| attributes.comparison.metric_implementation F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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-cengen-random-f1 Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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 100k FACS-isolated C. elegans neurons from 17 experiments sequenced on 10x Genomics. Split into train/test randomly. Dimensions: 100955 cells, 22469 genes. 169 cell types avg. 597±800 cells per cell type). Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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(cengen_random), method(k_neighbors_classifier), paramset(log scran), metric(f1) Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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 K-neighbors classifier (log scran) on Label projection on CeNGEN (random split), F1 score, scored with F1 score. Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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-cengen-random-f1 Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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-cengen-random-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-cengen-random-split Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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-cengen-random-split Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: model open-problems-method-k-neighbors-classifier-log-scran Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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-k-neighbors-classifier-log-scran Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| name K-neighbors classifier (log scran) on Open Problems label projection CENGEN-RANDOM-F1: Label projection on CeNGEN (random split), F1 score Context-only references | openproblems-label primary benchmark evidence Original source ↗ results, dataset(cengen_random), method(k_neighbors_classifier), paramset(log scran), 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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