Package: SPARRAfairness 0.0.0.1

SPARRAfairness: Analysis of Differential Behaviour of SPARRA Score Across Demographic Groups

The SPARRA risk score (Scottish Patients At Risk of admission and Re-Admission) estimates yearly risk of emergency hospital admission using electronic health records on a monthly basis for most of the Scottish population. This package implements a suite of functions used to analyse the behaviour and performance of the score, focusing particularly on differential performance over demographically-defined groups. It includes useful utility functions to plot receiver-operator-characteristic, precision-recall and calibration curves, draw stock human figures, estimate counterfactual quantities without the need to re-compute risk scores, to simulate a semi-realistic dataset.

Authors:Ioanna Thoma [aut], Catalina Vallejos [ctb], Louis Aslett [ctb], Jill Ireland [ctb], Simon Rogers [ctb], James Liley [cre, aut]

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SPARRAfairness/json (API)
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22 exports 0.00 score 15 dependencies 4 scripts 143 downloads

Last updated 1 years agofrom:b2bae6129b. Checks:OK: 3 NOTE: 4. Indexed: yes.

Exports:abadjusted_fdradjusted_forcal_2panelcounterfactual_yhatdat2matdemographic_paritydrawpersondrawpropgetcalgetprcgetrocgroup_fairnessgroupmetric_2panelintegrallogisticlogitphs_coloursplot_decompprc_2panelroc_2panelsim_pop_data

Dependencies:bitopscaToolscvAUCdata.tablegplotsgtoolsKernSmoothlatticeMatrixmatrixStatsmvtnormrangerRcppRcppEigenROCR