{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:G34L2Q6BIJKLSJ6HRO3JS73SZ4","short_pith_number":"pith:G34L2Q6B","schema_version":"1.0","canonical_sha256":"36f8bd43c14254b927c78bb6997f72cf24a7eaff924b93584e335791aca5bc0f","source":{"kind":"arxiv","id":"2606.12424","version":1},"attestation_state":"computed","paper":{"title":"AI-Automation Tooling in Computer Engineering Education: Mixed-Methods TAM/UTAUT Evidence for a General Acceptance Attitude","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.HC"],"primary_cat":"cs.CY","authors_text":"Aung Pyae","submitted_at":"2026-05-10T11:00:56Z","abstract_excerpt":"As generative AI and low-code workflow platforms become routine in software practice, a key educational question is whether the next generation of computer engineers will accept these tools as useful, usable, and worthy of sustained engagement. This paper reports a mixed-methods, cross-sectional study of undergraduate computer engineering students' acceptance of AI automation tooling, instantiated through the open-source platform n8n across three identically scripted workshops in Thailand (n = 103). A 12-item, five-point Likert instrument mapped to six TAM/UTAUT constructs - Performance Expect"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2606.12424","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CY","submitted_at":"2026-05-10T11:00:56Z","cross_cats_sorted":["cs.AI","cs.HC"],"title_canon_sha256":"7aeae8df75227121c9c48e7da1920278f047095ee4104fcb946202ac28033fce","abstract_canon_sha256":"5e15317bc50b236f9f6e522959cacb168b4de5150134b163fb1a37569ea45429"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-12T00:07:49.759881Z","signature_b64":"+eNNIblByUr8CQ8l+ZwqUY+AgYQ5do0m6hNuQc2jIeFihfVCVp6faDw2Nyom/J8jTYxk+nlBWWt3ER22TeZrAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"36f8bd43c14254b927c78bb6997f72cf24a7eaff924b93584e335791aca5bc0f","last_reissued_at":"2026-06-12T00:07:49.759345Z","signature_status":"signed_v1","first_computed_at":"2026-06-12T00:07:49.759345Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"AI-Automation Tooling in Computer Engineering Education: Mixed-Methods TAM/UTAUT Evidence for a General Acceptance Attitude","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.HC"],"primary_cat":"cs.CY","authors_text":"Aung Pyae","submitted_at":"2026-05-10T11:00:56Z","abstract_excerpt":"As generative AI and low-code workflow platforms become routine in software practice, a key educational question is whether the next generation of computer engineers will accept these tools as useful, usable, and worthy of sustained engagement. This paper reports a mixed-methods, cross-sectional study of undergraduate computer engineering students' acceptance of AI automation tooling, instantiated through the open-source platform n8n across three identically scripted workshops in Thailand (n = 103). A 12-item, five-point Likert instrument mapped to six TAM/UTAUT constructs - Performance Expect"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.12424","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/2606.12424/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2606.12424","created_at":"2026-06-12T00:07:49.759418+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.12424v1","created_at":"2026-06-12T00:07:49.759418+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.12424","created_at":"2026-06-12T00:07:49.759418+00:00"},{"alias_kind":"pith_short_12","alias_value":"G34L2Q6BIJKL","created_at":"2026-06-12T00:07:49.759418+00:00"},{"alias_kind":"pith_short_16","alias_value":"G34L2Q6BIJKLSJ6H","created_at":"2026-06-12T00:07:49.759418+00:00"},{"alias_kind":"pith_short_8","alias_value":"G34L2Q6B","created_at":"2026-06-12T00:07:49.759418+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4","json":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4.json","graph_json":"https://pith.science/api/pith-number/G34L2Q6BIJKLSJ6HRO3JS73SZ4/graph.json","events_json":"https://pith.science/api/pith-number/G34L2Q6BIJKLSJ6HRO3JS73SZ4/events.json","paper":"https://pith.science/paper/G34L2Q6B"},"agent_actions":{"view_html":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4","download_json":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4.json","view_paper":"https://pith.science/paper/G34L2Q6B","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.12424&json=true","fetch_graph":"https://pith.science/api/pith-number/G34L2Q6BIJKLSJ6HRO3JS73SZ4/graph.json","fetch_events":"https://pith.science/api/pith-number/G34L2Q6BIJKLSJ6HRO3JS73SZ4/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4/action/timestamp_anchor","attest_storage":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4/action/storage_attestation","attest_author":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4/action/author_attestation","sign_citation":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4/action/citation_signature","submit_replication":"https://pith.science/pith/G34L2Q6BIJKLSJ6HRO3JS73SZ4/action/replication_record"}},"created_at":"2026-06-12T00:07:49.759418+00:00","updated_at":"2026-06-12T00:07:49.759418+00:00"}