Cancer Detection
Lung nodule malignancy classification
AUC 0.822
Imaging
RTG 4.3
DL 240,617
PathAI Community
Cancer Detection
Breast cancer screening from mammography
AUC 0.939
Imaging
RTG 4.4
DL 339,658
NeuroScan Labs
Cancer Detection
Melanoma vs benign nevus classification
Accuracy 0.832
Imaging
RTG 4.8
DL 272,825
Genoma Institute
Cancer Detection
Prostate lesion PI-RADS grading
AUC 0.828
Imaging
RTG 5.0
DL 210,473
Insilico BioFoundry
Cancer Detection
Colorectal polyp histopathology detection
F1 0.95
Imaging
RTG 4.1
DL 36,436
EMBL-Synthetic
Cancer Detection
Glioma segmentation & grading
Dice 0.905
Imaging
RTG 4.7
DL 158,878
BioNexus
Cancer Detection
Pan-cancer type from RNA expression
Accuracy 0.836
Sequence
RTG 4.9
DL 119,522
DeepCell AI
Cancer Detection
Circulating tumor DNA variant calling
Sensitivity 0.84
Sequence
RTG 4.2
DL 28,101
Stanford BioML
Cancer Detection
Acute leukemia blast cell classification
Accuracy 0.858
Imaging
RTG 5.0
DL 248,532
MayoBio Labs
Cancer Detection
Early pancreatic cancer risk from CT+labs
AUC 0.891
Multi-modal
RTG 4.6
DL 13,658
Genoma Institute
Cancer Detection
Thyroid nodule TI-RADS classification
AUC 0.926
Imaging
RTG 4.5
DL 405,191
DeepCell AI
Cancer Detection
Multi-organ tumor board ensemble
AUC 0.828
Multi-modal
RTG 4.7
DL 319,425
BioNexus
Drug Discovery
Protein-ligand binding affinity prediction
Pearson r 0.948
Sequence
RTG 4.5
DL 399,277
PathAI Community
Drug Discovery
De novo lead-like molecule generation
Validity 0.87
Sequence
RTG 4.2
DL 7,084
Insilico BioFoundry
Drug Discovery
ADMET property + toxicity prediction
ROC-AUC 0.916
Tabular
RTG 3.8
DL 301,640
BioNexus
Drug Discovery
Kinase inhibitor virtual screening
Enrichment 0.968
Sequence
RTG 4.0
DL 291,314
BroadOpen Collective
Drug Discovery
Retrosynthesis route planning
Top-1 acc 0.836
Sequence
RTG 4.6
DL 26,464
PathAI Community
Drug Discovery
Drug repurposing from knowledge graph
MRR 0.87
Multi-modal
RTG 4.3
DL 180,912
Helix Diagnostics
Protein Folding
Single-chain structure prediction
GDT-TS 0.821
Sequence
RTG 4.5
DL 101,539
Genoma Institute
Protein Folding
Protein-protein complex prediction
DockQ 0.926
Sequence
RTG 4.7
DL 115,459
PathAI Community
Protein Folding
Mutation stability (ddG) prediction
RMSE 1.5
Sequence
RTG 5.0
DL 197,574
Helix Diagnostics
Protein Folding
Intrinsically disordered region prediction
AUC 0.845
Sequence
RTG 4.6
DL 83,002
BroadOpen Collective
Protein Folding
B-cell epitope prediction
F1 0.888
Sequence
RTG 4.1
DL 46,297
BroadOpen Collective
Protein Folding
Transmembrane topology prediction
Q3 0.825
Sequence
RTG 3.9
DL 418,401
DeepCell AI
Genomics
Clinical variant pathogenicity classification
AUC 0.976
Sequence
RTG 4.3
DL 131,078
PathAI Community
Genomics
Splice-site & aberrant splicing prediction
PR-AUC 0.887
Sequence
RTG 3.9
DL 30,350
Genoma Institute
Genomics
Polygenic risk score estimation
AUC 0.836
Tabular
RTG 4.6
DL 420,110
DeepCell AI
Genomics
Single-cell type annotation
Accuracy 0.935
Sequence
RTG 4.5
DL 265,579
Helix Diagnostics
Genomics
Regulatory enhancer prediction
AUPRC 0.943
Sequence
RTG 4.9
DL 74,745
Helix Diagnostics
Genomics
gRNA on/off-target efficiency
Spearman 0.849
Sequence
RTG 4.9
DL 456,666
NeuroScan Labs
Blood Analysis
Anomaly detection in complete blood count
F1 0.821
Tabular
RTG 4.7
DL 367,608
EMBL-Synthetic
Blood Analysis
Early sepsis risk from serial labs
AUROC 0.896
Tabular
RTG 4.6
DL 305,907
Helix Diagnostics
Blood Analysis
Coagulation disorder screening
AUC 0.907
Tabular
RTG 4.8
DL 51,614
NeuroScan Labs
Blood Analysis
Peripheral smear morphology classification
Accuracy 0.966
Imaging
RTG 4.3
DL 71,684
BioNexus
Blood Analysis
Multi-analyte biomarker risk fusion
C-index 0.82
Multi-modal
RTG 3.8
DL 107,205
Helix Diagnostics
Medical Imaging
Multi-label chest X-ray finding detection
Mean AUC 0.934
Imaging
RTG 4.6
DL 18,641
BioNexus
Medical Imaging
Diabetic retinopathy grading
Quad-Kappa 0.83
Imaging
RTG 4.4
DL 11,704
Insilico BioFoundry
Medical Imaging
Pediatric bone-age estimation
MAE (mo) 7.0
Imaging
RTG 4.0
DL 145,373
Genoma Institute
Medical Imaging
Acute stroke large-vessel occlusion triage
AUC 0.951
Imaging
RTG 4.8
DL 136,806
DeepCell AI
Medical Imaging
Multi-organ abdominal CT segmentation
Dice 0.945
Imaging
RTG 4.6
DL 220,953
NeuroScan Labs
Clinical
30-day hospital readmission risk
AUROC 0.939
Tabular
RTG 3.8
DL 375,745
Insilico BioFoundry
Clinical
Clinical note summarization
ROUGE-L 0.86
Multi-modal
RTG 4.0
DL 119,694
Genoma Institute
Clinical
Patient-to-clinical-trial matching
Recall@10 0.871
Multi-modal
RTG 4.0
DL 207,743
EMBL-Synthetic
Clinical
ICU mortality prediction
AUROC 0.947
Tabular
RTG 4.6
DL 293,907
BioNexus
Clinical
Drug-drug interaction severity
F1 0.843
Tabular
RTG 4.0
DL 86,451
EMBL-Synthetic
Clinical
Phenotype extraction from records
F1 0.919
Sequence
RTG 3.8
DL 80,990
BroadOpen Collective