| attributes.comparison.metric_implementation F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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-batch-f1 Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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_batch), method(random_labels), paramset(none), metric(f1) 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 by experimental batch. 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_batch), method(random_labels), paramset(none), metric(f1) 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_batch), method(random_labels), paramset(none), metric(f1) Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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 Random Labels on Label projection on Pancreas (by batch), F1 score, scored with F1 score. Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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-batch-f1 Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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-batch-f1 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-by-batch Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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-by-batch Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: model open-problems-method-random-labels Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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-random-labels Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| name Random Labels on Open Problems label projection PANCREAS-BATCH-F1: Label projection on Pancreas (by batch), F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(pancreas_batch), method(random_labels), paramset(none), metric(f1) 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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