Showing posts with label science. Show all posts
Showing posts with label science. Show all posts

Tuesday, January 17, 2012

Sociology of knowledge: Camic, Gross and Lamont


The sociology of knowledge has received a new burst of energy in the past few years, with quite a bit of encouragement and innovation coming from Science, Technology and Society studies (STS).  (STS overlaps substantially with the SSK research tradition described briefly in an earlier post.)  Charles Camic and Neil Gross have made very substantial contributions in the past few years, with special focus on the knowledge activities associated with the humanities and social sciences.  (Gross's intellectual sociology of Richard Rorty is discussed here.)

So what is going on in this field today?  Camic, Gross, and Lamont, Social Knowledge in the Making, offers a genuinely pathbreaking collection of articles on different aspects of "social knowledge practices".  The editors' introduction to the volume does an excellent job of laying out the issues that current sociology of knowledge needs to confront.  They illustrate very clearly the differences in perspective associated with traditional intellectual history (which they describe as "traditional approach to social knowledge"; TASK), reductionist sociology of knowledge (attempting to link social conditions to specific set of ideas), and the science studies approach, which focuses a great deal of attention on the specific knowledge practices through which a community constructs and furthers a body of knowledge.

The editors make the point that the STS framework (and the SSK approach) is largely focused on the social practices connected with the natural and biological sciences -- laboratories, graduate schools, journals, conferences. And they argue that the fields of knowledge production involved in social knowledge are both important and distinctive.  (They are distinctive for at least three reasons: social knowledge is reflexive, the data must be gathered from subjective participants, and there are powerful interests in play that are pertinent to various formulations of social knowledge.)  So it is timely to pay equally close attention to the practices and institutions through which economics, philosophy, sociology, or Asian Studies frame and construct knowledge.  This volume attempts to give a number of rigorous examples in different areas of the social knowledge domains of that kind of empirical-sociological research.

Here are a few premises of the editors' approach to the problem:
By "social knowledge" we mean, in the first instance, descriptive informaton and analytical statements about the actions, behaviors, subjective states, and capacities of human beings and/or about the properties and processes of the aggregate or collective units -- the groups, networks, markets, organizations, and so on -- where these human agents are situated. (kl 78)
They also include in their definition of social knowledge the ways of knowledge making:
... the technologies and tools of knowledge making -- that is, the epistemic principles, cognitive schemata, theoretical models, conceptual artifacts, technical instruments, methodological procedures, tacit understandings, and material devices by which descriptive and normative statements about the social world are produced, assessed, represented, communicated, and preserved. (kl 78)
Key to their approach is to engage in detailed studies of the social practices associated with knowledge production.  Here is how they define a social practice:
We define "practices" as the ensembles of patterned activities -- the "modes of working and doing," in Amsterdamska's words -- by which human beings confront and structure the situated tasks with which they are engaged.  These activities may be intentional or unintentional, interpersonally cooperative or antagonistic, but they are inherently multifaceted, woven of cognitive, emotional, semiotic, appreciative, normative, and material components, which carry different valences in different contexts. (kl 122)
The goal of this research effort is to do for the social sciences and humanities what the STS/SSK researchers have done for the natural sciences.  This tradition has ...
shifted scholarly attention away from science as a finished product in the temple of human knowledge and toward the study of the multiple multilayered and multisited practices involved during the long hours when future kernels of scientific knowledge are still in the making. (kl 152)
Here is one of the core observations that the editors draw from the research contributions to the volume:
One of these themes is that social knowledge practices are multiplex, composed of many different aspects, elements, and features, which may or may not work in concert. Surveying the broad terrain mapped across the different chapters, we see, for example, the transitory practices of a short-lived research consortium as well as knowledge practices that endure for generations across many disciplines and institutions... (kl 338)
At site after site, heterogeneous social knowledge practices occur in tandem, layered upon one another, looping around and through each another, interweaving and branching, sometimes pulling in the same directions, sometimes in contrary directions. (kl 353)
So how can this research goal be carried out in practice?  Here is how Andrew Abbott pursues some of these questions in his contribution to the volume in an essay that investigates in detail how historians have used libraries in their research:
I have two major aims in this chapter. The first is empirical. I want to recover the practices, communities, and institutions of library researchers and their libraries in the twentieth century. There is at present almost no synthetic writing about this topic, and I aim to fill that gap. This empirical investigation points to a second more theoretical one.  There turns out to be a longstanding debate between librarians and disciplinary scholars over the proper means to create, store, and access the many forms of knowledge found in libraries. By tracing the evolution of this debate, I create a theoretical context for current debates about library research. (kl 581)
One thing I find interesting in reading this work is the absence of the philosophy of science as one of the reflective areas of research through which the knowledge process is examined.  Thomas Kuhn is mentioned as an intellectual founder of the historical-sociological approach to the problem of scientific knowledge; but the vibrant discipline of the philosophy of science is not mentioned by any of the contributors.  This seems to be a lost opportunity, since philosophers too are trying to make sense of the processes, procedures, and norms of the sciences along the way towards an interpretation of philosophical ideas such as truth and objectivity in knowledge.  It would be highly interesting to see a careful study of the development of post-positivist philosophy of science (from Peter Achinstein, Hilary Putnam, and Bas van Fraassen to the present day, let's say), by a sociologist who is willing to take the trouble to carefully examine the doctrines, schools, graduate programs, journals, associations, and dominant ideas that have evolved in the past half century within philosophy.

