{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:J7SSPMVED3ORQH5M3IDDJEGHEF","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":"26c25bdec11178f75824f97798cb461c337b4a885f54761a7ec41e0d0c79d6bb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-03-04T19:13:23Z","title_canon_sha256":"8103a1369642fcd39ef073ec83e5372fe4ced44fcf56833544107211ad0768fa"},"schema_version":"1.0","source":{"id":"2403.02421","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.02421","created_at":"2026-07-05T09:10:45Z"},{"alias_kind":"arxiv_version","alias_value":"2403.02421v3","created_at":"2026-07-05T09:10:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.02421","created_at":"2026-07-05T09:10:45Z"},{"alias_kind":"pith_short_12","alias_value":"J7SSPMVED3OR","created_at":"2026-07-05T09:10:45Z"},{"alias_kind":"pith_short_16","alias_value":"J7SSPMVED3ORQH5M","created_at":"2026-07-05T09:10:45Z"},{"alias_kind":"pith_short_8","alias_value":"J7SSPMVE","created_at":"2026-07-05T09:10:45Z"}],"graph_snapshots":[{"event_id":"sha256:e233e9470ad914f86e8ca45ce023a1d0b7dcefbea459cf1470410ee10bd01a23","target":"graph","created_at":"2026-07-05T09:10:45Z","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/2403.02421/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Our work addresses the challenges older adults face with commercial Voice Assistants (VAs), notably in conversation breakdowns and error handling. Traditional methods of collecting user experiences-usage logs and post-hoc interviews-do not fully capture the intricacies of older adults' interactions with VAs, particularly regarding their reactions to errors. To bridge this gap, we equipped 15 older adults' homes with smart speakers integrated with custom audio recorders to collect \"in-the-wild\" audio interaction data for detailed error analysis. Recognizing the conversational limitations of cur","authors_text":"Amama Mahmood, Chien-Ming Huang, Junxiang Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-03-04T19:13:23Z","title":"Situated Understanding of Errors in Older Adults' Interactions with Voice Assistants: A Month-Long, In-Home Study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.02421","kind":"arxiv","version":3},"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":"sha256:36b23575070516a879fa018e2f4846e43a47a5af27ae0b01fb70c715ca695564","target":"record","created_at":"2026-07-05T09:10:45Z","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":"26c25bdec11178f75824f97798cb461c337b4a885f54761a7ec41e0d0c79d6bb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-03-04T19:13:23Z","title_canon_sha256":"8103a1369642fcd39ef073ec83e5372fe4ced44fcf56833544107211ad0768fa"},"schema_version":"1.0","source":{"id":"2403.02421","kind":"arxiv","version":3}},"canonical_sha256":"4fe527b2a41edd181facda063490c721529c38b99d7babb3798bdc5232be8d21","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4fe527b2a41edd181facda063490c721529c38b99d7babb3798bdc5232be8d21","first_computed_at":"2026-07-05T09:10:45.849625Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:10:45.849625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CN1DWd9AoitYUUdqhRtQEVbswoYaBebPRQ7fLJESSmlsh+KAeNq3407vlLvyGWRe0USmMvzRDeHKWjPRU6LrCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:10:45.850010Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.02421","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:36b23575070516a879fa018e2f4846e43a47a5af27ae0b01fb70c715ca695564","sha256:e233e9470ad914f86e8ca45ce023a1d0b7dcefbea459cf1470410ee10bd01a23"],"state_sha256":"dfd68d86b506b0093a21d3b87b874e52e772a087e79acd973333540e22a1d59a"}