Science Advances · 2019 · 627 citations · 25 references
Public AffairsBiomedical SciencesHealth Services ResearchOutcomes ResearchScience PolicyResearch PolicySelection BiasDisparities In Grant FundingFunding Decision-makingFunding Gap ManagementMinority Participation In ScienceResearch Funding EquityResearch Grant ApplicationsScience Funding AllocationSelection Bias In Funding
Despite efforts to promote diversity in the biomedical workforce, there remains a lower rate of funding of National Institutes of Health R01 applications submitted by African-American/black (AA/B) scientists relative to white scientists. To identify underlying causes of this funding gap, we analyzed six stages of the application process from 2011 to 2015 and found that disparate outcomes arise at three of the six: decision to discuss, impact score assignment, and a previously unstudied stage, topic choice. Notably, AA/B applicants tend to propose research on topics with lower award rates. These topics include research at the community and population level, as opposed to more fundamental and mechanistic investigations; the latter tend to have higher award rates. Topic choice alone accounts for over 20% of the funding gap after controlling for multiple variables, including the applicant's prior achievements. Our findings can be used to inform interventions designed to close the funding gap.
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Efficient Estimation of Word Representations in Vector Space
Tomáš Mikolov, Kai Chen, Greg S. Corrado et al. · arXiv (Cornell University) · 2013 · 11.7K citations · Full text
Robert Κ. Merton · Science · 1968 · 6.3K citations
Software Framework for Topic Modelling with Large Corpora
Petr Sojka · 2010 · 3.8K citations · Full text