Are natural scientists more masculine than humanists? The association patterns between 2D:4D ratio and field of study.

ABSTRACT: Natural sciences are still considered as typical male fields, while humanities are interpreted as typical female topics. Economic, social but also biological factors are discussed to influence the choice of study field. In the present study, the impact of prenatal sex hormone exposure - estimated by 2D:4D ratio - on the choice of study field was analyzed. Two hundred Viennese students between the ages 18 and 28 years were enrolled. Lengths of the index finger and the ring finger were measured directly from the hand of the participants. 2D:4D ratios were calculated. Male and female students differed significantly in 2D:4D ratio. As expected, female students showed significantly higher 2D:4D ratios than their male counterparts (p < 0.001). Male scientists and male humanists differed significantly in 2D:4D ratio. The 2D:4D of male humanists was significantly higher than that of scientists (p = 0.037). Female scientists and female humanists however, did not differ significantly in 2D:4D ratio. Both showed a typical female 2D:4D ratio. This was also true of male humanists. Consequently low prenatal androgen exposure may be associated with the choice of humanities among male students.

The gender gap in science: How long until women are equally represented?

Women comprise a minority of the Science, Technology, Engineering, Mathematics, and Medicine (STEMM) workforce. Quantifying the gender gap may identify fields that will not reach parity without intervention, reveal underappreciated biases, and inform benchmarks for gender balance among conference speakers, editors, and hiring committees. Using the PubMed and arXiv databases, we estimated the gender of 36 million authors from >100 countries publishing in >6000 journals, covering most STEMM disciplines over the last 15 years, and made a web app allowing easy access to the data (https://lukeholman.github.io/genderGap/). Despite recent progress, the gender gap appears likely to persist for generations, particularly in surgery, computer science, physics, and maths. The gap is especially large in authorship positions associated with seniority, and prestigious journals have fewer women authors. Additionally, we estimate that men are invited by journals to submit papers at approximately double the rate of women. Wealthy countries, notably Japan, Germany, and Switzerland, had fewer women authors than poorer ones. We conclude that the STEMM gender gap will not close without further reforms in education, mentoring, and academic publishing.

Exploring the relationship between the engineering and physical sciences and the health and life sciences by advanced bibliometric methods.

We investigate the extent to which advances in the health and life sciences (HLS) are dependent on research in the engineering and physical sciences (EPS), particularly physics, chemistry, mathematics, and engineering. The analysis combines two different bibliometric approaches. The first approach to analyze the 'EPS-HLS interface' is based on term map visualizations of HLS research fields. We consider 16 clinical fields and five life science fields. On the basis of expert judgment, EPS research in these fields is studied by identifying EPS-related terms in the term maps. In the second approach, a large-scale citation-based network analysis is applied to publications from all fields of science. We work with about 22,000 clusters of publications, each representing a topic in the scientific literature. Citation relations are used to identify topics at the EPS-HLS interface. The two approaches complement each other. The advantages of working with textual data compensate for the limitations of working with citation relations and the other way around. An important advantage of working with textual data is in the in-depth qualitative insights it provides. Working with citation relations, on the other hand, yields many relevant quantitative statistics. We find that EPS research contributes to HLS developments mainly in the following five ways: new materials and their properties; chemical methods for analysis and molecular synthesis; imaging of parts of the body as well as of biomaterial surfaces; medical engineering mainly related to imaging, radiation therapy, signal processing technology, and other medical instrumentation; mathematical and statistical methods for data analysis. In our analysis, about 10% of all EPS and HLS publications are classified as being at the EPS-HLS interface. This percentage has remained more or less constant during the past decade.

Age dynamics in scientific creativity.

Data on Nobel Laureates show that the age-creativity relationship varies substantially more over time than across fields. The age dynamics within fields closely mirror field-specific shifts in (i) training patterns and (ii) the prevalence of theoretical contributions. These dynamics are especially pronounced in physics and coincide with the emergence of quantum mechanics. Taken together, these findings show fundamental shifts in the life cycle of research productivity, inform theories of the age-creativity relationship, and provide observable predictors for the age at which great achievements are made.