Tandem with this absence of the philosophy of science is an avoidance of epistemic concepts like "validity," "approximate truth," or "widening understanding of how the social world works."  The impression given by this volume, anyway, is that the task of the sociology of knowledge is solely restricted to examination of the practices and material conditions through which systems of belief about the social world are formed, without a concomitant interest in evaluating the success of the enterprise at establishing some of the facts of how the world works.  This impression is born out in the closing paragraphs of Camic's entry on "Knowledge, Sociology of" in the International Encyclopedia of the Social and Behavioral Sciences. Referring essentially to the approach taken by contributors to Social Knowledge in the Making, Camic writes:
This second approach focuses the sociology of knowledge mainly on men and women who specialize in the production of ideas and on the particular social processes by which their ideas emerge and develop—a move that, in effect, transforms the field into a sociology of ideas. This perspective has tended to reject the core assumptions of the older sociology of knowledge, building instead on schol- arship that argues that sociocultural processes are as much internal to the content of ideas as they are external (Bloor 1976, Shapin 1992), that the meanings of ideas are only understandable to an investigator after careful contextual reconstruction (Skinner 1969), and that local, micro-level settings are often the main sites for the development of ideas (Geertz 1983, Whitley 1984). Like the broad-constructionist ap- proach, this narrow-constructionist perspective pre- sently provides a foundation for several lines of empirical research (see Camic and Gross 2000). No forecast can yet be made, however, as to which approach, if either, will rescue the sociology of knowledge from its traditionally marginal position in the discipline of sociology. (8146)
This excerpt too emphasizes the internal practices of the various knowledge communities, rather than the likelihood that the product of knowledge production is valid, veridical, or rationally supportable.

As I found in the earlier post on research communities, it seems that there needs to be more communication and mutual learning between the sociology of science and the philosophy of science. Admittedly the two disciplines have different goals; but in the end, we would like to understand both aspects of the process of knowledge formation in a way that makes coherent sense: the concrete social practices and the cognitive merits of the results.  Otherwise we have no basis for diagnosing what went wrong with Soviet biology and Lysenkoism (depicted in the photo at top).

Saturday, June 25, 2011

Mental illness, big pharma and agent-based simulation


The New York Review of Books has an absorbing two-part piece by Marcia Angell on mental illness, psychiatry, and big pharma (link, link). (The NYRB Facebook page provides a good way of following the NYRB.)  Angell provides an in-depth discussion of books by Irving Kirsch, Robert Whitaker, and Daniel Carlat. There has been an explosion in the numbers of patients diagnosed with a list of mental disorders, and there has been an explosion in the profits associated with the drugs prescribed in treatment of these disorders as well.
It seems that Americans are in the midst of a raging epidemic of mental illness, at least as judged by the increase in the numbers treated for it. The tally of those who are so disabled by mental disorders that they qualify for Supplemental Security Income (SSI) or Social Security Disability Insurance (SSDI) increased nearly two and a half times between 1987 and 2007—from one in 184 Americans to one in seventy-six. For children, the rise is even more startling—a thirty-five-fold increase in the same two decades. Mental illness is now the leading cause of disability in children, well ahead of physical disabilities like cerebral palsy or Down syndrome, for which the federal programs were created. (Angell, part 1)
What is going on here? Is the prevalence of mental illness really that high and still climbing? Particularly if these disorders are biologically determined and not a result of environmental influences, is it plausible to suppose that such an increase is real? Or are we learning to recognize and diagnose mental disorders that were always there? On the other hand, are we simply expanding the criteria for mental illness so that nearly everyone has one? And what about the drugs that are now the mainstay of treatment? Do they work? If they do, shouldn’t we expect the prevalence of mental illness to be declining, not rising? (Angell, part 1)
To oversimplify, the thrust of several of these books is that the psychoactive drugs created the mental illnesses through the profit incentives and strategies of big pharma, rather than the diseases creating the drugs (through research and development aimed at treating the diseases).
This is over-simple, of course, since no one would question that mental illnesses exist prior to drugs. But the explosion of treated disorders like depression, anxiety, sleep disorders, and attention deficit disorder in children -- the "epidemic" to which Angell refers -- seems to conform to the reverse order. Deliberate strategies of marketing, influence on physicians, and influence on guiding medical documents such as the DSM seem to have produced a much larger patient base in specific mental disorders, with large profits accruing to pharma as a consequence.  (Ian Hacking looks at the degree to which mental illnesses are socially constructed in The Social Construction of What?.)

