A typical systematic search includes searches of:
At minimum, you should include three databases. In the health sciences, the most common combination disciplinary databases are MEDLINE (searched via PubMed or Ovid MEDLINE) and Embase. For an interdisciplinary databases, searchers generally choose Web of Science or Scopus. The tabs in this box provide links to these and other recommended databases.
Databases have different interfaces, syntaxes, and controlled vocabulary. Your core search will need to be translated, or adapted, to the other databases you choose to search.
MEDLINE is the largest biomedical database in the world. The Ovid interface offers more advanced searching functionality than PubMed, and is often used in comprehensive literature review projects. To sign in click "Open Athens | Institutional" under the Login button.
Other database in the health sciences:
Provides access to the Cochrane Database of Systematic Reviews; the Cochrane Central Register of Controlled Trials (CENTRAL), a highly concentrated source of reports of randomized and quasi-randomized controlled trials; and Cochrane Clinical Answers, which are readable, digestible, clinically focused entry points to rigorous research from Cochrane Reviews.
Indexes and abstracts over 900 journals in Education in addition to those journal articles and documents found in ERIC.
"Information produced on all levels of government, academia, business and industry in electronic and print formats not controlled by commercial publishing i.e. where publishing is not the primary activity of the producing body." (ICGL Luxembourg definition, 1997, expanded in New York, 2004)
Common grey literature sources include, but are not limited to: trial registrations and trial data, government documents, regulatory information, guidelines, technical reports, white papers, annual reports, preprints, patents, unpublished studies, theses and dissertations, conference materials, data sets and statistics, NGO reports, and fact sheets. Web content such as blog and social media posts, slide decks, videos, and organizational or government websites would also fall under this umbrella.
Locating grey literature can be challenging. One highly effective method is to consult experts in the subject matter, including team members. Also consider what groups or organizations are likely to have studied or written about your topic.
The tabs in this box provide resources for finding grey literature in a number of different categories. Neither the resources nor the categories are exhaustive.
There's no way to be sure you've found everything, and balancing sensitivity and specificity in grey literature searching is less clear than in searching databases. Consider what types of grey literature may be relevant, and what sources you consider reliable.
General recommendations include:
The SuRe (Summarized Research in Information Retrieval for HTA) chapter on locating grey literature provides excellent guidance for planning your strategy.
Be sure to document:
If using the PRISMA reporting standards, grey literature numbers belong in the right-hand column under "Identification of studies via other methods."
Many databases include references to types of grey literature, such as dissertations and theses, conference proceedings, and preprints. A selection is listed below.
Some dissertation searching tools, such as ProQuest Dissertations and Theses, search the full text of the documents. In other cases, especially open access tools, typically only metadata such as title and abstract are searched. This should inform your search strategy.
Subscription databases:
Open access dissertation sources:
Dissertations and theses may also be found in institutional repositories that are not necessarily searched by the OA sources listed here.
This guide to preprint repository search syntax may be helpful in planning search strategies.
Preprint servers and preprint searching tools:
Databases that include preprints:
Other repositories or tools for searching repositories:
Conference materials, such as abstracts of papers and presentations, can sometimes be located in subscription databases or through web searching. It's also wise to look at the websites of conferences you know are relevant to your research topic to browse abstracts manually. Some society journals will also publish abstracts from conferences in supplementary issues. To obtain full text of conference materials, you will likely need to contact the authors.
Databases that include conference materials:
Government data, at the federal, state, and local level, can be a valuable source of grey literature. Research which government agencies are likely to have information on your topic, then browse and/or search their websites.
Given the rapid changes to US governmental information online, it's essential to expand searches beyond federal (and state) websites to locate government documents and data. The Brown University Library has some recommendations for finding alternate sources of information that may have been modified or removed.
Former government employees may be sharing their work in new locations since their departure. If you have the names of prominent researchers, check their profiles on ORCID, ResearchGate, Substack (or other newsletter platforms), LinkedIn, Bluesky, personal or professional websites, or other alternate locations.
International, national, regional, local, and specialized organizations can be a valuable source of grey literature. Consult experts in the field and perform exploratory searching to identify organizations that are likely to have information on your topic, then browse and/or search their websites.
Everything from websites to documents to videos may prove useful for your research. Consider search engines such as Google or Google Scholar, as well as video sites like YouTube or Vimeo.
Some sites link to a variety of grey literature sources. One example is Grey Matters, which links to resources such as clinical trial registries, health statistics, and clinical practice guidelines. You can search, but it might be easier to Browse Categories to get a sense of the content.
Citation searching is a recommended practice in evidence synthesis. The recently published TARCiS Statement (Terminology, Application, and Reporting of Citation Searching) provides excellent guidance on this process.
Important definitions for citation searching (described in Recommendation 1):
The TARCiS Statement includes a number of recommendations. A summary of some essential points:
Other databases may offer backward or forward citation searching, or both. Google Scholar offers forward citation searching only; it is not as reliable in accuracy as the other databases and automated tools recommended here, but it may also find sources not well covered by traditional databases. Use with caution.
There are two excellent tools for automating the citation searching process. They both use the Lens.org API to access the Lens dataset which, while not comprehensive, is expansive. The Lens includes data from CrossRef, ORCID, PubMed, CORE, and the US and European patent offices, among other sources.
Since they use the same data source, the main differences between citationchaser and SpiderCite are interface and input options. Both have detailed instructions.
If this is part of your systematic searching process, remember to track the numbers of references and citations for your PRISMA flow diagram or whatever reporting tool you're using. Be sure to document and cite your use of automated tools in your methods as well.
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