Table 8.

List of XAI studies performing explanation quality assessment

References	# Cit.	Application	Input Data	AI model(s)	XAI method(s)	Dataset(s)
Cheng et al. (2021)	6	Surgical complication risk prediction	EHR	Not found	SHAP	PIC Zeng et al. (2020)
Kumarakulasinghe et al. (2020)	13	Sepsis detection	EHR	RF	LIME	PhysioNet 2019 Reyna et al. (2019)
Barda et al. (2020)	24	Mortality risk prediction	EHR	RF	SHAP	Retrospective study
Penafiel et al. (2020)	4	Stroke prediction	EHR	DS-GD	DS rules, LIME	Retrospective study
Hatwell et al. (2020)	18	CAD	EHR	Ada-WHIPS	Ada-WHIPS rules, Anchors, LORE	9 CAD datasets from UCI ML repository
Zhang et al. (2021)	8	Signal quality assessment	PPG	CNN	SHAP, integrated gradients, guided saliency	Training: ICU dataset Drew et al. (2014); Test: stroke dataset Pereira et al. (2019)
Wickstrøm et al. (2020)	9	AMI detection, SSI detection	Echo, CRP measures	FCN	CAM	ECG200 dataset Dau et al. (2019), SSI dataset Mikalsen et al. (2016)
Slijepcevic et al. (2021)	5	Gait disorder detection	3-D GRF	CNN, SVM, MLP	LRP	GaitRec dataset Horsak et al. (2020)
Hsieh et al. (2016)	24	Seizure detection, fist movement detection	EEG	CNN	Attention	Seizure dataset Schalk et al. (2004), Physionet DB