{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:6R6JLMPI6XU3I5QZFIDB35V5PM","short_pith_number":"pith:6R6JLMPI","canonical_record":{"source":{"id":"2503.17955","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T06:16:49Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"68ea1a76a200179d32f36c78f36c2623db4b4f2a619d031b8410d9c776b6f676","abstract_canon_sha256":"43ff4c07c2216ef1583a10c7576d9da1e14a2214639c36502934fea3aec4ac64"},"schema_version":"1.0"},"canonical_sha256":"f47c95b1e8f5e9b476192a061df6bd7b2c2f78523066853a23205f20d4774628","source":{"kind":"arxiv","id":"2503.17955","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.17955","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"arxiv_version","alias_value":"2503.17955v2","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.17955","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_12","alias_value":"6R6JLMPI6XU3","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_16","alias_value":"6R6JLMPI6XU3I5QZ","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_8","alias_value":"6R6JLMPI","created_at":"2026-07-05T10:38:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:6R6JLMPI6XU3I5QZFIDB35V5PM","target":"record","payload":{"canonical_record":{"source":{"id":"2503.17955","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T06:16:49Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"68ea1a76a200179d32f36c78f36c2623db4b4f2a619d031b8410d9c776b6f676","abstract_canon_sha256":"43ff4c07c2216ef1583a10c7576d9da1e14a2214639c36502934fea3aec4ac64"},"schema_version":"1.0"},"canonical_sha256":"f47c95b1e8f5e9b476192a061df6bd7b2c2f78523066853a23205f20d4774628","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:38:45.820175Z","signature_b64":"XNHEsTkIY09RNJQYtX+yCs/O/z8A1WcIqXA/lpPCnRxQO6lvjnnQF1qaO18F+fx9ukZnz+y11tP1Kl0XfYWEDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f47c95b1e8f5e9b476192a061df6bd7b2c2f78523066853a23205f20d4774628","last_reissued_at":"2026-07-05T10:38:45.819700Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:38:45.819700Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.17955","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:38:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V3YoKw49hFfOf4gYvPpOqmUyMiY6/QzxntUAuJRTM2jUux26JbDOjFJ3J7gbdJvZgP8+MuuuwcAMemLrUfs4Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:03:37.947216Z"},"content_sha256":"a3278f874c4a9d0d2d13ebfbcce9275716454739758fd4376117bcf7ae67b972","schema_version":"1.0","event_id":"sha256:a3278f874c4a9d0d2d13ebfbcce9275716454739758fd4376117bcf7ae67b972"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:6R6JLMPI6XU3I5QZFIDB35V5PM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Human-AI Interaction and User Satisfaction: Empirical Evidence from Online Reviews of AI Products","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.HC","authors_text":"Stefan Pasch, Sun-Young Ha","submitted_at":"2025-03-23T06:16:49Z","abstract_excerpt":"Human-AI Interaction (HAI) guidelines and design principles have become increasingly important in both industry and academia to guide the development of AI systems that align with user needs and expectations. However, large-scale empirical evidence on how HAI principles shape user satisfaction in practice remains limited. This study addresses that gap by analyzing over 100,000 user reviews of AI-related products from G2, a leading review platform for business software and services. Based on widely adopted industry guidelines, we identify seven core HAI dimensions and examine their coverage and"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.17955","kind":"arxiv","version":2},"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/2503.17955/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":"2026-07-05T10:38:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A1kLg2v8KNr54kEMjPocEF5XhH0wDexvbaFrm7PzNXhAxydEuvwfeaMYQ6a7iwhwZBYh9WJQp3Zl+qvBnUBBDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:03:37.947748Z"},"content_sha256":"0e15ceaa73ce0e06e1fdb6b95028330f6c5ac1ad84f29b8057b2be302520ef0c","schema_version":"1.0","event_id":"sha256:0e15ceaa73ce0e06e1fdb6b95028330f6c5ac1ad84f29b8057b2be302520ef0c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/bundle.json","state