Table 1.
Existing literature analysing REF2014 submissions.
Table 2.
Features extracted from REF2014 impact narratives.
Table 3.
Accuracy across feature groups (incl. discipline & institution).
Table 4.
Accuracy across feature groups (excl. discipline & institution).
Fig 1.
Classification accuracy by Main Panel: I. With institution and discipline, II. Without institution and discipline (column 1—svm, column 2—rf, column 3—net1, column 4—net2, column 5—net3).
Fig 2.
Classification accuracy by income category Peer Group: I. With institution and discipline, II. Without institution and discipline (column 1—svm, column 2—rf, column 3—net1, column 4—net2, column 5—net3).
Table 5.
Features important for high scoring case studies classification (svm and rf models coefficients).