{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:Q6UC5HRRSJEMHK5NPVHW5DPAP7","short_pith_number":"pith:Q6UC5HRR","canonical_record":{"source":{"id":"2403.07090","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2024-03-11T18:33:56Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"27ab773bb11c4b91c96488ec754cc45b9dc60b17566898b6568176ffd8e9449d","abstract_canon_sha256":"c006d3a489e2491dfa1243d6956fb527c832c87cfea0d43cda3cff43a30bd3b0"},"schema_version":"1.0"},"canonical_sha256":"87a82e9e319248c3abad7d4f6e8de07fd49d8f85ad73256b658df68d465a19ef","source":{"kind":"arxiv","id":"2403.07090","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.07090","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"2403.07090v1","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.07090","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"Q6UC5HRRSJEM","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_16","alias_value":"Q6UC5HRRSJEMHK5N","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_8","alias_value":"Q6UC5HRR","created_at":"2026-07-05T07:54:58Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:Q6UC5HRRSJEMHK5NPVHW5DPAP7","target":"record","payload":{"canonical_record":{"source":{"id":"2403.07090","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2024-03-11T18:33:56Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"27ab773bb11c4b91c96488ec754cc45b9dc60b17566898b6568176ffd8e9449d","abstract_canon_sha256":"c006d3a489e2491dfa1243d6956fb527c832c87cfea0d43cda3cff43a30bd3b0"},"schema_version":"1.0"},"canonical_sha256":"87a82e9e319248c3abad7d4f6e8de07fd49d8f85ad73256b658df68d465a19ef","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:54:58.935477Z","signature_b64":"z9ncOdB6vGubmj8CepBr3jDFYzqCRm6GpETKsxv4HMuBQbdSf4n7kuxrIUxQVCe+k8SWzZ/oscIwq9BDM4RSAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"87a82e9e319248c3abad7d4f6e8de07fd49d8f85ad73256b658df68d465a19ef","last_reissued_at":"2026-07-05T07:54:58.934983Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:54:58.934983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.07090","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":"2026-07-05T07:54:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/kZvC2Tv0Jh10XiXOl7U3cSSelEbPiAJUyxN1O5oXvdrEXXWdhyS7THhJB0evYIysCfXxJV0dVCLw97fzhz/DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T05:59:37.130657Z"},"content_sha256":"c16d7e36f19fed986261b31e5e8817a16b7513b616e3b35e76d888e3173e952b","schema_version":"1.0","event_id":"sha256:c16d7e36f19fed986261b31e5e8817a16b7513b616e3b35e76d888e3173e952b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:Q6UC5HRRSJEMHK5NPVHW5DPAP7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Time Series Analysis of Key Societal Events as Reflected in Complex Social Media Data Streams","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.IR","authors_text":"Andy Skumanich, Han Kyul Kim","submitted_at":"2024-03-11T18:33:56Z","abstract_excerpt":"Social media platforms hold valuable insights, yet extracting essential information can be challenging. Traditional top-down approaches often struggle to capture critical signals in rapidly changing events. As global events evolve swiftly, social media narratives, including instances of disinformation, become significant sources of insights. To address the need for an inductive strategy, we explore a niche social media platform GAB and an established messaging service Telegram, to develop methodologies applicable on a broader scale. This study investigates narrative evolution on these platform"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.07090","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2403.07090/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-07-05T07:54:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6pH8/HWUu5TGKnsNtMWal5n6GqZS8oaL76hEKRHbJen2+XDZvVDxt0UWDwxWu/JFWTiwPQX9xY5+r+em7a0cDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T05:59:37.131297Z"},"content_sha256":"7e416fc6fe935b43e4c457bc120773675e38d5690df16b1e898a5e23fa963085","schema_version":"1.0","event_id":"sha256:7e416fc6fe935b43e4c457bc120773675e38d5690df16b1e898a5e23fa963085"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/bundle.json","state_url":"https://pith.science/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/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":"2026-07-07T05:59:37Z","links":{"resolver":"https://pith.science/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7","bundle":"https://pith.science/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/bundle.json","state":"https://pith.science/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Q6UC5HRRSJEMHK5NPVHW5DPAP7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Q6UC5HRRSJEMHK5NPVHW5DPAP7","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":"c006d3a489e2491dfa1243d6956fb527c832c87cfea0d43cda3cff43a30bd3b0","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2024-03-11T18:33:56Z","title_canon_sha256":"27ab773bb11c4b91c96488ec754cc45b9dc60b17566898b6568176ffd8e9449d"},"schema_version":"1.0","source":{"id":"2403.07090","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.07090","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"2403.07090v1","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.07090","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"Q6UC5HRRSJEM","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_16","alias_value":"Q6UC5HRRSJEMHK5N","created_at":"2026-07-05T07:54:58Z"},{"alias_kind":"pith_short_8","alias_value":"Q6UC5HRR","created_at":"2026-07-05T07:54:58Z"}],"graph_snapshots":[{"event_id":"sha256:7e416fc6fe935b43e4c457bc120773675e38d5690df16b1e898a5e23fa963085","target":"graph","created_at":"2026-07-05T07:54:58Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2403.07090/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Social media platforms hold valuable insights, yet extracting essential information can be challenging. Traditional top-down approaches often struggle to capture critical signals in rapidly changing events. As global events evolve swiftly, social media narratives, including instances of disinformation, become significant sources of insights. To address the need for an inductive strategy, we explore a niche social media platform GAB and an established messaging service Telegram, to develop methodologies applicable on a broader scale. This study investigates narrative evolution on these platform","authors_text":"Andy Skumanich, Han Kyul Kim","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2024-03-11T18:33:56Z","title":"Time Series Analysis of Key Societal Events as Reflected in Complex Social Media Data Streams"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.07090","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:c16d7e36f19fed986261b31e5e8817a16b7513b616e3b35e76d888e3173e952b","target":"record","created_at":"2026-07-05T07:54:58Z","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":"c006d3a489e2491dfa1243d6956fb527c832c87cfea0d43cda3cff43a30bd3b0","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2024-03-11T18:33:56Z","title_canon_sha256":"27ab773bb11c4b91c96488ec754cc45b9dc60b17566898b6568176ffd8e9449d"},"schema_version":"1.0","source":{"id":"2403.07090","kind":"arxiv","version":1}},"canonical_sha256":"87a82e9e319248c3abad7d4f6e8de07fd49d8f85ad73256b658df68d465a19ef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"87a82e9e319248c3abad7d4f6e8de07fd49d8f85ad73256b658df68d465a19ef","first_computed_at":"2026-07-05T07:54:58.934983Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:54:58.934983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"z9ncOdB6vGubmj8CepBr3jDFYzqCRm6GpETKsxv4HMuBQbdSf4n7kuxrIUxQVCe+k8SWzZ/oscIwq9BDM4RSAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:54:58.935477Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.07090","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c16d7e36f19fed986261b31e5e8817a16b7513b616e3b35e76d888e3173e952b","sha256:7e416fc6fe935b43e4c457bc120773675e38d5690df16b1e898a5e23fa963085"],"state_sha256":"537dff36ad2251003f99bccbd2eb8acc82f8e8d9cadd01a1eae0b55e0628dfc6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mpiXe8eMU+NE6Z9KuK0QMV+Rv33eUQLn7ny3Z4X7CiLPxhioEwdazSAhY0VnPqO6tC+nq0Mq00SyydS3bdN4Ag==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T05:59:37.134353Z","bundle_sha256":"63222e007ea5ce7b2a26acb5c44ec1920e3fda3c2392aca5a77b07cbf638a918"}}