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SOTA Clinical trial outcome prediction benchmarks and papers with code | Wizwand
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Clinical trial outcome prediction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
N00694382 (set2)
SCARF
AUROC
77.6
12
1mo ago
N00694382 (set1)
TransTab
AUROC
74.7
12
1mo ago
N00079274 (ser2)
TransTab
AUROC
71.1
12
1mo ago
N00079274 (ser1)
FT-Trans
AUROC
69.2
12
1mo ago
N00312208 (set2)
TransTab
AUROC
75.6
12
1mo ago
N00312208 (set1)
TransTab
AUROC
0.73
12
1mo ago
N00174655 (set2)
XGBoost
AUROC
88.6
12
1mo ago
N00174655 (set1)
TransTab
AUROC
90.4
12
1mo ago
N00041119 (set2)
SCARF
AUROC
65.7
12
1mo ago
N00041119 (set1)
TransTab
AUROC
0.653
12
1mo ago
ClinicalTrials.gov (In-Distribution Seen Interventions)
BioBERT
Accuracy
64.2
10
23d ago
Clinical Trial Outcomes PharmaProjects
R2E-AUDIT
AUROC
0.638
9
1mo ago
Clinical trial unseen interventions (test)
BioBERT (Hybrid)
Accuracy
65.8
8
23d ago
ClinicalTrials.gov (Phase 1, 2, 3)
Aliper, et al. (2023)
ROC-AUC (Phase 2)
0.88
7
1mo ago
Clinical Trials (Phase 2)
Aliper, et al.
ROC AUC
0.88
6
1mo ago
CTOD (Phase III)
MMCTOP
PR
91.15
5
1mo ago
CTOD (Phase II)
MMCTOP
PR Score
85.57
5
1mo ago
CTOD (Phase I)
MMCTOP
PR Score
91.58
5
1mo ago
TOP (Phase III)
MMCTOP
Precision
77.75
5
1mo ago
TOP (Phase II)
MMCTOP
PR Score
68.22
5
1mo ago
TOP (Phase I)
MMCTOP
Precision
86.88
5
1mo ago
Clinical Trials various (Phase 3)
Lo, et al.
ROC AUC
0.81
1
1mo ago
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