Here is the main thrust of the interpretation offered by the books that Angell reviews:
First, [the authors] agree on the disturbing extent to which the companies that sell psychoactive drugs—through various forms of marketing, both legal and illegal, and what many people would describe as bribery—have come to determine what constitutes a mental illness and how the disorders should be diagnosed and treated. (Angell, part 1)
A couple of pieces of evidence are especially pertinent in support of this telling of the story. One is the observation that psychiatrists as a profession are the largest beneficiaries of funding by pharma, by a large margin.
As psychiatry became a drug-intensive specialty, the pharmaceutical industry was quick to see the advantages of forming an alliance with the psychiatric profession. Drug companies began to lavish attention and largesse on psychiatrists, both individually and collectively, directly and indirectly. They showered gifts and free samples on practicing psychiatrists, hired them as consultants and speakers, bought them meals, helped pay for them to attend conferences, and supplied them with “educational” materials. When Minnesota and Vermont implemented “sunshine laws” that require drug companies to report all payments to doctors, psychiatrists were found to receive more money than physicians in any other specialty. The pharmaceutical industry also subsidizes meetings of the APA and other psychiatric conferences. About a fifth of APA funding now comes from drug companies.
Drug companies are particularly eager to win over faculty psychiatrists at prestigious academic medical centers. Called “key opinion leaders” (KOLs) by the industry, these are the people who through their writing and teaching influence how mental illness will be diagnosed and treated. They also publish much of the clinical research on drugs and, most importantly, largely determine the content of the DSM. In a sense, they are the best sales force the industry could have, and are worth every cent spent on them. Of the 170 contributors to the current version of the DSM (the DSM-IV-TR), almost all of whom would be described as KOLs, ninety-five had financial ties to drug companies, including all of the contributors to the sections on mood disorders and schizophrenia.  (Angell, part 2)
A second piece of evidence is a recounting of the drafting of the Diagnostic and Statistical Manual of Mental Disorders (DSM) through five editions, especially the third edition. In each case there is a strong suggestion of swaying of medical and scientific opinion through financial incentives.
These efforts to enhance the status of psychiatry were undertaken deliberately. The APA was then working on the third edition of the DSM, which provides diagnostic criteria for all mental disorders. The president of the APA had appointed Robert Spitzer, a much-admired professor of psychiatry at Columbia University, to head the task force overseeing the project. The first two editions, published in 1952 and 1968, reflected the Freudian view of mental illness and were little known outside the profession. Spitzer set out to make the DSM-III something quite different. He promised that it would be “a defense of the medical model as applied to psychiatric problems,” and the president of the APA in 1977, Jack Weinberg, said it would “clarify to anyone who may be in doubt that we regard psychiatry as a specialty of medicine.”
When Spitzer’s DSM-III was published in 1980, it contained 265 diagnoses (up from 182 in the previous edition), and it came into nearly universal use, not only by psychiatrists, but by insurance companies, hospitals, courts, prisons, schools, researchers, government agencies, and the rest of the medical profession. Its main goal was to bring consistency (usually referred to as “reliability”) to psychiatric diagnosis, that is, to ensure that psychiatrists who saw the same patient would agree on the diagnosis. To do that, each diagnosis was defined by a list of symptoms, with numerical thresholds. For example, having at least five of nine particular symptoms got you a full-fledged diagnosis of a major depressive episode within the broad category of “mood disorders.” But there was another goal—to justify the use of psychoactive drugs. The president of the APA last year, Carol Bernstein, in effect acknowledged that. “It became necessary in the 1970s,” she wrote, “to facilitate diagnostic agreement among clinicians, scientists, and regulatory authorities given the need to match patients with newly emerging pharmacologic treatments.”  (Angell, part 2)
Another element of the strategy used by the drug companies to promote their products, according to these authors, is the selective way that clinical studies are used in order to establish the safety and effectiveness of a given psychoactive drug:
For obvious reasons, drug companies make very sure that their positive studies are published in medical journals and doctors know about them, while the negative ones often languish unseen within the FDA, which regards them as proprietary and therefore confidential. This practice greatly biases the medical literature, medical education, and treatment decisions. (Angell, part 1)
What this story made me think of was ... slime molds. Here's what I mean. Japanese researchers have discovered that certain examples of optimizing processes can be simulated with slime molds and food supplies distributed across space. Here is an example of this research in the context of rail networks: the researchers found that a colony of slime mold essentially reproduces the configuration of existing rail networks when food is distributed in a configuration mirroring major cities (Tero et al 2010; link, link). Here is the experiment based on the configuration of cities around Tokyo:



After about a day of growth, the slime mold has established a network of tunnels connecting the food supplies, and this network looks strikingly similar to the configuration of Japanese railroads in the region.

So here's the question for consideration here: what if we attempted to model the system of population, disease, and the pharmaceutical industry by representing pharma as the slime organism and the disease space as a set of disease populations with different profitability characteristics? Would we see a major concentration of pharma slime around a few high-frequency, high profit disease-drug pairs? Would we see substantial underinvestment in pharma slime on low frequency low profit "orphan" disease populations? And would we see hyper-concentrations around diseases whose incidence is responsive to marketing and diagnostic standards?

I'm just speculating here, but I'm guessing that a Petri dish designed with these characteristics would produce the outcome described in the books included in the Angell reviews: a hyper-concentration of the slime organism around the "plastic" diseases that display positive feedback from marketing to incidence.  Essentially the model would suggest that the pharma industry "grows" into the space of emerging diseases, making investments in research and marketing that allow for growth of revenues around the disease segments of the population.

I suppose that this thought experiment simply supports a dismal but familiar finding: that profit-maximizing firms will aggressively seek out new sources of profits; that they will be particularly interested in opportunities where the possibility exists of strategically increasing the demand market; and that they will find creative ways of inducing other actors to behave in ways that enhance their business interests. Unfortunately, in this case the business optimal outcome seems to have very negative consequences for public health. And it seems to cast some doubt on the ability of professional ethics and conflict of interest policies to keep the medical profession as a whole on the track of placing the patient's health as the highest priority.

(I think this thought experiment could be recast as an agent-based simulation, with similar results.)

Thursday, December 17, 2009

Merton's sociology of science



The organized study of "science" as an epistemic practice and a knowledge product has taken at least three major forms in the past century: the philosophy of science, the history of science, and the sociology of science.  Philosophers have been primarily interested in the logic of scientific inquiry and the rational force of scientific knowledge.  Historians have been interested in the circumstances, both external and internal, through which important periods of the growth of scientific knowledge have occurred -- the Newtonian revolution, the Darwinian revolution, the "discovery" of cold fusion (above).  And sociologists have been interested in examining the norms and organizations through which "science" is practiced -- how young scientists are trained, how collaboration and competition work within a scientific discipline or a laboratory, how results are assessed and communicated.

And because the intellectual frameworks within which philosophers, historians, and sociologists have been educated differ substantially, these meta-disciplines of the study of science are significantly different as well.  The philosophers are largely interested in the quality of the product -- the rational force of a given body of scientific knowledge.  The historians are interested in the contingencies of development of a given field.  And the sociologists are interested in the social processes that lead to the creation of a body of scientific knowledge; they are inclined to "bracket" the epistemic standing or truth-value of the theories and hypotheses that a tradition has produced.

