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Understanding causality is crucial for social scientific research to develop strong theories and inform practice. However, explicit discussion of causality is often lacking in social science literature due to ambiguous causal language. This paper introduces a text mining model fine-tuned to extract causal sentences from full-text social science papers. A dataset of 529 causal and 529 non-causal sentences manually annotated from the Cooperation Databank (CoDa) was curated to train and evaluate the model. Several pre-trained language models (BERT, SciBERT, RoBERTa, LLAMA, and Mistral) were fine-tuned on this dataset and general-purpose causality datasets. Model performance was evaluated on held-out social science and general-purpose test sets. Results showed that fine-tuning transformer models on the social science dataset significantly improved causal sentence extraction, even with limited data, compared to the models fine-tuned only on the general-purpose data. Results indicate the importance of domain-specific fine-tuning and data for accurately capturing causal language in academic writing. This automated causal sentence extraction method enables comprehensive, large-scale analysis of causal claims across the social sciences. By systematically cataloging existing causal statements, this work lays the foundation for further research to uncover the mechanisms underlying social phenomena, inform theory development, and strengthen the methodological rigor of the field.
In recent years, there has been a global trend among governments to provide free and open access to data collected by Earth-observing satellites with the purpose of maximizing the use of this data for a broad array of research and applications. Yet, there are still significant challenges facing non-remote sensing specialists who wish to make use of satellite data. This commentary explores an illustrative case study to provide concrete examples of these challenges and barriers. We then discuss how the specific challenges faced within the case study illuminate some of the broader issues in data accessibility and utility that could be addressed by policymakers that aim to improve the reach of their data, increase the range of research and applications that it enables, and improve equity in data access and use.
What are the distinctive characteristics of the discipline of history? How do we teach those characteristics effectively, and what benefits do they offer students? How can history instructors engage an increasingly diverse student body? Teaching History in Higher Education offers instructors an innovative and coherent approach to their discipline, addressing the specific advantages that studying history can bring. Edward Ross Dickinson examines the evolution of methods and concepts in the discipline over the past two hundred years, showing how instructors can harness its complexity to aid the intellectual engagement of their students. This book explores the potential of history to teach us how to ask questions in unique and powerful ways, and how to pursue answers that are open and generative. Building on a coherent ethical foundation for the discipline, Teaching History in Higher Education presents a range of concrete techniques for making history instruction fruitful for students and teachers alike.
This chapter examines first the gradual infiltration of logical empiricism into British philosophy during the 1930s, mainly through lectures by Schlick and Carnap, and not necessarily in accordance with Neurath’s ideas. L. Susan Stebbing played an important role as mediator, although she reflected on differences between the Viennese and the British analytical approaches. A. J. Ayer’s bestselling book Language, Truth, and Logic prepared the ground to some extent, but, by the time Neurath arrived to give a series of lectures at Oxford University, philosophers were mostly absent serving in the war. Neurath’s lectures are reconstructed from his notes, and the changes and developments in his philosophy of science are examined, also with reference to his monograph Foundations of the Social Sciences. We show that Neurath’s late work adapted to British sociological and anthropological thinking, often at the cost of bitter debates with old friends, such as Rudolf Carnap.
Changing human behaviours is a key facet of addressing global environmental issues. There are many factors (i.e. determinants) that could influence whether an individual engages in pro-environmental behaviour, and understanding these determinants can improve efforts to protect and restore the natural environment. However, despite published criticism of poor survey design, there is little practical guidance on how to capture these determinants accurately in closed-answer surveys (those with predefined answer options). A recent literature review summarized behavioural determinants of pro-environmental behaviour. We build on this by providing practical insights into how 17 key pro-environmental behavioural determinants can be measured through closed-answer surveys. We reviewed 177 papers published during 2013–2023 that met the criteria for inclusion. These papers captured 624 measurements of the 17 determinants. We found seven types of question formats used, including scales (Likert scales, semantic scales and a pictorial scale), multiple-choice questions (where respondents could select either one or more answer options), binary questions and ranking questions. We then synthesized design considerations both specifically for each format and more broadly across surveys. These considerations included using validated measures, reducing cognitive burden and biases (e.g. social desirability bias, order effects, recall bias), selecting the question format (e.g. different formats of multiple-choice or binary questions) and using best practices for scale questions. The insights collected through this review provide practical advice for developing closed-answer surveys that robustly and usefully measure key determinants of pro-environmental behaviour.
The final chapter draws some conclusions about the nature and status of stylistics as a subdiscipline of linguistics and the many and varied ways in which stylistics can impact on human society and life. The chapter ends with a ‘manifesto’ which makes the case for stylistics developing a clear identity which will allow its connection with other disciplines to be a mutually enriching relationship. The authors hope that both established scholars and those new to the field will find the chapter useful in reflecting on their own practice.
