Table 7.

List of XAI studies performing explanation consistency assessment

References	# Cit.	Application	Input Data	AI model(s)	XAI method(s)	Dataset(s)
Thimoteo et al. (2022)	2	COVID-19 diagnosis	EHR	SVM, RF	SHAP	COVID-19 Data Sharing/BR
Alves et al. (2021)	36	COVID-19 diagnosis	EHR	RF	DTX, Criteria graph, LIME, SHAP	COVID-19 dataset${}^b$
Okay et al. (2021)	1	Diabetes diagnosis	EHR	RF, GBDT	SHAP, LIME	Sylhet Diabetes dataset${}^2$
Oba et al. (2021)	1	Diabetes diagnosis	EHR	TabNet, XGBoost, LightGBM, CatBoost	SHAP (all), attention (TabNet)	Retrospective study
Elshawi et al. (2019)	132	Hypertension prediction	EHR	RF	feature permutation, PDP, ICE, global surrogate models, LIME, SHAP	Pilot study
Seedat et al. (2020)	1	Voice pathology assessment	Audio features	ExtraTrees	SHAP,Morris sensitivity analysis	Pilot study
Kapcia et al. (2021)	0	Lung cancer life expectancy prediction	EHR	RF	LIME, SHAP	Simulacrum dataset${}^3$
Duell et al. (2021)	9	Lung cancer mortality prediction	EHR	XGBoost	LIME, SHAP, Anchors	Simulacrum dataset
Moncada-Torres et al. (2021)	43	Breast cancer survival prediction	EHR	XGBoost	SHAP	Retrospective study
Ang et al. (2021)	0	ICU mortality risk prediction	EHR	RF, MLP	SHAP	MIMIC-III
Song et al. (2020)	33	AKI prediction	EHR	GBDT	SHAP	Retrospective study
Duckworth et al. (2021)	5	Hospital readmission prediction	EHR	XGBoost	SHAP	Retrospective study
Tahmassebi et al. (2020)	3	Eye state detection	EEG	XGBoost, DNN	SHAP	Pilot study
Antoniadi et al. (2021)	7	QoL assessment in ALS caregiving	EHR	XGBoost	SHAP	Retrospective study
Ward et al. (2021)	5	Pharmaco-vigilance monitoring	EHR	RF, XGBoost, ExtraTrees	MDA, MDI, LIME, SHAP	Retrospective study