{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:K7GRPDNJ4KIMH4Y26OXNG2PVZJ","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":"089a809ddd40fe09c452ea46283b083f66b6541ee78c6cd1be6b240e97d9f744","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T08:56:53Z","title_canon_sha256":"87f1eb92752041f511e4160e61f111340e3e007205fe9229da259d3bf21c6515"},"schema_version":"1.0","source":{"id":"2503.17993","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.17993","created_at":"2026-07-05T10:38:00Z"},{"alias_kind":"arxiv_version","alias_value":"2503.17993v1","created_at":"2026-07-05T10:38:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.17993","created_at":"2026-07-05T10:38:00Z"},{"alias_kind":"pith_short_12","alias_value":"K7GRPDNJ4KIM","created_at":"2026-07-05T10:38:00Z"},{"alias_kind":"pith_short_16","alias_value":"K7GRPDNJ4KIMH4Y2","created_at":"2026-07-05T10:38:00Z"},{"alias_kind":"pith_short_8","alias_value":"K7GRPDNJ","created_at":"2026-07-05T10:38:00Z"}],"graph_snapshots":[{"event_id":"sha256:002fcfaa490b126b2145e3b67cab5912e424a4f462fe6da14d8d39c39a7e89d5","target":"graph","created_at":"2026-07-05T10:38:00Z","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/2503.17993/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern driving involves interactive technologies that can divert attention, increasing the risk of accidents. This paper presents a computational cognitive model that simulates human multitasking while driving. Based on optimal supervisory control theory, the model predicts how multitasking adapts to variations in driving demands, interactive tasks, and automation levels. Unlike previous models, it accounts for context-dependent multitasking across different degrees of driving automation. The model predicts longer in-car glances on straight roads and shorter glances during curves. It also anti","authors_text":"Jussi Jokinen, Patrick Ebel, Tuomo Kujala","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T08:56:53Z","title":"Predicting Multitasking in Manual and Automated Driving with Optimal Supervisory Control"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.17993","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:c97f4109f58923a312bb83dbfb1361d050402a2d0b2972425fd8184502e14ed8","target":"record","created_at":"2026-07-05T10:38:00Z","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":"089a809ddd40fe09c452ea46283b083f66b6541ee78c6cd1be6b240e97d9f744","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T08:56:53Z","title_canon_sha256":"87f1eb92752041f511e4160e61f111340e3e007205fe9229da259d3bf21c6515"},"schema_version":"1.0","source":{"id":"2503.17993","kind":"arxiv","version":1}},"canonical_sha256":"57cd178da9e290c3f31af3aed369f5ca5ccfa38c97bc60a51d282741af503829","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"57cd178da9e290c3f31af3aed369f5ca5ccfa38c97bc60a51d282741af503829","first_computed_at":"2026-07-05T10:38:00.116265Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:38:00.116265Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AxMLqTHkJegnf77uv0d0f2XMugYPu106UreGtbQ4cgtYShy4kzt8s373QxdteOxh2SqNyw83cNetcamV/dC1BA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:38:00.116765Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.17993","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c97f4109f58923a312bb83dbfb1361d050402a2d0b2972425fd8184502e14ed8","sha256:002fcfaa490b126b2145e3b67cab5912e424a4f462fe6da14d8d39c39a7e89d5"],"state_sha256":"2a6c0c0bc77830e1b3c2f617d3303cc796158c53414152f8a712fe796a5e0e28"}