{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:RHEITGIODCTHCSODA5BSZA6RDV","short_pith_number":"pith:RHEITGIO","canonical_record":{"source":{"id":"2503.04696","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-03-06T18:42:36Z","cross_cats_sorted":[],"title_canon_sha256":"11501522ae6b794c33fe77a613d656c825dffe375239e15671491177a548731b","abstract_canon_sha256":"0a5a2ea0b73fc8b62d93278683fc8455814806a8454b656af325559a92b51ad1"},"schema_version":"1.0"},"canonical_sha256":"89c889990e18a67149c307432c83d11d62b559944c0ed35519a09df5560a9abe","source":{"kind":"arxiv","id":"2503.04696","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.04696","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"arxiv_version","alias_value":"2503.04696v1","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.04696","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_12","alias_value":"RHEITGIODCTH","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_16","alias_value":"RHEITGIODCTHCSOD","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_8","alias_value":"RHEITGIO","created_at":"2026-07-05T10:25:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:RHEITGIODCTHCSODA5BSZA6RDV","target":"record","payload":{"canonical_record":{"source":{"id":"2503.04696","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-03-06T18:42:36Z","cross_cats_sorted":[],"title_canon_sha256":"11501522ae6b794c33fe77a613d656c825dffe375239e15671491177a548731b","abstract_canon_sha256":"0a5a2ea0b73fc8b62d93278683fc8455814806a8454b656af325559a92b51ad1"},"schema_version":"1.0"},"canonical_sha256":"89c889990e18a67149c307432c83d11d62b559944c0ed35519a09df5560a9abe","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:25:45.255681Z","signature_b64":"S/5m4xKPa+DhTc2x7kTpZ9kK6i6gMokAkQmj3+ddYixF6pOSuarSbU+f2+fZd80jUEJ8IkipZunURS36ORMcBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"89c889990e18a67149c307432c83d11d62b559944c0ed35519a09df5560a9abe","last_reissued_at":"2026-07-05T10:25:45.255178Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:25:45.255178Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.04696","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":"2026-07-05T10:25:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Gu/JHC+7pjpDxnUbZCCfdGwB5FJQbigcKyQisBQBXJFRCJ7QMwBT1yGGWXCyNk36evKuGsNMUbXUnXl7VZ7pCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T05:30:57.881031Z"},"content_sha256":"0f4b38571acfdede18f3e0ff53f79dd25cf224eb23ca594ae9edbf37804c62fe","schema_version":"1.0","event_id":"sha256:0f4b38571acfdede18f3e0ff53f79dd25cf224eb23ca594ae9edbf37804c62fe"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:RHEITGIODCTHCSODA5BSZA6RDV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Assessing Student Adoption of Generative Artificial Intelligence across Engineering Education from 2023 to 2024","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"C. Estelle Smith, Gabe Fierro, Jesan Ahammed Ovi","submitted_at":"2025-03-06T18:42:36Z","abstract_excerpt":"Generative Artificial Intelligence (GenAI) tools and models have the potential to re-shape educational needs, norms, practices, and policies in all sectors of engineering education. Empirical data, rather than anecdata and assumptions, on how engineering students have adopted GenAI is essential to developing a foundational understanding of students' GenAI-related behaviors and needs during academic training. This data will also help formulate effective responses to GenAI by both academic institutions and industrial employers. We collected two representative survey samples at the Colorado Schoo"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.04696","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/2503.04696/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":"2026-07-05T10:25:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HWvYa/QgmJ8l0mSFonVc3HW1nXFO+BpnjhnKDV4Y+A32SwqN95dkqP2Q/fZzKiAD17o5/C7xiKIEhs1AhtTcAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T05:30:57.881556Z"},"content_sha256":"3ba0bdb6a4bfa9dcfa76f78502830155cb8a7dc88fb01ce65fceffc5027345b2","schema_version":"1.0","event_id":"sha256:3ba0bdb6a4bfa9dcfa76f78502830155cb8a7dc88fb01ce65fceffc5027345b2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/RHEITGIODCTHCSODA5BSZA6RDV/bundle.json","state_url":"https://pith.science