinary relations emerging from the incursion of one scientific discipline into one or more other disciplines, such as in cases in which the conventions and procedures of one discipline or field are imposed on other fields; or more weakly when a scientific discipline seeks to explain phenomena that are traditionally considered proper of another discipline’s domain. Secondly, the authors explore ways of distinguishing imperialistic from non-imperialistic interactions between disciplines and research fields. (shrink)

The growing body of research on interdisciplinarity has encouraged a more in depth analysis of the relations that hold among academic disciplines. In particular, the incursion of one scientific discipline into another discipline's traditional domain, also known as scientific imperialism, has been a matter of increasing debate. Following this trend, Scientific Imperialism aims to bring together philosophers of science and historians of science interested in the topic of scientific imperialism and, in particular, interested in the conceptual (...) clarification, empirical identification, and normative assessment of the idea of scientific imperialism. Thus, this innovative volume has two main goals. Indeed, the authors first seek to understand interdisciplinary relations emerging from the incursion of one scientific discipline into one or more other disciplines, such as in cases in which the conventions and procedures of one discipline or field are imposed on other fields; or more weakly when a scientific discipline seeks to explain phenomena that are traditionally considered proper of another discipline's domain. Secondly, the authors explore ways of distinguishing imperialistic from non-imperialistic interactions between disciplines and research fields. The first sustained study of scientific imperialism, this volume will appeal to postgraduate students and postdoctoral researchers interested in fields such as Science and Technology Studies, Sociology of Science & Technology, Philosophy of Science, and History of Science. (shrink)

Thus far, the philosophical study of patenting has primarily focused on sociopolitical, legal, and ethical issues, such as the moral justifiability of patenting living organisms or the nature of (intellectual) property. In addition, however, the theory and practice of patenting entails many important problems that can be fruitfully studied from the perspective of the philosophy of science and technology. The principal aim of this article is to substantiate the latter claim. For this purpose, I first provide a concise review of (...) the main features of the theory and practice of the patenting of scientific and technological inventions. Second, I discuss several philosophical issues implied by these features and explore the possible contributions of the philosophy of science and technology to the clarification, or resolution, of these issues. The seven features discussed are: patents as commercial monopolies on scientific and technological inventions, the contrast between natural and non-natural subject matter, the distinction between inventions and discoveries, the reproducibility of inventions, the question of the sameness of two inventions, the distinction between the invented and the protected object, and the contrast between material objects versus concepts and theories. The article concludes with some observations on the problems and prospects of the philosophical study of the theory and practice of patenting scientific and technological inventions. (shrink)

This paper constructs the teaching of tasawuf as a scientific methods in the higher education in Indonesia. The inclusion of systematic approach is based on the teaching of tasawuf by Kiai Emet Ahmad Khotib from Cirebon West Java Indonesia. This study implemented habitus research method and historical method that centered on library research. Habitus is the mental or cognitive structure through which people deal with the social world. A person is endowed with a set of internalized schemas through which (...) they perceive, understand, appreciate and evaluate the social world. It is through such schemes that people produce their practices as well as perceive and evaluate them. Qualitative approach was applied as the basis of data analysis in this study. Results show that Kiai Ahmad Khatib is the successor of the Islamic boarding school al-Ishlah Bobos 1925-1990 of Cirebon. He set 15 system of tasawuf as the scientific system. Basically, the theory was addressed to declare Allah as the Goal, sincerity as the basis for charity or doing _iqror_ deed declare Allah, the stage of Hub or love. In the promise to Allah a learner avoid the betrayals, primarily Betrayal of Allah, Betrayal of the Prophet, Betrayal to Humans, Betrayal to the motherland. The rule of tarbiyah included in the education system should include among others: Plenary System (Manhaj mutakamilah), Upgrade and Enhancement System, One Way System, Choice System, _Tasykil_ system/form, Humans have character traits that are easy to bend, easy to straighten This trait is used as the basis by experts in fostering human awakening from weakness. (shrink)

In this paper I examine the epistemic function of agent-based models of scientific inquiry, proposed in the recent philosophical literature. In view of Boero and Squazzoni’s classification of ABMs into case-based models, typifications and theoretical abstractions, I argue that proposed ABMs of scientific inquiry largely belong to the last category. While this means that their function is primarily exploratory, I suggest that they are epistemically valuable not only as a temporary stage in the development of ABMs of science, (...) but by providing insights into theoretical aspects of scientific rationality. I illustrate my point with two examples of highly idealized ABMs of science, which perform two exploratory functions: Zollman’s ABM which provides a proof-of-possibility in the realm of theoretical discussions on scientific rationality, and an argumentation-based ABM, which provides insights into potential mechanisms underlying the efficiency of scientific inquiry. (shrink)

