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Citation Justice in STEMM

Auditing your citations

Taking a close look at the sources you've collected for any bibliography you've created is the first step to determine if there is more that can be done to diversify your citations. Auditing your citations involves trying to determine the identities of the authors you are citing. There is no fail proof way to do this as authors names don't necessarily reflect their gender or racial identity. Additionally, other aspects of identity, such as sexual orientation, (dis)ability status, socioeconomic background, etc. can not be determined by name. Nonetheless, becoming aware of the possible identities of the authors you are citing can be an eye opening experience.

You can use a spreadsheet such the Critical Citation Tracking tool to help you keep track of the information collected, or, if you are using a citation management tool, you can tag your articles with pertinent information. The Manchester Metropolitan University also has great information that you can use to guide you through the process.

To manually audit your citations, try looking up the authors in your bibliography to see if they have a website at their institution, a Google Scholar profile, ResearchGate or LinkedIn, etc.

Below are some tools that can help automate this process. 

Resources for finding diverse sources

People in different disciplines have done work to amplify the work of underrepresented scholars, either through professional associations/networks, or by compiling databases of individuals. Below are some resources that can introduce you to the work of researchers you weren't previously aware of!

Interdisciplinary resources

  • 500 Queer Scientists - A visibility campaign for LGBTQ+ people and their allies working in STEM

  • 500 Women Scientists - Organization that seeks to serve society by making science open, inclusive, and accessible and transform society by fighting racism, patriarchy, and oppressive societal norms. They have a number of different programs/resources including a guide to organizing inclusive scientific meetings, and the gage database a global search platform where people seeking brilliant voices in science can discover women and gender-diverse folks in STEMM.

  • Advancing Indigenous People in STEM - Organization focused on increasing the representation of Indigenous peoples of North America and the Pacific Islands.

  • Anti-Colonial Research Library - a collection of open-access articles and books, websites, and YouTube videos on Indigenous and anti-colonial research methodologies.

  • Canadian Black Scientists Network - CBSN exists to Elevate, make Visible, Celebrate and Connect Black Canadians in Science, Technology, Engineering, Mathematics & Medicine (STEMM) across sectors.

  • Cite Black Authors - We seek to enhance recognition and citation of black academic voices. Our approach requires a shift from traditional citation practices that are passive and white-centric to active citation practices that both quantify and equilibrate racial representation.

  • Diverse Sources - Search this database of experts to include more underrepresented voices and perspectives in your science, health and environment work.

  • Diverse speakers in STEM lists - a list of databases of STEM experts from minoritized groups by field.

  • Diversify STEM Conferences - a list of prominent underrepresented researchers across every field of STEM and Medicine.

  • SACNAS Biography Project: Advancing Chicanos/Hispanics & Native Americans in Science - includes biographies of first person stories by and about Chicano/Hispanic and Native American scientists.

Subject specific resources

Astronomy

Chemistry

Engineering

Health

Neuroscience

Additional resources

  • The Alternative Reading List Project - Launched and run by a group of Oxford students from a variety of faculties and levels of higher education, the focus is particularly on the arts, social sciences, and the humanities. The aim is to promote diversity across the different curricula.
  • Center for Open Science - The Center for Open Science was founded to start, scale, and sustain open research practices that will democratize access to research, improve inclusion of all stakeholders, enhance accountability to research integrity, facilitate the self-corrective process of science, expand transparency and sharing of all research content, and improve research rigor and reproducibility.
  • Native Land Digital - A searchable global map of Indigenous territories, languages, and treaties. Native Land Digital is Indigenous-led and strives to go beyond old ways of talking about Indigenous people and to develop a platform where Indigenous communities can represent themselves and their histories on their own terms.
  • Open Syllabus Project - Open Syllabus is a non-profit research organization that collects and analyzes millions of syllabi to support novel teaching and learning applications. Open Syllabus currently has a corpus of twenty-one million English-language syllabi from 140 countries. Open Syllabus was founded at The American Assembly, a public policy institute associated with Columbia University. It has been independent since 2019. Note requires an account to access the syllabi.
  • Tahatikonhsontóntie’: Quebec Network Environment for Indigenous Health Research - A space for Indigenous communities, elders, youth, researchers, and knowledge users to unite for health promotion, community-led participatory research, and capacity enhancement. QcNEIHR's Horizontal Approach prioritizes Indigenous self-determination in research, emphasizing relationality and knowledge networks. The QcNEIHR is one of nine Network Environments for Indigenous Health Research (NEIHR).

Academic databases for finding diverse sources

Most researchers rely on a small number of academic databases for finding scholarly articles -  whether it be PubMed for the health sciences, Inspec for engineering, SciFinder for chemistry, or a multidisciplinary tool like Google Scholar. While all of these resources are powerful and useful, they come with their own biases and limitations related to which journals they decide to index.

Some things you can try when searching in a database you are already familiar with:

  • see if there are filters that allow you to limit by country or region
  • see if they allow you to limit by author affiliation or funding agency

 

Expanding the number and variety of places you search is another important step in diversifying your resources.

While many databases include international content, they often exhibit some geographical bias influenced by their location. Below are some databases featuring STEM content outside of North America or Europe.