/pith/RHEITGIODCTHCSODA5BSZA6RDV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/RHEITGIODCTHCSODA5BSZA6RDV/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":"2026-08-16T05:30:57Z","links":{"resolver":"https://pith.science/pith/RHEITGIODCTHCSODA5BSZA6RDV","bundle":"https://pith.science/pith/RHEITGIODCTHCSODA5BSZA6RDV/bundle.json","state":"https://pith.science/pith/RHEITGIODCTHCSODA5BSZA6RDV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/RHEITGIODCTHCSODA5BSZA6RDV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:RHEITGIODCTHCSODA5BSZA6RDV","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":"0a5a2ea0b73fc8b62d93278683fc8455814806a8454b656af325559a92b51ad1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-03-06T18:42:36Z","title_canon_sha256":"11501522ae6b794c33fe77a613d656c825dffe375239e15671491177a548731b"},"schema_version":"1.0","source":{"id":"2503.04696","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.04696","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"arxiv_version","alias_value":"2503.04696v1","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.04696","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_12","alias_value":"RHEITGIODCTH","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_16","alias_value":"RHEITGIODCTHCSOD","created_at":"2026-07-05T10:25:45Z"},{"alias_kind":"pith_short_8","alias_value":"RHEITGIO","created_at":"2026-07-05T10:25:45Z"}],"graph_snapshots":[{"event_id":"sha256:3ba0bdb6a4bfa9dcfa76f78502830155cb8a7dc88fb01ce65fceffc5027345b2","target":"graph","created_at":"2026-07-05T10:25:45Z","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/2503.04696/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Generative Artificial Intelligence (GenAI) tools and models have the potential to re-shape educational needs, norms, practices, and policies in all sectors of engineering education. Empirical data, rather than anecdata and assumptions, on how engineering students have adopted GenAI is essential to developing a foundational understanding of students' GenAI-related behaviors and needs during academic training. This data will also help formulate effective responses to GenAI by both academic institutions and industrial employers. We collected two representative survey samples at the Colorado Schoo","authors_text":"C. Estelle Smith, Gabe Fierro, Jesan Ahammed Ovi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-03-06T18:42:36Z","title":"Assessing Student Adoption of Generative Artificial Intelligence across Engineering Education from 2023 to 2024"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.04696","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":"sha256:0f4b38571acfdede18f3e0ff53f79dd25cf224eb23ca594ae9edbf37804c62fe","target":"record","created_at":"2026-07-05T10:25:45Z","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":"0a5a2ea0b73fc8b62d93278683fc8455814806a8454b656af325559a92b51ad1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-03-06T18:42:36Z","title_canon_sha256":"11501522ae6b794c33fe77a613d656c825dffe375239e15671491177a548731b"},"schema_version":"1.0","source":{"id":"2503.04696","kind":"arxiv","version":1}},"canonical_sha256":"89c889990e18a67149c307432c83d11d62b559944c0ed35519a09df5560a9abe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"89c889990e18a67149c307432c83d11d62b559944c0ed35519a09df5560a9abe","first_computed_at":"2026-07-05T10:25:45.255178Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:25:45.255178Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"S/5m4xKPa+DhTc2x7kTpZ9kK6i6gMokAkQmj3+ddYixF6pOSuarSbU+f2+fZd80jUEJ8IkipZunURS36ORMcBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:25:45.255681Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.04696","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0f4b38571acfdede18f3e0ff53f79dd25cf224eb23ca594ae9edbf37804c62fe","sha256:3ba0bdb6a4bfa9dcfa76f78502830155cb8a7dc88fb01ce65fceffc5027345b2"],"state_sha256":"4a658fa73890e695897fc9e997cca8d8bd6ffc920b2037585eecd14ac0766fe4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RCmi4jiREwekB+r6VyRbYsC974INyVPCYlTlbFParcTKZMf56yq46HT4cjVWKp+IkZxVeQ+xa4UC6YKbezBFCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-16T05:30:57.885753Z","bundle_sha256":"b7af675261828afd52fe8ebcda376f007b2a3625d21b26c23ad56aa061bb007c"}}