{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:LPVK5Y2NRNAA764TKGVZ47XGIB","short_pith_number":"pith:LPVK5Y2N","schema_version":"1.0","canonical_sha256":"5beaaee34d8b400ffb9351ab9e7ee6405ecd92eb2cb35e32bea7ff98adeae32e","source":{"kind":"arxiv","id":"2607.22886","version":1},"attestation_state":"computed","paper":{"title":"Reflections and Recommendations on AI Adoption Practice from a Mixed-Ability Research Group","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Ellie Seehorn, Shalini Madan, Sreelakshmi Surabiyil Bindu, Venkatesh Potluri, Veronica Pimenova","submitted_at":"2026-07-24T19:53:08Z","abstract_excerpt":"Generative AI tools have recently been rapidly adopted by academics in mixed-ability research teams for both personal and professional tasks. While previous work on adoption of AI-based workflows has focused on collaboration and productivity, the perceptions of AI use within research teams remains divided. Through qualitative analysis of interviews of the five members of our mixed-ability research team, we discuss the motivations, challenges, and practices surrounding the use of generative AI in our lab. We reflect on experiences that shaped recommendations for balanced AI use that enable mixe"},"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":"2607.22886","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2026-07-24T19:53:08Z","cross_cats_sorted":[],"title_canon_sha256":"2b023a615e604f1bcb7557b50103f28ee3b4a1d99fccfa7b1c3e42e66939adfa","abstract_canon_sha256":"fb5ecfeaf07f02caebd745840278fbadd684690da6ee8cb127af1a0857be6a3c"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-28T00:22:00.236403Z","signature_b64":"qHk8nIX1W8r3/+TJXGZBVEaObn+FXvPUSKOFz6a9k4hxSQiMQ0LxGkqPMYXTyndNEITQs1n7GwIGCPhLR6W0DQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5beaaee34d8b400ffb9351ab9e7ee6405ecd92eb2cb35e32bea7ff98adeae32e","last_reissued_at":"2026-07-28T00:22:00.235133Z","signature_status":"signed_v1","first_computed_at":"2026-07-28T00:22:00.235133Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Reflections and Recommendations on AI Adoption Practice from a Mixed-Ability Research Group","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Ellie Seehorn, Shalini Madan, Sreelakshmi Surabiyil Bindu, Venkatesh Potluri, Veronica Pimenova","submitted_at":"2026-07-24T19:53:08Z","abstract_excerpt":"Generative AI tools have recently been rapidly adopted by academics in mixed-ability research teams for both personal and professional tasks. While previous work on adoption of AI-based workflows has focused on collaboration and productivity, the perceptions of AI use within research teams remains divided. Through qualitative analysis of interviews of the five members of our mixed-ability research team, we discuss the motivations, challenges, and practices surrounding the use of generative AI in our lab. We reflect on experiences that shaped recommendations for balanced AI use that enable mixe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.22886","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/2607.22886/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":"2607.22886","created_at":"2026-07-28T00:22:00.235829+00:00"},{"alias_kind":"arxiv_version","alias_value":"2607.22886v1","created_at":"2026-07-28T00:22:00.235829+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.22886","created_at":"2026-07-28T00:22:00.235829+00:00"},{"alias_kind":"pith_short_12","alias_value":"LPVK5Y2NRNAA","created_at":"2026-07-28T00:22:00.235829+00:00"},{"alias_kind":"pith_short_16","alias_value":"LPVK5Y2NRNAA764T","created_at":"2026-07-28T00:22:00.235829+00:00"},{"alias_kind":"pith_short_8","alias_value":"LPVK5Y2N","created_at":"2026-07-28T00:22:00.235829+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/LPVK5Y2NRNAA764TKGVZ47XGIB","json":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB.json","graph_json":"https://pith.science/api/pith-number/LPVK5Y2NRNAA764TKGVZ47XGIB/graph.json","events_json":"https://pith.science/api/pith-number/LPVK5Y2NRNAA764TKGVZ47XGIB/events.json","paper":"https://pith.science/paper/LPVK5Y2N"},"agent_actions":{"view_html":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB","download_json":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB.json","view_paper":"https://pith.science/paper/LPVK5Y2N","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2607.22886&json=true","fetch_graph":"https://pith.science/api/pith-number/LPVK5Y2NRNAA764TKGVZ47XGIB/graph.json","fetch_events":"https://pith.science/api/pith-number/LPVK5Y2NRNAA764TKGVZ47XGIB/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB/action/timestamp_anchor","attest_storage":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB/action/storage_attestation","attest_author":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB/action/author_attestation","sign_citation":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB/action/citation_signature","submit_replication":"https://pith.science/pith/LPVK5Y2NRNAA764TKGVZ47XGIB/action/replication_record"}},"created_at":"2026-07-28T00:22:00.235829+00:00","updated_at":"2026-07-28T00:22:00.235829+00:00"}