{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VEM45OESDVJIQCURZLRX3YS2CW","short_pith_number":"pith:VEM45OES","canonical_record":{"source":{"id":"2507.01017","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-06-10T11:37:06Z","cross_cats_sorted":[],"title_canon_sha256":"bdeb1cc756fdf933fa61d278d9f15f8fe26674d212b7425825d32e06c794c877","abstract_canon_sha256":"2528233f5c8e979e897a5d08e5114fc8f1a298577abd06e6871b4ff66f93f7c6"},"schema_version":"1.0"},"canonical_sha256":"a919ceb8921d52880a91cae37de25a15a71ea0f1160adb174169466f67151585","source":{"kind":"arxiv","id":"2507.01017","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.01017","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"arxiv_version","alias_value":"2507.01017v1","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.01017","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_12","alias_value":"VEM45OESDVJI","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_16","alias_value":"VEM45OESDVJIQCUR","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_8","alias_value":"VEM45OES","created_at":"2026-07-05T11:30:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VEM45OESDVJIQCURZLRX3YS2CW","target":"record","payload":{"canonical_record":{"source":{"id":"2507.01017","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-06-10T11:37:06Z","cross_cats_sorted":[],"title_canon_sha256":"bdeb1cc756fdf933fa61d278d9f15f8fe26674d212b7425825d32e06c794c877","abstract_canon_sha256":"2528233f5c8e979e897a5d08e5114fc8f1a298577abd06e6871b4ff66f93f7c6"},"schema_version":"1.0"},"canonical_sha256":"a919ceb8921d52880a91cae37de25a15a71ea0f1160adb174169466f67151585","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:30:19.651572Z","signature_b64":"FKUNZvDG4x2hZntOOP5o6zzXLvaVqPSJlVXbrP3764EW9MbSQvvF6HnEUpWfURlfvhXL3F92udc7ekTAAqmwAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a919ceb8921d52880a91cae37de25a15a71ea0f1160adb174169466f67151585","last_reissued_at":"2026-07-05T11:30:19.651117Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:30:19.651117Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.01017","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":"2026-07-05T11:30:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fYIis6Ue0PbKEypGk5onlZQZ3lrmLK/9mMdnj2gFHPOVTYzHy4vfylijl65rSimqk/Xt5cjedY6s+2UKZAXGAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T21:27:47.987113Z"},"content_sha256":"f0f5493364f4cf123ed5b70987d76247917dd547fcd91cd35074161c4d7fcde5","schema_version":"1.0","event_id":"sha256:f0f5493364f4cf123ed5b70987d76247917dd547fcd91cd35074161c4d7fcde5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VEM45OESDVJIQCURZLRX3YS2CW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Comprehensive Review of Human Error in Risk-Informed Decision Making: Integrating Human Reliability Assessment, Artificial Intelligence, and Human Performance Models","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Haitao Wang, Hongxu Zhu, Jiejuan Tong, Jingang Liang, Xingyu Xiao","submitted_at":"2025-06-10T11:37:06Z","abstract_excerpt":"Human error remains a dominant risk driver in safety-critical sectors such as nuclear power, aviation, and healthcare, where seemingly minor mistakes can cascade into catastrophic outcomes. Although decades of research have produced a rich repertoire of mitigation techniques, persistent limitations: scarce high-quality data, algorithmic opacity, and residual reliance on expert judgment, continue to constrain progress. This review synthesizes recent advances at the intersection of risk-informed decision making, human reliability assessment (HRA), artificial intelligence (AI), and cognitive scie"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.01017","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/2507.01017/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":"2026-07-05T11:30:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"drCJ21WANzs/ECFOugfmdopNC36CSusDAfWpNxHRFY/n5MZX9nco+xuWM8KJnLrxzjzbCl89clNW9Kg5RX9LAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T21:27:47.987651Z"},"content_sha256":"9bc39d4fccaec306279eb5d7eaa2e245d540e1ba4787f3e5fed022bbbed8013e","schema_version":"1.0","event_id":"sha256:9bc39d4fccaec306279eb5d7eaa2e245d540e1ba4787f3e5fed022bbbed8013e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VEM45OESDVJIQCURZLRX3YS2CW/bundle.json","state_url":"https://pith