_url":"https://pith.science/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/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":"2026-08-09T03:03:37Z","links":{"resolver":"https://pith.science/pith/6R6JLMPI6XU3I5QZFIDB35V5PM","bundle":"https://pith.science/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/bundle.json","state":"https://pith.science/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6R6JLMPI6XU3I5QZFIDB35V5PM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6R6JLMPI6XU3I5QZFIDB35V5PM","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":"43ff4c07c2216ef1583a10c7576d9da1e14a2214639c36502934fea3aec4ac64","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T06:16:49Z","title_canon_sha256":"68ea1a76a200179d32f36c78f36c2623db4b4f2a619d031b8410d9c776b6f676"},"schema_version":"1.0","source":{"id":"2503.17955","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.17955","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"arxiv_version","alias_value":"2503.17955v2","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.17955","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_12","alias_value":"6R6JLMPI6XU3","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_16","alias_value":"6R6JLMPI6XU3I5QZ","created_at":"2026-07-05T10:38:45Z"},{"alias_kind":"pith_short_8","alias_value":"6R6JLMPI","created_at":"2026-07-05T10:38:45Z"}],"graph_snapshots":[{"event_id":"sha256:0e15ceaa73ce0e06e1fdb6b95028330f6c5ac1ad84f29b8057b2be302520ef0c","target":"graph","created_at":"2026-07-05T10:38:45Z","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/2503.17955/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human-AI Interaction (HAI) guidelines and design principles have become increasingly important in both industry and academia to guide the development of AI systems that align with user needs and expectations. However, large-scale empirical evidence on how HAI principles shape user satisfaction in practice remains limited. This study addresses that gap by analyzing over 100,000 user reviews of AI-related products from G2, a leading review platform for business software and services. Based on widely adopted industry guidelines, we identify seven core HAI dimensions and examine their coverage and","authors_text":"Stefan Pasch, Sun-Young Ha","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T06:16:49Z","title":"Human-AI Interaction and User Satisfaction: Empirical Evidence from Online Reviews of AI Products"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.17955","kind":"arxiv","version":2},"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:a3278f874c4a9d0d2d13ebfbcce9275716454739758fd4376117bcf7ae67b972","target":"record","created_at":"2026-07-05T10:38:45Z","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":"43ff4c07c2216ef1583a10c7576d9da1e14a2214639c36502934fea3aec4ac64","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2025-03-23T06:16:49Z","title_canon_sha256":"68ea1a76a200179d32f36c78f36c2623db4b4f2a619d031b8410d9c776b6f676"},"schema_version":"1.0","source":{"id":"2503.17955","kind":"arxiv","version":2}},"canonical_sha256":"f47c95b1e8f5e9b476192a061df6bd7b2c2f78523066853a23205f20d4774628","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f47c95b1e8f5e9b476192a061df6bd7b2c2f78523066853a23205f20d4774628","first_computed_at":"2026-07-05T10:38:45.819700Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:38:45.819700Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XNHEsTkIY09RNJQYtX+yCs/O/z8A1WcIqXA/lpPCnRxQO6lvjnnQF1qaO18F+fx9ukZnz+y11tP1Kl0XfYWEDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:38:45.820175Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.17955","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a3278f874c4a9d0d2d13ebfbcce9275716454739758fd4376117bcf7ae67b972","sha256:0e15ceaa73ce0e06e1fdb6b95028330f6c5ac1ad84f29b8057b2be302520ef0c"],"state_sha256":"3c3f7c3c7f641d6a1586f32ead7f5d54e30775320486d94f760ec6df7a222725"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8ygC8SIwflRauTn+BbM7kTStBEVr8fHlQMiUWWLr/fk7o9YWsBwHv9ch03lFMhmPNEhFwk6R0CZOSl5W3SpkDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T03:03:37.952398Z","bundle_sha256":"7f85ea060f50bd138b5c917302773b70b57fc6d10fd72cdd2fbd8b1b65d33644"}}