ABSTRACTThe ‘Scientific Culture at Enterprises’ project aims to identify the different factors that characterize the image of science held by entrepreneurs and business managers, explore the relationships among these factors, and shed light on the role they play in defining this image and ultimately in developing a culture of science in the business sector. This article is based on the results of the SCe 2016 survey with a specially designed telephone survey questionnaire of a representative sample of Spanish companies. (...) The novelty of our approach lies in the application of a model developed in the fields of Social Studies of Science and Public Understanding of Science to the business sector, in order to obtain information on the dispositions of perception, interest, knowledge and action and their relationships with science and innovation in the business sector in Spain. Using the PIKA model of the image of science, we found this image in the business sector to be shaped by entrepreneurs... (shrink)

This article will explore the ways in which early twentieth century physics informs and sustains Gaston Bachelard’s writing on epistemology and time. By investigating the scientific underpinnings of Bachelard’s philosophy of time, this article will also establish a connection between his epistemological and temporal works that are underdeveloped in the secondary literature. This discussion will seek to prove an epistemological commitment, scattered throughout Bachelard’s work on science, in which all epistemological claims are beholden to the claims of modern science. (...) It will be demonstrated how this epistemological claim is implemented in Bachelard’s work on time—specifically, the ways in which relativity theory and microphysics influences his philosophy of time. Such an approach will bridge the gap between Bachelard’s epistemological writings and his work on time while simultaneously illustrating the ways in which physics influences his thinking. (shrink)

This is not how science works. But science does work, and here award-winning teacher and scholar Steven Gimbel provides students the tools to answer for themselves this question: What actually is the scientific method?

In addition to considering sociocultural, political, economic, and ethical factors, effectively engaging socioscientific issues requires that students understand and apply scientific explanations and the nature of science. Promoting such understandings can be achieved through immersing students in authentic real-world contexts where the SSI impacts occur and teaching those students about how scientists comprehend, research, and debate those SSI. This triangulated mixed-methods investigation explored how 60 secondary students’ trophic cascade explanations changed through their experiencing place-based SSI instruction focused on the (...) Yellowstone wolf reintroduction, including scientists’ work and debates regarding that issue. Furthermore, this investigation determined the association between the students’ post place-based SSI instruction trophic cascade explanations and NOS views. Findings from this investigation demonstrate that through the place-based SSI instruction students’ trophic cascade explanations became significantly more accurate and complex and included more ecological causal mechanisms. Also, significant and moderate to moderately large correlations were found between the accuracy and contextualization of students’ post place-based SSI instruction NOS views and the complexity of their trophic cascade explanations. Empirical substantiation of the association between the complexity of students’ scientific explanations and their NOS views responds to an understudied area in the science education research. It also encourages the consideration of several implications, drawn from this investigation’s findings and others’ prior work, which include the need for NOS to be forefront alongside and in connection with science content in curricular standards and through instruction focused on relevant and authentic place-based SSI. (shrink)

‘Scientific advice to politics’, the ‘nature of expertise’, and the ‘relation between experts, policy makers, and the public’ are variations of a topic that currently attracts the attention of social scientists, philosophers of science as well as practitioners in the public sphere and the media. This renewed interest in a persistent theme is initiated by the call for a democratization of expertise that has become the order of the day in the legitimation of research funding. The new significance of (...) ‘participation’ and ‘accountability’ has motivated scholars to take a new look at the science – politics interface and to probe questions such as "What is new in the arrangement of scientific expertise and political decision-making?", "How can reliable knowledge be made useful for politics and society at large, and how can epistemically and ethically sound decisions be achieved without losing democratic legitimacy?", "How can the objective of democratization of expertise be achieved without compromising the quality and reliability of knowledge?" Scientific knowledge and the ‘experts’ that represent it no longer command the unquestioned authority and public trust that was once bestowed upon them, and yet, policy makers are more dependent on them than ever before. This collection of essays explores the relations between science and politics with the instruments of the social studies of science, thereby providing new insights into their re-alignment under a new régime of governance. (shrink)

