{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:RH7PQOTCCUON2D6VXET6XJJT2F","short_pith_number":"pith:RH7PQOTC","canonical_record":{"source":{"id":"2410.03725","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-29T21:04:44Z","cross_cats_sorted":[],"title_canon_sha256":"c8fe8d9753ff3f170e88d06784814cc6fa75a0c704902c62f0334bed41a6215e","abstract_canon_sha256":"3f7e4e29dcc1be2729f59428b6f9ff4b1b8e1441e5039f3615c702ea7d2b20dc"},"schema_version":"1.0"},"canonical_sha256":"89fef83a62151cdd0fd5b927eba533d17f9550c4e3b39306a04ac08efcba16ed","source":{"kind":"arxiv","id":"2410.03725","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03725","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03725v1","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03725","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_12","alias_value":"RH7PQOTCCUON","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_16","alias_value":"RH7PQOTCCUON2D6V","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_8","alias_value":"RH7PQOTC","created_at":"2026-07-05T09:16:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:RH7PQOTCCUON2D6VXET6XJJT2F","target":"record","payload":{"canonical_record":{"source":{"id":"2410.03725","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-29T21:04:44Z","cross_cats_sorted":[],"title_canon_sha256":"c8fe8d9753ff3f170e88d06784814cc6fa75a0c704902c62f0334bed41a6215e","abstract_canon_sha256":"3f7e4e29dcc1be2729f59428b6f9ff4b1b8e1441e5039f3615c702ea7d2b20dc"},"schema_version":"1.0"},"canonical_sha256":"89fef83a62151cdd0fd5b927eba533d17f9550c4e3b39306a04ac08efcba16ed","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:16:23.937434Z","signature_b64":"7DaBacmv6waULJP2X/pG/OOQ41zBIyiu3CZ18Zys/+Cxyf+nMCMHPsip70MHZpm7ZrPvOVRRPR3BLuVkC/PCCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"89fef83a62151cdd0fd5b927eba533d17f9550c4e3b39306a04ac08efcba16ed","last_reissued_at":"2026-07-05T09:16:23.936761Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:16:23.936761Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.03725","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":"2026-07-05T09:16:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uHqdmhxd5+JSd57y6w1pErfe5Snui59MIDgliflSLLcOBNNehTXrFrxOVHiYuFra+7tqxnl3HPzmlg8Kqm7EAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T20:09:38.233477Z"},"content_sha256":"471a5ef0985292afa41f2a08c69a0c1e626361b385fd5d060e22e81c24651040","schema_version":"1.0","event_id":"sha256:471a5ef0985292afa41f2a08c69a0c1e626361b385fd5d060e22e81c24651040"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:RH7PQOTCCUON2D6VXET6XJJT2F","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Realtime, multimodal invasive ventilation risk monitoring using language models and BoXHED","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Aaron Su, Arash PakBin, Bobak J. Mortazavi, Donald K.K. Lee","submitted_at":"2024-09-29T21:04:44Z","abstract_excerpt":"Objective: realtime monitoring of invasive ventilation (iV) in intensive care units (ICUs) plays a crucial role in ensuring prompt interventions and better patient outcomes. However, conventional methods often overlook valuable insights embedded within clinical notes, relying solely on tabular data. In this study, we propose an innovative approach to enhance iV risk monitoring by incorporating clinical notes into the monitoring pipeline through using language models for text summarization. Results: We achieve superior performance in all metrics reported by the state-of-the-art in iV risk monit"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03725","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/2410.03725/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":"2026-07-05T09:16:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q4GJr68jIRJQExuctFixVd5P1yTlCJ069lbQJS6DNq6SPxtl1LP13hA0K9zaG7TboE2kxRKNLoo6B72FQopTCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T20:09:38.234006Z"},"content_sha256":"ab29d54fdc55cdd0875da0e7da9723cf7d0ed5e8dca513cde2a74660377ddc69","schema_version":"1.0","event_id":"sha256:ab29d54fdc55cdd0875da0e7da9723cf7d0ed5e8dca513cde2a74660377ddc69"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/RH7PQOTCCUON2D6VXET6XJJT2F/bundle.json","state_url":"https://pith.science/pith