Robert Merton was one of the giants of American sociology.  One of his core contributions had to do with his efforts to define the subject matter and methodology of the sociology of science.  A volume of Merton's essays from the 1930s through 1960s on the sociology of science appeared in 1971, The Sociology of Science: Theoretical and Empirical Investigations, and these essays are worth re-reading today.  Here are some of Merton's formulations of the task of the sociology of science in "The Neglect of the Sociology of Science" (1952):
Numerous works ... have variously dealt with one or another part of the subject [of the sociology of science].  But these ... have not examined the linkage between science and social structure by means of a conceptual framework that has proved effective in other branches of sociology. (210)
Among current introductory textbooks in sociology ... all deal at length with the institutions of family, state, and economy, many with the institution of religion, but very few indeed with science as a major institution in modern society. (211)
Unlike the pattern in solidly established disciplines, in the sociology of science, facts are typically divorced from systematic theory.  Empirical observation and hypothesis do not provide mutual assistance.  Not having that direct bearing on a body of theory which makes for cumulative knowledge, the empirical studies that have been made, from time to time, by natural scientists have resulted in a thin scattering of unconnected findings rather than a chain of closely linked findings. (212-13)
So the goal of the sociology of science is to examine the linkage between science and social structure using the "conceptual frameworks" of sociology.  The sociology of science needs to be based on empirical observation -- i.e. it cannot be a purely conceptual discipline.  But it must possess an appropriate framework of sociological theory within the context of which empirical observations of scientific practice can be explained.

Several ideas were particularly important in Merton's efforts to conceptualize the processes of science:
  • the importance of discovering the norms that underlay the research and thinking of scientists in a given field (the ethos of science); ("the emotionally toned complex of rules, prescriptions, mores, beliefs, values and presuppositions that are held to be binding upon the scientist")
  • the internal social structure of various scientific disciplines (training, communication, information flow, evaluation)
  • the incentives that exist within the scientific disciplines that constitute the driving force for scientists to aggressively pursue publishable results; the reward system.  How do the imperatives of the ethos and the institutions of science come together to determine the patterns of behavior of the individual working scientist?  
One of Merton's key methodological contributions was the idea that it was possible to observe and measure the institutions of science through careful empirical examination of the biographies, journals, and other objective markers of scientific activity. (This is what he refers to as the conceptual framework of sociology.)  He repeatedly attempts to quantify and measure the activities of science -- publication rates, inventions, numbers of scientists in a field, and so forth.  For example, in "Changing Foci of Interest in the Sciences and Technology" (1938) he attempts to estimate the pattern of shifting scientific interest in England over the period of 1665-1702 by counting the numbers of articles to be published in various areas of science (tables 3-4). He finds that the physical and formal sciences fall in frequency during this time period, while the life sciences rise significantly (201).  How should we explain this shift in the interests of the scientific community?  Merton advocates a sociological cause.  Referring back to Rickert and Weber, he argues that this shift is likely to be linked to the broader societal interests of the time period:
Scientists often choose problems for investigation that are vitally linked with major values and interests of the time.  Much of this study will examine some of the extra-scientific elements which significantly influenced, if they did not wholly determine, the foci of scientific interest. (203)
Another of Merton's key ideas is the role of the reward system of science, which he takes to be the motor of scientific change:
Like other institutions, the institution of science has developed an elaborate system for allocating rewards to those who variously live up to its norms.... The evolution of this system has been the work of centuries, and it will of course never be finished.  (297)
And he finds that this reward system gives great weight to originality and priority -- which leads to the recurring phenomena of priority disputes, fraud, and plagiarism in science (309).  And it leads as well to the phenomenon of multiple discovery by independent researchers:
The pages of the history of science record thousands of instances of similar discoveries having been made by scientists working independently of one another.  Sometimes the discoveries are simultaneous or almost so; sometimes a scientist will make anew a discovery which, unknown to him, somebody else had made years before.  Such occurrences suggest that discoveries become virtually inevitable when prerequisite kinds of knowledge and tools accumulate in man's cultural store and when the attention of an appreciable number of investigators becomes focused on a problem, by emerging social needs, by developments internal to the science, or by both. (371)
A final topic of interest in Merton's sociology of science is his treatment of "peer review".  Here is how he describes this part of the institutions of science in "Institutionalized Patterns of Evaluation in Science" (1971):
The referee system in science involves the systematic use of judges to assess the acceptability of manuscripts submitted for publication.  The referee is thus an example of status judges who are charged with evaluating the quality of role-performances in a social system.  They are found in every institutional sphere. (460)
So we might encapsulate Merton's intellectual framework for the sociology of science in a few basic ideas: the sociologist needs to find ways of observing scientific practice empirically; the conduct of science is driven by the values that the institutions of science inculcate and enforce; the incentives created by the scientific institutions shape and motivate the behavior of scientists; and the product of science is the result of the constrained activities of scientists shaped and motivated in these particular ways.  So the sociologist needs to discover and document the values, he/she needs to uncover the evaluation mechanisms, and he/she needs to discover in detail how innovations and theories have emerged in specific research environments.

