{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2014:DKZHQTGNIQJQKKW3JYATRZQPXI","short_pith_number":"pith:DKZHQTGN","canonical_record":{"source":{"id":"1402.7322","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2014-02-28T17:10:55Z","cross_cats_sorted":[],"title_canon_sha256":"4120b392fa33ba476bdb16709e54c4d5e784a12ec1708dc2dfd8f143c79f173b","abstract_canon_sha256":"fb873d32b4b63de5f3357285bfd7047763a8fcc9794d02fc447eaec326c8328a"},"schema_version":"1.0"},"canonical_sha256":"1ab2784ccd4413052adb4e0138e60fba0c5d36a87d1b04ce04595349d49d0313","source":{"kind":"arxiv","id":"1402.7322","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1402.7322","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"arxiv_version","alias_value":"1402.7322v1","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1402.7322","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"pith_short_12","alias_value":"DKZHQTGNIQJQ","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_16","alias_value":"DKZHQTGNIQJQKKW3","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_8","alias_value":"DKZHQTGN","created_at":"2026-05-18T12:28:25Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2014:DKZHQTGNIQJQKKW3JYATRZQPXI","target":"record","payload":{"canonical_record":{"source":{"id":"1402.7322","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2014-02-28T17:10:55Z","cross_cats_sorted":[],"title_canon_sha256":"4120b392fa33ba476bdb16709e54c4d5e784a12ec1708dc2dfd8f143c79f173b","abstract_canon_sha256":"fb873d32b4b63de5f3357285bfd7047763a8fcc9794d02fc447eaec326c8328a"},"schema_version":"1.0"},"canonical_sha256":"1ab2784ccd4413052adb4e0138e60fba0c5d36a87d1b04ce04595349d49d0313","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T02:57:34.335350Z","signature_b64":"6MdKHKwR+YksOgqRppLokKy/LspyrbiJANGrorFl3vjnvojhvTpGgsbzTlY23HXCoiZWE3yUiUFuorNMDBvtDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1ab2784ccd4413052adb4e0138e60fba0c5d36a87d1b04ce04595349d49d0313","last_reissued_at":"2026-05-18T02:57:34.334831Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T02:57:34.334831Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1402.7322","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T02:57:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NeM0VLUIWGNV5+tPkmJ+djeLb7y9DexgNVl0nIbEi4kxQEJjRUF3cw7e1DdQNXmGFWITJC62WK/6IKGlOB1CCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-25T00:50:12.369974Z"},"content_sha256":"b67c8cd4ed08342ba9f3d0b6503a71f8d4c9ed2dab76588ffebdb39f1b5e4d23","schema_version":"1.0","event_id":"sha256:b67c8cd4ed08342ba9f3d0b6503a71f8d4c9ed2dab76588ffebdb39f1b5e4d23"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2014:DKZHQTGNIQJQKKW3JYATRZQPXI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Quantifying the Multi-Scale Performance of Network Inference Algorithms","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Chris J. Oates, Richard Amos, Simon E. F. Spencer","submitted_at":"2014-02-28T17:10:55Z","abstract_excerpt":"Graphical models are widely used to study complex multivariate biological systems. Network inference algorithms aim to reverse-engineer such models from noisy experimental data. It is common to assess such algorithms using techniques from classifier analysis. These metrics, based on ability to correctly infer individual edges, possess a number of appealing features including invariance to rank-preserving transformation. However, regulation in biological systems occurs on multiple scales and existing metrics do not take into account the correctness of higher-order network structure. In this