This paper identifies three distinct narratives concerning scientific misconduct: a narrative of “individual impurity” promoted by those wishing to see science self-regulated; a narrative of “institutional impropriety” promoted by those seeking greater external control of science; and a narrative of “structural crisis” among those critiquing the entire process of research itself. The paper begins by assessing contemporary definitions and estimates of scientific misconduct. It emphasizes disagreements over such definitions and estimates as a way to tease out tension and (...) controversy over competing visions of scientific research. It concludes by noting that each narrative suggests a different approach for resolving misconduct, and that the difference inherent in these views may help explain much of the discord concerning unethical behavior in the scientific community. (shrink)

The purpose is to provide researchers with reliable Scientific Research Data from the massive amounts of research data to establish a sustainable Scientific Research environment. Specifically, the present work proposes establishing an Intelligent Recommendation System based on Machine Learning algorithm and SRD. Firstly, the IRS is established over ML technology. Then, based on user Psychology and Collaborative Filtering recommendation algorithm, a hybrid algorithm [namely, Content-Based Recommendation-Collaborative Filtering ] is established to improve the utilization efficiency of SRD and Sustainable (...) Development of SR. Consequently, the present work designs literature and SRD-targeted IRS using the hybrid recommendation under the background of SD. The proposed system’s feasibility is analyzed through experiments. Additionally, the system performance is analyzed and verified from accuracy, diversity, coverage, novelty, and recommendation efficiency. The results show that the hybrid algorithm can make up for the shortcomings of a single algorithm and improve the recommendation efficiency. Experiments show that the accuracy of the proposed CBR-CF algorithm is the highest. In particular, the recommendation accuracy for the single-user system can reach 82–93%, and the recall of all recommended algorithms falls between 60 and 91%. The recall of the hybrid algorithm is higher than that of a single algorithm, and the highest recall is 91%. Meanwhile, the hybrid algorithm has comprehensive coverage, good applicability, and diversity. Therefore, SD-oriented SRD-targeted IRS is of great significance to improve the SRD utilization and the accuracy of IRS, and expand the achievement value of SR. The research content provides a reference for establishing a sustainable SR environment and improving SR efficiency. (shrink)

Science provides us with representations of atoms, elementary particles, polymers, populations, genetic trees, economies, rational decisions, aeroplanes, earthquakes, forest fires, irrigation systems, and the world’s climate. It's through these representations that we learn about the world. This entry explores various different accounts of scientific representation, with a particular focus on how scientific models represent their target systems. As philosophers of science are increasingly acknowledging the importance, if not the primacy, of scientific models as representational units of science, (...) it's important to stress that how they represent plays a fundamental role in how we are to answer other questions in the philosophy of science (e.g. the scientific realism debate). This entry begins by disentangling ‘the’ problem of scientific representation, before critically evaluating the current options available in the literature. (shrink)

Defences of perspectival realism are motivated, in part, by an attempt to find a middle ground between the realist intuition that science seems to tell us a true story about the world, and the Kuhnian intuition that scientific knowledge is historically and culturally situated. The first intuition pulls us towards a traditional, absolutist scientific picture, and the second towards a relativist one. Thus, perspectival realism can be seen as an attempt to secure situated knowledge without entailing epistemic relativism. (...) A very similar motivation is behind feminist standpoint theory, a view which aims to capture the idea that knowledge is socially situated, whilst retaining some kind of absolutism. Elsewhere I argue that the feminist project fails to achieve this balance; its commitment to situated knowledge unavoidably entails epistemic relativism (though of an unproblematic kind), which allows them to achieve all of their feminist goals. In this paper I will explore whether the same arguments apply to perspectival realism. And so I will be asking whether perspectival realism too is committed to an unproblematic kind of relativism, capable of achieving scientific goals; or, whether it succeeds in carving out a third view, between or beyond the relativism/absolutism dichotomy. (shrink)

