id	author	title	date	pages	extension	mime	words	sentences	flesch	summary	cache	txt
work_lguabr33l5h7jekr56bsun2o64	Andrea Romei	Discrimination discovery in scientific project evaluation: A case study	2013	18	.pdf	application/pdf	14747	1428	65	dataset of scientific research proposals, and by distilling from the case study a general discrimination discovery process. Keywords: Discrimination discovery, Gender bias, Case study, Situation testing, Data mining, KDD process gender differences in manuscript reviewing, grant funding, university admission, and hiring and promoting in research. Finally, we mention the related research area of discrimination prevention in data mining and machine learning (Calders and Verwer, 2010; Kamiran and Calders, 2012; of statistical tools, legal argumentations, economic models, and experimental approaches for discrimination data In a legal setting, situation testing is a quasi-experimental approach to investigate for the presence of discrimination by checking the factors that may influence decision Table FORM A contains data on the PI (gender, age, title, institution) and the research program of the In this section, we start applying a discrimination discovery approach to the pre-processed datasets of proposals in program P1 (resp., P2) with reference to the peerreview decision.	./cache/work_lguabr33l5h7jekr56bsun2o64.pdf	./txt/work_lguabr33l5h7jekr56bsun2o64.txt