pap"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1402.7322","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T02:57:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fusdMGUmugQLuXh5BU5ingKFZTLc94Tys7pC/gu6qsohAiuIgT5bRl24CLRuPA58hOtTEsgBfauQb2QUnibZAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-25T00:50:12.370309Z"},"content_sha256":"8461bf976d7f3761d4986619e14bca28bc8b215b9909086bc17e9c13c4bed69f","schema_version":"1.0","event_id":"sha256:8461bf976d7f3761d4986619e14bca28bc8b215b9909086bc17e9c13c4bed69f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/bundle.json","state_url":"https://pith.science/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-25T00:50:12Z","links":{"resolver":"https://pith.science/pith/DKZHQTGNIQJQKKW3JYATRZQPXI","bundle":"https://pith.science/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/bundle.json","state":"https://pith.science/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DKZHQTGNIQJQKKW3JYATRZQPXI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:DKZHQTGNIQJQKKW3JYATRZQPXI","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"fb873d32b4b63de5f3357285bfd7047763a8fcc9794d02fc447eaec326c8328a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2014-02-28T17:10:55Z","title_canon_sha256":"4120b392fa33ba476bdb16709e54c4d5e784a12ec1708dc2dfd8f143c79f173b"},"schema_version":"1.0","source":{"id":"1402.7322","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1402.7322","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"arxiv_version","alias_value":"1402.7322v1","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1402.7322","created_at":"2026-05-18T02:57:34Z"},{"alias_kind":"pith_short_12","alias_value":"DKZHQTGNIQJQ","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_16","alias_value":"DKZHQTGNIQJQKKW3","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_8","alias_value":"DKZHQTGN","created_at":"2026-05-18T12:28:25Z"}],"graph_snapshots":[{"event_id":"sha256:8461bf976d7f3761d4986619e14bca28bc8b215b9909086bc17e9c13c4bed69f","target":"graph","created_at":"2026-05-18T02:57:34Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"Graphical models are widely used to study complex multivariate biological systems. Network inference algorithms aim to reverse-engineer such models from noisy experimental data. It is common to assess such algorithms using techniques from classifier analysis. These metrics, based on ability to correctly infer individual edges, possess a number of appealing features including invariance to rank-preserving transformation. However, regulation in biological systems occurs on multiple scales and existing metrics do not take into account the correctness of higher-order network structure. In this pap","authors_text":"Chris J. Oates, Richard Amos, Simon E. F. Spencer","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2014-02-28T17:10:55Z","title":"Quantifying the Multi-Scale Performance of Network Inference Algorithms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1402.7322","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:b67c8cd4ed08342ba9f3d0b6503a71f8d4c9ed2dab76588ffebdb39f1b5e4d23","target":"record","created_at":"2026-05-18T02:57:34Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"fb873d32b4b63de5f3357285bfd7047763a8fcc9794d02fc447eaec326c8328a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2014-02-28T17:10:55Z","title_canon_sha256":"4120b392fa33ba476bdb16709e54c4d5e784a12ec1708dc2dfd8f143c79f173b"},"schema_version":"1.0","source":{"id":"1402.7322","kind":"arxiv","version":1}},"canonical_sha256":"1ab2784ccd4413052adb4e0138e60fba0c5d36a87d1b04ce04595349d49d0313","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ab2784ccd4413052adb4e0138e60fba0c5d36a87d1b04ce04595349d49d0313","first_computed_at":"2026-05-18T02:57:34.334831Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:57:34.334831Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6MdKHKwR+YksOgqRppLokKy/LspyrbiJANGrorFl3vjnvojhvTpGgsbzTlY23HXCoiZWE3yUiUFuorNMDBvtDA==","signature_status":"signed_v1","signed_at":"2026-05-18T02:57:34.335350Z","signed_message":"canonical_sha256_bytes"},"source_id":"1402.7322","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b67c8cd4ed08342ba9f3d0b6503a71f8d4c9ed2dab76588ffebdb39f1b5e4d23","sha256:8461bf976d7f3761d4986619e14bca28bc8b215b9909086bc17e9c13c4bed69f"],"state_sha256":"bf10859b6f0cb92fde805ef756eadd6037b0bf76993397832379ec58678f90c9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Lm9I0vyBZRhmnuTmcIKW2731WN7ShQaC6FcdL575S5QiwNAkpnCUyMdD80KrKjwy7eWmCumAECMx3rugFIeUCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-25T00:50:12.372234Z","bundle_sha256":"dc81de55cc8ee803a6f407273d2cad5c972f6c2cfd8f6ecda0b70846dd8669e2"}}