What this description leaves out from a contemporary perspective might include:
  • analysis of social networks of collaboration and communication among scientists
  • analysis of the institutions of training through which scientists learn their craft
  • content analysis of the results of scientific inquiry -- recurring features of theory and explanation within specific research traditions
(Trevor Pinch is an important contemporary contributor to current sociology of science and is one of the editors of the 1995 volume, Handbook of Science and Technology Studies. Here is a link to his syllabus for a seminar on the sociology of science that indicates how he conceptualizes the discipline.)

Sunday, November 2, 2008

Are there "social kinds"?

Philosophers of science sometimes define the idea of a natural kind as "a group of things that share a fundamental set of causal properties." Examples might be "gold," "metal," and "protein molecule." And some philosophers assume that scientific realism means being realist about natural kinds. Do the typical concepts used in the social sciences succeed in identifying a social analog to natural kinds, which might be referred to as "social kinds"? And if not, is it possible to be realist about the social world but anti-realist with respect to "social kinds"?

First, what is involved in being “realist” in connection with the historical and human sciences? It is to assert several independent things: first, that there is the possibility of (fallibly) objective knowledge of social facts; second, that there are “social facts” to be known – that is, there are some mind- or interpretation-independent things that happen and can be the subject of knowledge; and third (questionably), that there are categories of higher-level social entities that “really” exist in the way that some philosophers say that natural kinds exist. It is entirely defensible to be a scientific realist in the social sciences, and I want to support the first two ideas but to argue against the third.

Concepts are of course essential to social knowledge. The heart of social inquiry has to do with coming up with concepts that allow us to better understand social reality: for example, racism, patterns of behavior, free market, class consciousness, ethnic identities. Theory formation in the social sciences largely consists of the task of constructing concepts and categories that capture groups of social phenomena for the purpose of analysis. But even the most successful social concepts do not identify groups of phenomena that could be called a "social kind." High-level social concepts that serve to pick out groups of social phenomena—states, riots, property systems—generally do not refer to causally homogeneous bodies of social phenomena; instead, each of these is composed of individual social formations with their own history and circumstances. There is no uniform causal constitution that underlies all states or riots. The philosophical notions of “family resemblance” and “cluster concepts” serve better to characterize these high-level social concepts than does “natural kind”.

Examples of what might have been thought to be social kinds might include concepts such as these: proletariat, underclass resentment, revolutionary situation, racism; liberal representative states; fascism; feudalism; bureaucratic state. But I hold that these are not kinds in the strong sense that philosophers of the natural sciences have in mind. Rather, they are plastic, variable, opportunistic, individually specific instantiations across a variety of human contexts. We need to be able to identify some topics of interest, so we need language and concepts; but we must avoid reifying the concepts and thinking they refer to some underlying discoverable essence. (Think of how Chuck Tilly conceptualizes riot, rebellion, and resistance in terms of “contentious politics.” Rightly, he avoids the idea that there is one common thing going on in these instances across time, history, and place; his goal is to identify a medium-sized body of causal mechanisms that bundle together in various contexts to give rise to one signature of contention or another.)

The discovery of causal processes is essential to social explanation -- not the discovery of high-level uniform categories of social events or structures. We explain social outcomes best when we can uncover the causal mechanisms that gave rise to them. However, most social ensembles are the result of multiple causal mechanisms, and their natures are not common, simple, or invariant. “States” embody mechanisms of social control. But as Tolstoy said about unhappy families, every state manages its contention in somewhat different ways. So we can’t and shouldn’t expect common causal properties across the class of “states”. And this is directly relevant to the central point here: the "state" is not a social kind, and there is no simple theory that encapsulates its causal properties.

This approach has specific implications for the conduct of the social sciences. For example, political science and the study of different types of states: we can identify common mechanisms, sub-institutions, building blocks, etc., that recur in different political systems. And we can offer causal explanations of specific states in particular historical circumstances -- for example, the Brazilian state in the 1990s. But we cannot produce strong generalizations about “states” or even particular kinds of states -- for example, “developing states”. Or at least, the generalizations we find are weak and exception-laden. Rather, we must build up our explanations from the component mechanisms and institutions found in the particular cases.

So here is a moderate form of scientific realism that is well suited to the nature of the social world: be realist about social mechanisms but not about social kinds. Be realist and empiricist in epistemology: we can arrive at rationally justified beliefs about social mechanisms. And be a skeptic or nominalist about social kinds. There are no macro or molar-level social kinds.

 
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