An object-based activity—science and culture story box—was designed, developed, and used to explore young people’s views about cultural knowledge and scientific knowledge. In informal education spaces, culture is often presented via representations of easily observable features of ethnicity such as music or dress. The development and application of knowledge in culturally diverse communities can be difficult to visualize and is rarely presented. Instead, Western science often dominates as the authoritative, valid, systematic, and useful way of thinking. Conversations about science (...) and culture can create a platform for meaningful dialogue and valuing of a variety of cultures and different funds of knowledge. Using an informal science education lens, we interrogated young people’s views about different knowledge systems. Six cohorts of Western Australian young people participated in the study. The activity involved groups of three to four young people assigning seventeen photographs of objects and or processes onto a Venn diagram of scientific knowledge, cultural knowledge, or both. Photographs were taken of the forty-four resulting Venn diagrams showing association of items with knowledge domain. This was quantified to show the number of times an item was associated with scientific knowledge, cultural knowledge, or both. Group discussions were audio recorded and transcribed. Thematic analysis of discussions and associations of items to knowledge domain revealed intriguing themes and perspectives. Young people in this study associated technology with electronic devices and scientific knowledge but not with cultural knowledge. Young people expressed views that culture was old and basic and science was new and progressive. Other impressions expressed were that cultures do not “do” science and that skin color determines culture. No clear or consistent conception emerged of Australian culture. These young people’s perspectives are discussed within the context of meaningful intercultural understanding in multicultural societies. This activity was developed as a research tool for use with young people in a multicultural society to examine views of different funds of knowledge. We propose further development and directed use of the story box in informal education spaces as a process to stimulate conversations that might enhance intercultural understanding and appreciation of multiple ways of knowing. (shrink)

As the scope of innovative technologies is expanding, their implications and applications are increasingly intersecting with various facets of society, including the deeply rooted traditions of religion. This paper embarks on an exploratory journey to bridge the perceived divide between advancements in technology and faith, aiming to catalyze a dialogue between the religious and scientific communities. The former often views technological progress through a lens of conflict rather than compatibility. By utilizing a technology-centric perspective, we draw metaphorical parallels between (...) the functionalities of new technologies and some theological concepts of Islam. The purpose is not to reinterpret religious concepts but to illustrate how these two domains can coexist harmoniously. This comparative analysis serves as a conversation starter with an intention to mitigate any apprehensions towards technology by highlighting its potential to align with religious concepts. By fostering an environment where technological innovations are seen as tools for enhancement rather than threats to tradition, we contribute to a more inclusive discourse that encourages the religious community to engage with and potentially embrace contemporary technological advancements. (shrink)

There is proposed the analysis of conceptual foundations in researching of Poles’ national character on materials of Julian Leopold Ochorowicz (1850-1917) scientific heritage connected with philosophical and pedagogical implications of his ideas. Ochorowicz’s contribution to interdisciplinary approach on Poles’ national character is emphasizing. The heuristically potential of this approach is explicated using reconstruction and systemizing of his views, which had played a significant role in determining intentionality in discussions on the matter «What philosophy do Poles need?” for the successful (...) self-statement in their national being. Critically evaluating of this experience there is combined with verifying of his theoretical assumptions that should be actual also in Ukrainian social and cultural contexts. Ochorowicz belongs to the group of outstanding Polish scholars with wide scientific interests and original achievements. This article presents his research on history perceived as a collective psychological process. In Poland, Ochorowicz should be regarded as a precursor of psychohistory. An important role in his conception is played by the theory of the so-called residual symptoms, on the basis of which he developed the concept of Poles’ national character with its educational implications. The question about the rudiments of our national character sharpens in border situations, in which those traits, previously presented in a declarative form, are verified. The strength of a nation is encoded in the irreal sphere, i.e. in the sphere of values around which people group themselves. (shrink)

This article explores how researchers in a scientific research lab co-operate with each other and value these co-operations, using a case study of a life sciences lab as an illustrative example. It explores how researchers within the lab co-operate in three main ways: through their ideas, methods and resources. A core contention of this article is that the values researchers attach to these different ways of co-operating can be assessed on two dimensions: goals and ways of understanding. The goals (...) dimension moves from group goals, manifested in the vision of the lab defined by its principal investigator, to the goals of individual researchers within the lab, often achieved through work on individual projects. Individual goals were more highly valued by researchers in this case study. The ways of understanding dimension moves from theory-based and theory-building research activities, to craft-based activities related to the research lab’s experiments. Theoretical ways of understanding are more highly valued by researchers in this case study. Combined, these two dimensions mean that researchers will value co-operations that support individual goals and theoretical ways of understanding more highly. Idea-based collaborations, individualistic and theoretical in nature, were the most highly valued. Collaborations based on resources, communal and craft-centered, were the least valued in this case study. (shrink)