Universality of rank-ordering distributions in the arts and sciences.

Searching for generic behaviors has been one of the driving forces leading to a deep understanding and classification of diverse phenomena. Usually a starting point is the development of a phenomenology based on observations. Such is the case for power law distributions encountered in a wealth of situations coming from physics, geophysics, biology, lexicography as well as social and financial networks. This finding is however restricted to a range of values outside of which finite size corrections are often invoked. Here we uncover a universal behavior of the way in which elements of a system are distributed according to their rank with respect to a given property, valid for the full range of values, regardless of whether or not a power law has previously been suggested. We propose a two parameter functional form for these rank-ordered distributions that gives excellent fits to an impressive amount of very diverse phenomena, coming from the arts, social and natural sciences. It is a discrete version of a generalized beta distribution, given by f(r) = A(N+1-r)(b)/r(a), where r is the rank, N its maximum value, A the normalization constant and (a, b) two fitting exponents. Prompted by our genetic sequence observations we present a growth probabilistic model incorporating mutation-duplication features that generates data complying with this distribution. The competition between permanence and change appears to be a relevant, though not necessary feature. Additionally, our observations mainly of social phenomena suggest that a multifactorial quality resulting from the convergence of several heterogeneous underlying processes is an important feature. We also explore the significance of the distribution parameters and their classifying potential. The ubiquity of our findings suggests that there must be a fundamental underlying explanation, most probably of a statistical nature, such as an appropriate central limit theorem formulation.

Clickstream data yields high-resolution maps of science.

BACKGROUND: Intricate maps of science have been created from citation data to visualize the structure of scientific activity. However, most scientific publications are now accessed online. Scholarly web portals record detailed log data at a scale that exceeds the number of all existing citations combined. Such log data is recorded immediately upon publication and keeps track of the sequences of user requests (clickstreams) that are issued by a variety of users across many different domains. Given these advantages of log datasets over citation data, we investigate whether they can produce high-resolution, more current maps of science. METHODOLOGY: Over the course of 2007 and 2008, we collected nearly 1 billion user interactions recorded by the scholarly web portals of some of the most significant publishers, aggregators and institutional consortia. The resulting reference data set covers a significant part of world-wide use of scholarly web portals in 2006, and provides a balanced coverage of the humanities, social sciences, and natural sciences. A journal clickstream model, i.e. a first-order Markov chain, was extracted from the sequences of user interactions in the logs. The clickstream model was validated by comparing it to the Getty Research Institute's Architecture and Art Thesaurus. The resulting model was visualized as a journal network that outlines the relationships between various scientific domains and clarifies the connection of the social sciences and humanities to the natural sciences. CONCLUSIONS: Maps of science resulting from large-scale clickstream data provide a detailed, contemporary view of scientific activity and correct the underrepresentation of the social sciences and humanities that is commonly found in citation data.

Erciyes University students' knowledge about AIDS: differences between students of natural and social science.

The authors' goal in this study was to assess differences in knowledge about AIDS between students of natural science (NS) and social science (SS). The authors surveyed 542 students at Erciyes University in Kayseri, Turkey, regarding their knowledge of AIDS. Some differences in knowledge about AIDS (eg, regarding the virus that causes AIDS, the diagnostic test, risk factors) existed between NS and SS students. NS students were more knowledgeable about AIDS than were SS students.

Catálogo sistemático de los anfibios presentes en la colección herpetológica del Museo Provincial de Ciencias Naturales Florentino Ameghino, Santa Fe, Argentina

Listado ordenado sistemáticamente que incluye los anfibios argentinos representados en la colección herpetológica de la sección de zoología de vertebrados del museo. Se listan 70 especies, repartidas en 7 familias que suman 1.461 ejemplares

Catálogo sistemático de los anfibios presentes en la colección herpetológica del Museo Provincial de Ciencias Naturales Florentino Ameghino, Santa Fe, Argentina

Listado ordenado sistemáticamente que incluye los anfibios argentinos representados en la colección herpetológica de la sección de zoología de vertebrados del museo. Se listan 70 especies, repartidas en 7 familias que suman 1.461 ejemplares