{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:E7FJOIRTTMXNFNJ3RNH6BQMRLC","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":"291f7a78b83d59932e6a194a9de839fae3fa280c9dab1e17093b6a411edc0f19","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-05T19:46:13Z","title_canon_sha256":"6c61be0d8e2355fb3fc432488113e6a1bd34ab80b99219464e861f4b46eb2fdb"},"schema_version":"1.0","source":{"id":"2508.03881","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.03881","created_at":"2026-07-05T11:56:22Z"},{"alias_kind":"arxiv_version","alias_value":"2508.03881v2","created_at":"2026-07-05T11:56:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.03881","created_at":"2026-07-05T11:56:22Z"},{"alias_kind":"pith_short_12","alias_value":"E7FJOIRTTMXN","created_at":"2026-07-05T11:56:22Z"},{"alias_kind":"pith_short_16","alias_value":"E7FJOIRTTMXNFNJ3","created_at":"2026-07-05T11:56:22Z"},{"alias_kind":"pith_short_8","alias_value":"E7FJOIRT","created_at":"2026-07-05T11:56:22Z"}],"graph_snapshots":[{"event_id":"sha256:f5a109b9f1b75f7b6bc34b5d69a4f6f8fb54e45dc18aa24d58fa742f9724724d","target":"graph","created_at":"2026-07-05T11:56:22Z","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/2508.03881/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In today's digitized world, software systems must support users in understanding both how to interact with a system and why certain behaviors occur. This study investigates whether explanation needs, classified from user reviews, can be predicted based on app properties, enabling early consideration during development and large-scale requirements mining. We analyzed a gold standard dataset of 4,495 app reviews enriched with metadata (e.g., app version, ratings, age restriction, in-app purchases). Correlation analyses identified mostly weak associations between app properties and explanation ne","authors_text":"Elisa Schmid, Hannah Deters, Jakob Droste, Jil Kl\\\"under, Kurt Schneider, Kushtrim Qengaj, Marc Herrmann, Martin Obaidi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-05T19:46:13Z","title":"From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.03881","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:b17c6cc43eead7d25a0a7e0eeb9fdb9cff837b9ec04236e4a55e5a3dc09f7a25","target":"record","created_at":"2026-07-05T11:56:22Z","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":"291f7a78b83d59932e6a194a9de839fae3fa280c9dab1e17093b6a411edc0f19","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-05T19:46:13Z","title_canon_sha256":"6c61be0d8e2355fb3fc432488113e6a1bd34ab80b99219464e861f4b46eb2fdb"},"schema_version":"1.0","source":{"id":"2508.03881","kind":"arxiv","version":2}},"canonical_sha256":"27ca9722339b2ed2b53b8b4fe0c1915899ac28b9c7e6bb3009efebf7ae463c66","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27ca9722339b2ed2b53b8b4fe0c1915899ac28b9c7e6bb3009efebf7ae463c66","first_computed_at":"2026-07-05T11:56:22.207012Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:56:22.207012Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D7gM0G0a3epKZP19fkC2tBkL7B1T89hCo6lPMxrh7Ys7NZ1dVOXlA3qcBlL1nEccJ1fI5eHn/h/v3wsIrCzsDg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:56:22.207445Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.03881","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b17c6cc43eead7d25a0a7e0eeb9fdb9cff837b9ec04236e4a55e5a3dc09f7a25","sha256:f5a109b9f1b75f7b6bc34b5d69a4f6f8fb54e45dc18aa24d58fa742f9724724d"],"state_sha256":"e3314c9b56d6e146a384dba7bc8f39fb10ff4c58c225d2598fb72ba29f3c93ed"}