Suppose you are running a company that provides proofreading services to publishers. You employ people who sit in front of screens, correcting written text. Spelling errors are the most frequent problem, so you are motivated to hire proofreaders who are excellent spellers. Therefore, you decide to give your job applicants a spelling test. It isn’t hard: throw together 25 words, and score everyone on a scale of 0–25. You are now a social scientist, a specialist called a psychometrician, measuring “spelling ability.”
The reader should be officially informed that in this chapter I take leave of the widely accepted consensus about nature–nurture. This is not a textbook, and everything that I have said up to now has been very much my own take on things, but for the most part I have not strayed far from what most scientists would say about the intellectual history of nature and nurture. Not everyone perhaps, but most people agree that Galton was a racist, eugenics a moral and scientific failure, heritability of behavioral differences nearly universal, heritability a less than useful explanatory concept, twin studies an interesting but ultimately limited research paradigm, and linkage and candidate gene analysis of human behavior decisive failures.
Has it always been the case that living people must struggle with the moral failings of their dead ancestors, or is that a special burden that has been placed on the shoulders of citizens and scientists living in contemporary Europe and North America? Recently, the culture feels as though it is being torn apart by this question. I was taught in grade school that the United States is the greatest country in the world, the land of the free and the home of the brave, where anyone could be a millionaire or president if they put in the effort. It is hardly radical to recognize that this is less than true today and isn’t even close to true historically, especially if one is not white, Christian, and male.
Notwithstanding Galton’s admonition to count everything, counting is just a tool; it is no more science than hammering is architecture. One hundred years after Galton, Robert Hutchins remarked, contemptuously, that a social scientist is a person who counts telephone poles. The obvious way to turn counting into science is by conducting experiments, that is by manipulating nature and observing what the consequences are for whatever one is counting. Gregor Mendel, for example, was certainly a counter – he counted the mixtures of smooth and wrinkled peas in the progeny of the pea plants he intentionally crossed. What made Mendel’s work science was the intentional crossing of the plants, not the counting itself. It would have been much more difficult – perhaps impossible – to observe the segregation and independent assortment of traits by counting smooth and wrinkled peas in the wild.
Why is divorce heritable? It’s clear that it is heritable, in the rMZ > rDZ sense. I hope I have convinced you that the heritability of divorce doesn’t mean that there are “divorce genes,” or that divorce is passed down genetically from parents to children, but seriously: how does something like that happen? I am aware that my constant minimizing of the implications of heritability can seem as though I am keeping my finger in the dike against an inevitable onslaught of scientifically based genetic determinism, the final Plominesque realization that our genes make us who we are, the apotheosis of Galton’s proclamation in 1869: “I propose to show … that a man’s natural abilities are derived by inheritance, under exactly the same limitations as are the form and physical features of the whole organic world” (Hereditary Genius, p. 1).
Robert Plomin, whose name has come up a few times already, is unquestionably the most important psychological geneticist of our time. Trained in social and personality psychology at the University of Texas at Austin in the 1970s (my graduate alma mater, though we didn’t overlap), he went on to faculty positions at the University of Colorado and the Pennsylvania State University (both major American centers for behavior genetics) before moving to London to take a position at the Institute of Psychiatry. Plomin’s career has embodied the integration of behavioral genetics into mainstream social science and psychology. Everywhere Plomin has been, he has initiated twin and adoption studies, many of which continue to make contributions today. Although genetics has always played a central role in Plomin’s research, you would never mistake his work for that of a biologist or quantitative geneticist: he (like me) has always been first and foremost a psychologist.
The Second World War marked a turning point for what was considered acceptable in genetics and its implications for eugenic and racially motivated social policies. To be sure, the change in attitude was not quick or decisive. Tens of thousands of Americans were sterilized involuntarily after the war. Anti-black racism, antisemitism, and anti-immigrant sentiment, needless to say, persisted for a long while and have not yet been eliminated; interracial marriage was still illegal in much of the country during my lifetime. But – and despite the foot-dragging, I think this needs to be recognized as an advance – it slowly became less and less acceptable to adopt openly eugenic or racist opinions in public or to justify them based on science. Retrograde attitudes about such things persist to this day, but they have mostly been relegated to the fringes of scientific discourse.
Many people outside of psychology and biology come to the subject of nature–nurture because of an interest in race. That is unfortunate, but I get it. People, especially in the United States, are obsessed with race, for obvious reasons: American history is indelibly steeped in racial categories. The two foundational failures of the American experience – genocide of Indigenous Americans and enslavement of Africans – happened because of race and racism. Even today in the United States, people of all persuasions think about race all the time, whether as hereditarian racists convinced that there are essential biological differences among ancestral groups, progressives fascinated by personal identity and the degradations that non-white people still experience, or the dozens of racial and ethnic categories obsessively collected by the U.S. census.
