{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:2U4BCKHQ3MST4FW7QXYNXSO3LR","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":"78ad0a5ed517a64833947f34608caa25b22830406825acf5883aed997f8d9bb7","cross_cats_sorted":["cs.CE","cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.QM","submitted_at":"2018-06-30T04:31:59Z","title_canon_sha256":"e1c7391563e4c6bb744a70704ba873f429779960f06f594c6b0808d358709a8a"},"schema_version":"1.0","source":{"id":"1807.00123","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1807.00123","created_at":"2026-05-18T00:02:49Z"},{"alias_kind":"arxiv_version","alias_value":"1807.00123v2","created_at":"2026-05-18T00:02:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1807.00123","created_at":"2026-05-18T00:02:49Z"},{"alias_kind":"pith_short_12","alias_value":"2U4BCKHQ3MST","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_16","alias_value":"2U4BCKHQ3MST4FW7","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_8","alias_value":"2U4BCKHQ","created_at":"2026-05-18T12:32:02Z"}],"graph_snapshots":[{"event_id":"sha256:b72371d4f58a1e66fa81054022330423510ca03f8ede17167582a8ef18036535","target":"graph","created_at":"2026-05-18T00:02:49Z","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":"New technologies have enabled the investigation of biology and human health at an unprecedented scale and in multiple dimensions. These dimensions include a myriad of properties describing genome, epigenome, transcriptome, microbiome, phenotype, and lifestyle. No single data type, however, can capture the complexity of all the factors relevant to understanding a phenomenon such as a disease. Integrative methods that combine data from multiple technologies have thus emerged as critical statistical and computational approaches. The key challenge in developing such approaches is the identificatio","authors_text":"Anna Goldenberg, Bo Wang, Francis Nguyen, Jure Leskovec, Marinka Zitnik, Michael M. Hoffman","cross_cats":["cs.CE","cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.QM","submitted_at":"2018-06-30T04:31:59Z","title":"Machine Learning for Integrating Data in Biology and Medicine: Principles, Practice, and Opportunities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1807.00123","kind":"arxiv","version":2},"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":"sha256:1735f552510827e8f40d59478777da8d9e3006c26807447fcd3698c69eeedd19","target":"record","created_at":"2026-05-18T00:02:49Z","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":"78ad0a5ed517a64833947f34608caa25b22830406825acf5883aed997f8d9bb7","cross_cats_sorted":["cs.CE","cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.QM","submitted_at":"2018-06-30T04:31:59Z","title_canon_sha256":"e1c7391563e4c6bb744a70704ba873f429779960f06f594c6b0808d358709a8a"},"schema_version":"1.0","source":{"id":"1807.00123","kind":"arxiv","version":2}},"canonical_sha256":"d5381128f0db253e16df85f0dbc9db5c617603e7babbb9f033221028f1c0e38a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d5381128f0db253e16df85f0dbc9db5c617603e7babbb9f033221028f1c0e38a","first_computed_at":"2026-05-18T00:02:49.230647Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:02:49.230647Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"t4QoNaW9gqKKVMTu0lEcjxeJqtr+BUhBB4zYaufEtYb9ky7N1bv4PZbcUvPaxASL5iibbNGbKsVf31d14wjKAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:02:49.231220Z","signed_message":"canonical_sha256_bytes"},"source_id":"1807.00123","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1735f552510827e8f40d59478777da8d9e3006c26807447fcd3698c69eeedd19","sha256:b72371d4f58a1e66fa81054022330423510ca03f8ede17167582a8ef18036535"],"state_sha256":"48aed8d7d5f9b3eec65f7c7650515d301cf248ae6b47141e057309199a684f41"}