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paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/data/sec04_metrics_overview.csv ADDED
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+ group,metric,question,compared_against,reference
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+ Cells,Precision / coverage,Land on real cells? Cover all real cells?,held-out real cells (R2),Kynkäänniemi 2019; Naeem 2020
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+ Cells,Classifier AUC,Can a classifier tell generated from real cells?,0.5 = indistinguishable,Lopez-Paz & Oquab 2017
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+ Cells,MMD²,How far apart are the two cell distributions?,real vs real,Gretton 2012
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+ Cells,E_N,scSemiProfiler's own nearest-neighbour error,within-sample split,Wang 2024
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+ Composition,Cell-type L1,Right mix of the six scANVI cell types?,other donors' mean (null),—
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+ Disease,logFC r (Pearson / Spearman),Same case-vs-control change in each cell type?,broadcast; split-half ceiling,Roohani 2024; Viñas Torné 2026
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+ Disease,Top-50 DEG overlap,Same top disease genes per cell type?,chance; limma-voom check,Li 2026; Squair 2021; Law 2014
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+ Disease,CAT curve,Same genes at every list length k?,chance = k / 2G,Irizarry 2005
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+ Cost,GPU time,How long to apply to a new cohort?,"same donors, same GPU",—
paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/figures/sec09_fewpair_disease.png ADDED

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paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/figures/sec09_fivefold.pdf ADDED
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paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/figures/sec09_fivefold.png ADDED

Git LFS Details

  • SHA256: 04e5794e026142dc9cf23701412cfdac4b2b38639e35ed6a483516374b289e41
  • Pointer size: 131 Bytes
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