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Risk Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Apollo Simulator Safety Properties Evaluation Scenarios	ProbGuard	Average Advance Warning Time (s)38.66	42	20d ago
Chicago (test)	CMuST	MAE1.1172	11	1mo ago
DAPO-17K	DiPO	Accuracy78.37	3	3d ago
UK Biobank Chronic kidney disease (N18–N19)		C-index0.861	3	16d ago
UK Biobank Pleural effusion (J90)		C-index0.766	3	16d ago
UK Biobank Ischaemic heart disease (I20–I25)		C-index0.707	3	16d ago
UK Biobank Hypertensive diseases (I10–I15)	Nonprivate-MD	C-index0.716	3	16d ago
UK Biobank Stroke (I60–I69)	DP-MD	C-index0.789	3	16d ago
UK Biobank Electrolyte acid-base disorders (E87)	Nonprivate-MD	C-index0.765	3	16d ago
UK Biobank Acute kidney injury (N17)	DP-MD	C-index0.821	3	16d ago
UK Biobank Cholelithiasis (K80)	DP-MD	C-index0.626	3	16d ago
UK Biobank Pneumonia (J12–J18)	Nonprivate-MD	C-index0.75	3	16d ago
UK Biobank Fatty liver other liver disease (K76)	DP-MD	C-index0.685	3	16d ago
UK Biobank Glomerular diseases (N00–N08)	Nonprivate-MD	C-index0.96	3	16d ago
UK Biobank Acute lower respiratory infection (J20–J22)	Nonprivate-MD	C-index0.649	3	16d ago
UK Biobank Sepsis (A41)	Nonprivate-MD	C-index0.679	3	16d ago
UK Biobank Urolithiasis renal colic (N20–N23)	DP-MD	C-index0.722	3	16d ago
UK Biobank Volume depletion (E86)	DP-MD	C-index0.799	3	16d ago
UK Biobank Other metabolic disorders (E88)	DP-MD	C-index0.751	3	16d ago
All Scenarios Pooled S11 (held out events)	Deep Neural Network (DNN)	Mean RMSE0.36	1	1mo ago
SVM Scenario S11 (held out events)	Deep Neural Network (DNN)	Mean RMSE0.24	1	1mo ago
LC Scenario S11 (held out events)	Deep Neural Network (DNN)	Mean RMSE0.56	1	1mo ago
MB Scenario S11 (held out events)	Deep Neural Network (DNN)	Mean RMSE0.38	1	1mo ago

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