| attributes.comparison.metric_implementation Macro F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.comparison.protocol_id open-problems-task-pancreas-random-label-noise-f1-macro Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.origin author_reported Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.origin Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.protocol Human pancreatic islet scRNA-seq data from 6 datasets across technologies (CEL-seq, CEL-seq2, Smart-seq2, inDrop, Fluidigm C1, and SMARTER-seq). Split into train/test randomly with 20% label noise. Dimensions: 16382 cells, 18771 genes. 14 cell types (avg. 1170±1703 cells per cell type). Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.protocol Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.source_locator results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.source_locator Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| description Open Problems label projection evaluation of scANVI (Seurat v3 2000 HVG) on Label projection on Pancreas (random split with label noise), Macro F1 score, scored with Macro F1 score. Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: description Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: benchmark open-problems-task-pancreas-random-label-noise-f1-macro Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:benchmark:open-problems-task-pancreas-random-label-noise-f1-macro Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: dataset open-problems-dataset-pancreas-random-split-with-label-noise Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:dataset:open-problems-dataset-pancreas-random-split-with-label-noise Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: model open-problems-method-scanvi-seurat-v3-2000-hvg Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:model:open-problems-method-scanvi-seurat-v3-2000-hvg Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| name scANVI (Seurat v3 2000 HVG) on Open Problems label projection PANCREAS-RANDOM-LABEL-NOISE-F1-MACRO: Label projection on Pancreas (random split with label noise), Macro F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_random_label_noise), method(scanvi), paramset(Seurat v3 2000 HVG), metric(f1_macro) Version: v1.0.0 Retrieved: 2026-09-16T21:16:30.026457+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: name Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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