 

See also:

Indigenous databases

Regional databases

  • PakMediNet - Search Articles published in the Medical Journals of Pakistan

International databases

Pre-print servers

Preprint servers are repositories that allow authors to post early versions of a paper ahead of publication. They are well established in some disciplines (such as physics, astronomy, and math) and are becoming more common in all STEM disciplines. Searching pre-print servers allow you to access new research quickly which can impact bibliometrics like citation counts (Fraser, N. et al, 2019).

The preprint servers below are either organized around subject area or geography. You can find additional repositories in the Directory of Open Access Preprint Repositories, the OSFPreprints directory, and the Preprint Citation Index (Web of Science).

Preprint repositories by region

  • AfricArXiv - With AfricArxiv, researchers across the continent have a dedicated platform to disseminate their findings, making them accessible to a global audience.
  • ArabXiv - Arabic preprint server. (NOTE ArabXiv is no longer accepting new submissions, but all existing content in the repository remains accessible.)
  • ChinaXiv - ChinaXiv is an open repository and distribution service for scientific researchers in the field of natural science, which accepts scholarly preprints and conditionally accepts published articles. It is maintained and operated by National Science Library, Chinese Academy of Science.
  • indiaRxiv - Preprints Repository Service for India is a community initiative managed by Open Access India.
  • SciELO Preprints - Preprints from Latin America, Iberian Peninsula, and South Africa. There is no peer review of manuscript posted as preprints and there is no implied endorsement or qualification of the manuscript by SciELO.

Preprint servers by subject

  • agriRxiv - agriRxiv is a free, open access source of unpublished preprints across the agricultural sciences.
  • arXiv - Open access to 1,626,011 e-prints in the fields of physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering and systems science, and economics.
  • bioRxiv - bioRxiv (bio-archive) is a free online archive and distribution service for unpublished preprints in the life sciences. Articles are not peer-reviewed, edited, or typeset before being posted online.
  • ChemRxiv - ChemRxiv gives researchers across a broad range of fields related to the chemical sciences the opportunity to share early results with colleagues and receive recommendations for improvement, ahead of formal peer review and publication.
  • EarthArXiv - EarthArXiv is a preprint server devoted to open scholarly communication. EarthArXiv publishes articles from all subdomains of Earth Science and related domains of planetary science. EarthArXiv does not evaluate the scientific quality of submissions. Instead, EarthArXiv serves as a volunteer community-driven platform for free hosting and rapid dissemination of scientific results.
  • EcoEvoRxiv - EcoEvoRxiv is a not-for-profit subject-matter specific research repository for works related to ecology, evolution and conservation. EcoEvoRxiv is an official preprint server of the Society for Open, Reliable, and Transparent Ecology and Evolutionary biology (SORTEE).
  • engrXiv - Preprint archive for engineering articles.
  • MedRxiv - Free online archive of health sciences preprints (unpublished manuscripts) including original research articles, systematic reviews and meta-analyses, data articles, and articles describing methodological research/investigations and clinical research design protocols.

Common challenges

Common challenges Potential solutions
Shouldn't I choose which papers to cite based on the quality of research rather than the authors identity? Citing good science is always important. Citation justice just asks that people do a bit of extra searching to ensure they aren't missing the good work done by minoritized scientists. The racist and patriarchal history of higher education has lead to inequity in research and publishing opportunities for non-white, non-male scientists. Correcting the resultant imbalance requires intentionality and effort. 
It's often not possible to tell the authors identity by the information available in the citation... This is true. Inferring a person's racial or gender identity based their names can be problematic. Determining other identity characteristics such as (dis)ability, socio-economic status, sexual orientation, etc. are impossible without knowing the person in question. When it's not possible to learn about a person's identities from them directly, check out the authors academic profiles (e.g. institutional website, Google Scholar, ResearchGate, etc.).
I wasn't able to find a relevant source by a scholar from an underrepresented group...
  • Try searching in alternative databases (see some of the resources listed above)
  • Ask others in your field who they are citing
  • Try searching social media for relevant (e.g. @StemTrans or #NativeandSTEM)
  • For a longer term solution - collaborate with BIPoC scientists, increasing the number of publications by scholars of colour will expand the pool of citable items
  • Ask your liaison librarian if they can help
  • If you aren't able to find an appropriate paper on a very specific topic, see if you can find something that discusses the topic a bit more broadly, these are often useful for background/introduction sections.
This sounds like a lot of extra work that I don't have time for... Many of the big databases that we use in STEM disciplines have a western, global north bias so diversifying your resources may take a bit of extra time and commitment. Hopefully some of the resources listed above can help get you started. You can also reach out to your subject librarian for some additional help.
Why does this matter when racism is systemic in our institutions?

While it is true that there is so much work to be done towards equity, diversity, and inclusion in our institution, practising citation justice is one way of starting to change the discourse in your discipline.

But impact measurements are problematic anyway, so....?

It's true! Bibliometrics, or impact measurements, are imprecise at best, but it will take time for academics and institutions of higher learning to move away from them entirely. Currently, citation counts continue to be used in hiring and promotion, until that is no longer the case practising citation justice in your research remains important!

See the Citations Politics Guide for more information on the responsible use of metrics.

When it comes to the classroom context, showing your students that you value the work of diverse scientists can go a long way!

 

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