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ResearchFormerly WizWand

Cell-type deconvolution on Tabula Sapiens pseudobulk (test)

98.59R2Dismir
80.899685.492390.08594.6777Jul 6, 2026
Updated 3mo ago

Evaluation results

MethodLinks
DismirLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.593.091.17
DismirLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.0798.573.11.19
MethylBERTLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.513.181.24
MethylBERTLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.513.161.24
CancerDetectorLabeling Scheme=Prior: Uniform, Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.363.171.36
MethylBERTLabeling Scheme=Canonical Soft Labels, Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.272.991.44
MethylBERTLabeling Scheme=Hard labels w/ bckg., Deconvolver=PSLS†, Calibrator=Lin. simplex2026.0798.23.321.5
CancerDetectorLabeling Scheme=Prior: Training Counts, Deconvolver=PSLS, Calibrator=Lin. simplex2026.0798.173.311.52
CancerDetectorLabeling Scheme=Prior: Uniform, Deconvolver=PSLS, Calibrator=None2026.0798.083.451.6
CancerDetectorLabeling Scheme=Prior: Training Counts, Deconvolver=PSLS, Calibrator=None2026.0797.943.571.71
MethylBERTLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.0797.873.631.77
DismirLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.0797.853.611.79
DismirLabeling Scheme=Canonical Soft Labels, Deconvolver=NNLS†, Calibrator=Lin. simplex2026.0797.83.181.83
DismirLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=None2026.0797.673.881.93
MethylBERTLabeling Scheme=Hard labels w/ bckg., Deconvolver=SWN†, Calibrator=None2026.0797.673.711.93
MethylBERTLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=PSLS, Calibrator=None2026.0797.613.791.99
DismirLabeling Scheme=Hard labels w/ bckg., Deconvolver=MLP†, Calibrator=Lin. simplex2026.0797.563.982.02
UXMLabeling Scheme=N/A, Deconvolver=N/A, Calibrator=Lin. simplex2026.0797.464.232.11
DismirLabeling Scheme=Hard labels w/ bckg., Deconvolver=MLP†, Calibrator=None2026.0797.334.162.22
MethylBERTLabeling Scheme=Canonical Soft Labels, Deconvolver=PSLS, Calibrator=None2026.0797.24.232.33
Lookup ClassifierLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.0797.033.982.46
UXMLabeling Scheme=N/A, Deconvolver=N/A, Calibrator=None2026.0796.395.593
DismirLabeling Scheme=Canonical Soft Labels, Deconvolver=MLP, Calibrator=None2026.0796.234.453.13
Lookup ClassifierLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.0795.545.83.7
Lookup ClassifierLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.0794.125.774.88
Lookup ClassifierLabeling Scheme=Hard labels w/ bckg., Deconvolver=PSLS, Calibrator=Lin. simplex2026.0790.468.777.91
Lookup ClassifierLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=SWN, Calibrator=None2026.0787.3610.0410.49
Lookup ClassifierLabeling Scheme=Hard labels w/ bckg., Deconvolver=SWN, Calibrator=None2026.0781.5812.3915.29