/RH7PQOTCCUON2D6VXET6XJJT2F/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/RH7PQOTCCUON2D6VXET6XJJT2F/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":"2026-07-31T20:09:38Z","links":{"resolver":"https://pith.science/pith/RH7PQOTCCUON2D6VXET6XJJT2F","bundle":"https://pith.science/pith/RH7PQOTCCUON2D6VXET6XJJT2F/bundle.json","state":"https://pith.science/pith/RH7PQOTCCUON2D6VXET6XJJT2F/state.json","well_known_bundle":"https://pith.science/.well-known/pith/RH7PQOTCCUON2D6VXET6XJJT2F/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:RH7PQOTCCUON2D6VXET6XJJT2F","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":"3f7e4e29dcc1be2729f59428b6f9ff4b1b8e1441e5039f3615c702ea7d2b20dc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-29T21:04:44Z","title_canon_sha256":"c8fe8d9753ff3f170e88d06784814cc6fa75a0c704902c62f0334bed41a6215e"},"schema_version":"1.0","source":{"id":"2410.03725","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03725","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03725v1","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03725","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_12","alias_value":"RH7PQOTCCUON","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_16","alias_value":"RH7PQOTCCUON2D6V","created_at":"2026-07-05T09:16:23Z"},{"alias_kind":"pith_short_8","alias_value":"RH7PQOTC","created_at":"2026-07-05T09:16:23Z"}],"graph_snapshots":[{"event_id":"sha256:ab29d54fdc55cdd0875da0e7da9723cf7d0ed5e8dca513cde2a74660377ddc69","target":"graph","created_at":"2026-07-05T09:16:23Z","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/2410.03725/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Objective: realtime monitoring of invasive ventilation (iV) in intensive care units (ICUs) plays a crucial role in ensuring prompt interventions and better patient outcomes. However, conventional methods often overlook valuable insights embedded within clinical notes, relying solely on tabular data. In this study, we propose an innovative approach to enhance iV risk monitoring by incorporating clinical notes into the monitoring pipeline through using language models for text summarization. Results: We achieve superior performance in all metrics reported by the state-of-the-art in iV risk monit","authors_text":"Aaron Su, Arash PakBin, Bobak J. Mortazavi, Donald K.K. Lee","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-29T21:04:44Z","title":"Realtime, multimodal invasive ventilation risk monitoring using language models and BoXHED"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03725","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":"sha256:471a5ef0985292afa41f2a08c69a0c1e626361b385fd5d060e22e81c24651040","target":"record","created_at":"2026-07-05T09:16:23Z","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":"3f7e4e29dcc1be2729f59428b6f9ff4b1b8e1441e5039f3615c702ea7d2b20dc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-29T21:04:44Z","title_canon_sha256":"c8fe8d9753ff3f170e88d06784814cc6fa75a0c704902c62f0334bed41a6215e"},"schema_version":"1.0","source":{"id":"2410.03725","kind":"arxiv","version":1}},"canonical_sha256":"89fef83a62151cdd0fd5b927eba533d17f9550c4e3b39306a04ac08efcba16ed","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"89fef83a62151cdd0fd5b927eba533d17f9550c4e3b39306a04ac08efcba16ed","first_computed_at":"2026-07-05T09:16:23.936761Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:16:23.936761Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7DaBacmv6waULJP2X/pG/OOQ41zBIyiu3CZ18Zys/+Cxyf+nMCMHPsip70MHZpm7ZrPvOVRRPR3BLuVkC/PCCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:16:23.937434Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.03725","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:471a5ef0985292afa41f2a08c69a0c1e626361b385fd5d060e22e81c24651040","sha256:ab29d54fdc55cdd0875da0e7da9723cf7d0ed5e8dca513cde2a74660377ddc69"],"state_sha256":"90809022ca252aae814fb06095f67f6ec086aef71c6c322150638d5ab55772d1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ed+J7j3Geh3xwzGPDhQIecVokYionGxLZvPVzI3XtsPU37vzXXYkGV5K0gxg50gcqdPVkia7h4RC+aHHXQNYDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-31T20:09:38.238351Z","bundle_sha256":"5f6eab72180c71593cbd9b2d8dd68b59666034efacac2a7af5a7922726c092f2"}}