Let’s summarize where the nature–nurture debate stood as the twentieth century drew to a close. When the century began, thinkers were faced for the first time with the hard evolutionary fact that human beings were not fundamentally different biologically than other evolved organisms. Galton and his eugenic followers concluded that even those parts of human experience that seemed to be unique – social, class, and cultural differences; abilities, attitudes, and personal struggles – were likewise subsumed by evolution and the mammalian biology it produced. People and societies could therefore be treated like herds of animals, rated on their superior and inferior qualities, bred to maintain them, treated to fix them, and culled as necessary for the good of the herd. Not every mid-century moral disaster that followed resulted from their misinterpretation of human evolution, but it played a role. Society has been trying to recover from biologically justified racism, eugenics, and genocide ever since.
The theory of evolution, as espoused by Charles Darwin in The Origin of Species in 1859, was difficult to accept for religious believers whose assumptions about the world were shattered by it, but Darwin’s The Descent of Man, published 12 years later, posed even greater challenges to people who did accept it, and those challenges continue today. It has often been noted that a disorienting consequence of the Enlightenment was to force people to recognize that humans were not created at the center of the universe in the image of God, but instead on a remote dust-speck of a planet, in the image of mold, rats, dogs, and chimps. For the entirety of recorded history, moral beliefs about humans had been based on the idea that people were in some fundamental sense apart from the rest of nature. Darwin disabused us of that notion once and for all. The scientific and social upheaval that has occurred since Darwin has been an extended process of coming to terms with a unification of humans and the rest of the natural world.
There are arguably few areas of science more fiercely contested than the question of what makes us who we are. Are we products of our environments or our genes? Is nature the governing force behind our behaviour or is it nurture? While it is now widely agreed that it is a mixture of both, discussions continue as to which is the dominant influence. This unique volume presents a clear explanation of heritability, the ongoing nature versus nurture debate and the evidence that is currently available. Starting at the beginning of the modern nature-nurture debate, with Darwin and Galton, this book describes how evolution posed a challenge to humanity by demonstrating that humans are animals, and how modern social science was necessitated when humans became an object of natural science. It clearly sets out the most common misconceptions such as the idea that heritability means that a trait is 'genetic' or that it is a justification for eugenics.
Over the course of the 1980s and 1990s, same-sex couples had become visible as partners and parents, as well as integral members of straight families. This chapter demonstrates how these previous victories on behalf of the queer family made marriage equality possible. When the movement for marriage equality began, advocates emphasized that allowing same-sex couples to marry was a matter of ensuring justice and equality. However, that argument failed to persuade decisionmakers, who instituted same-sex marriage bans around the country. Advocates were only able to gain legal ground when they began emphasizing how discrimination harmed longstanding, devoted same-sex couples, the children they raised, and the straight parents who loved them. They were able to stake these claims because gay- and lesbian-headed households already existed, thanks to years of family-centered strategies. Although marriage equality is the queer rights movement’s best-known success, it came as a postscript to decades of family-centered strategies.
Why do many postpositivists caricature contemporary social science? Why make incorrect claims, for instance about social scientists avoiding values? Why discuss features that often no longer matter, such as seeking laws or predictions? Why reject extreme forms of social science without discussing more sensible forms? Why say little or nothing about scientific methodology, which is a great strength of recent social science? To explain such oversights and caricatures, philosophical analysis will not suffice. These are not isolated intellectual errors, but systematic ones, made by numerous scholars and fostered by social practices and institutional conventions. We thus need ideological analysis, which specializes in explaining institutionalized systems of belief. Speculative explanations are offered for postpositivist caricatures, including not only psychological factors, but also external ones (for example, the arrogance of many social scientists), limitations of language (for example, the ambiguity of the term ‘methodology’), rhetorical strategies (for example, genealogical approaches), and conventions (for example, bad citation practices).
W. E. B. Du Bois is widely regarded as the foundational Black social scientist in the United States. He lived during a historical period when social science was predominantly considered the creation and domain of White scholars. In primary sociology texts, Du Bois is typically mentioned in passing, often as the sole Black social scientist acknowledged in social science historiography. At the other end of the spectrum, many Black social scientists today begin their exploration with Du Bois, recognizing his brilliant and groundbreaking contributions. However, both of these approaches seemingly imply that there were no notable Black social scientists before Du Bois. This paper aims to challenge that assumption by examining early nineteenth-century Black social science through the lens of James McCune Smith. Despite being a close friend to prominent figures like Frederick Douglass, Gerrit Smith, John Brown, and Alexander Crummell, McCune Smith has been relegated to a historical footnote in most accounts, except in a few recent notable works.