.science/pith/VEM45OESDVJIQCURZLRX3YS2CW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VEM45OESDVJIQCURZLRX3YS2CW/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":"2026-08-07T21:27:47Z","links":{"resolver":"https://pith.science/pith/VEM45OESDVJIQCURZLRX3YS2CW","bundle":"https://pith.science/pith/VEM45OESDVJIQCURZLRX3YS2CW/bundle.json","state":"https://pith.science/pith/VEM45OESDVJIQCURZLRX3YS2CW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VEM45OESDVJIQCURZLRX3YS2CW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VEM45OESDVJIQCURZLRX3YS2CW","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":"2528233f5c8e979e897a5d08e5114fc8f1a298577abd06e6871b4ff66f93f7c6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-06-10T11:37:06Z","title_canon_sha256":"bdeb1cc756fdf933fa61d278d9f15f8fe26674d212b7425825d32e06c794c877"},"schema_version":"1.0","source":{"id":"2507.01017","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.01017","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"arxiv_version","alias_value":"2507.01017v1","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.01017","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_12","alias_value":"VEM45OESDVJI","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_16","alias_value":"VEM45OESDVJIQCUR","created_at":"2026-07-05T11:30:19Z"},{"alias_kind":"pith_short_8","alias_value":"VEM45OES","created_at":"2026-07-05T11:30:19Z"}],"graph_snapshots":[{"event_id":"sha256:9bc39d4fccaec306279eb5d7eaa2e245d540e1ba4787f3e5fed022bbbed8013e","target":"graph","created_at":"2026-07-05T11:30:19Z","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/2507.01017/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human error remains a dominant risk driver in safety-critical sectors such as nuclear power, aviation, and healthcare, where seemingly minor mistakes can cascade into catastrophic outcomes. Although decades of research have produced a rich repertoire of mitigation techniques, persistent limitations: scarce high-quality data, algorithmic opacity, and residual reliance on expert judgment, continue to constrain progress. This review synthesizes recent advances at the intersection of risk-informed decision making, human reliability assessment (HRA), artificial intelligence (AI), and cognitive scie","authors_text":"Haitao Wang, Hongxu Zhu, Jiejuan Tong, Jingang Liang, Xingyu Xiao","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-06-10T11:37:06Z","title":"A Comprehensive Review of Human Error in Risk-Informed Decision Making: Integrating Human Reliability Assessment, Artificial Intelligence, and Human Performance Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.01017","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:f0f5493364f4cf123ed5b70987d76247917dd547fcd91cd35074161c4d7fcde5","target":"record","created_at":"2026-07-05T11:30:19Z","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":"2528233f5c8e979e897a5d08e5114fc8f1a298577abd06e6871b4ff66f93f7c6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-06-10T11:37:06Z","title_canon_sha256":"bdeb1cc756fdf933fa61d278d9f15f8fe26674d212b7425825d32e06c794c877"},"schema_version":"1.0","source":{"id":"2507.01017","kind":"arxiv","version":1}},"canonical_sha256":"a919ceb8921d52880a91cae37de25a15a71ea0f1160adb174169466f67151585","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a919ceb8921d52880a91cae37de25a15a71ea0f1160adb174169466f67151585","first_computed_at":"2026-07-05T11:30:19.651117Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:30:19.651117Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FKUNZvDG4x2hZntOOP5o6zzXLvaVqPSJlVXbrP3764EW9MbSQvvF6HnEUpWfURlfvhXL3F92udc7ekTAAqmwAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:30:19.651572Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.01017","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f0f5493364f4cf123ed5b70987d76247917dd547fcd91cd35074161c4d7fcde5","sha256:9bc39d4fccaec306279eb5d7eaa2e245d540e1ba4787f3e5fed022bbbed8013e"],"state_sha256":"c33a26ef2d190a65a743a7a338ab9931d5bb157ac3c9bcb9852a082b89267862"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sUZdroykzoOhPOMtE/7COotHAdG79yv7tDCI9Oc1jPqfLUABxNQygQpf8CClHFyAUG6yZfmBQmYhZlLSucTBAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T21:27:47.992738Z","bundle_sha256":"f729fd26b1af4aea3fe9c4bd259ef714cbca9ed3187a400390b4a2a1a93d4e2a"}}