{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:VXVCVWC5KLPQQQIUIAKYY6ASEF","short_pith_number":"pith:VXVCVWC5","schema_version":"1.0","canonical_sha256":"adea2ad85d52df08411440158c7812216dd820a63e08d173f9fc3689ba9b6852","source":{"kind":"arxiv","id":"2607.21527","version":1},"attestation_state":"computed","paper":{"title":"Sources of Inequity and Fairness Risks inWellbeing Sensing","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Anind K. Dey, Han Zhang, Jennifer Mankoff, Koustuv Saha, Vedant Das Swain","submitted_at":"2026-07-23T17:12:24Z","abstract_excerpt":"Passive sensing for wellbeing uses smartphones and wearables to continuously collect human behavioral data and applies ML/AI models to infer psychological states and behaviors (e.g., depression, cognitive load). These systems are increasingly adopted in high-stakes settings (e.g., hospitals, universities), yet fairness research remains limited---primarily to post-hoc, identity-based comparisons of model performance. However, passive sensing combines heterogeneous sensing infrastructures, indirect behavioral inference, and longitudinal deployment---characteristics that, while not exclusive to t"},"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":"2607.21527","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2026-07-23T17:12:24Z","cross_cats_sorted":[],"title_canon_sha256":"22eb1449f0acf5c075f991bfb6b6da6d7d68a9e9487b1191b8729545a44cd8eb","abstract_canon_sha256":"090f2ef9d71fe1d99498031dc571033ef036c21ebe616df60234cdc45ec75cb3"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-24T01:24:37.877809Z","signature_b64":"eYF792boYdGNL+RSf3+pSg+3yji+SH8SrjT2zpwu49rQvpeNq/PmJREIrMG3zT+Ghhsbm2zqH07Y87uMiywzDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"adea2ad85d52df08411440158c7812216dd820a63e08d173f9fc3689ba9b6852","last_reissued_at":"2026-07-24T01:24:37.876976Z","signature_status":"signed_v1","first_computed_at":"2026-07-24T01:24:37.876976Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Sources of Inequity and Fairness Risks inWellbeing Sensing","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Anind K. Dey, Han Zhang, Jennifer Mankoff, Koustuv Saha, Vedant Das Swain","submitted_at":"2026-07-23T17:12:24Z","abstract_excerpt":"Passive sensing for wellbeing uses smartphones and wearables to continuously collect human behavioral data and applies ML/AI models to infer psychological states and behaviors (e.g., depression, cognitive load). These systems are increasingly adopted in high-stakes settings (e.g., hospitals, universities), yet fairness research remains limited---primarily to post-hoc, identity-based comparisons of model performance. However, passive sensing combines heterogeneous sensing infrastructures, indirect behavioral inference, and longitudinal deployment---characteristics that, while not exclusive to t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.21527","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/2607.21527/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":"2607.21527","created_at":"2026-07-24T01:24:37.877402+00:00"},{"alias_kind":"arxiv_version","alias_value":"2607.21527v1","created_at":"2026-07-24T01:24:37.877402+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.21527","created_at":"2026-07-24T01:24:37.877402+00:00"},{"alias_kind":"pith_short_12","alias_value":"VXVCVWC5KLPQ","created_at":"2026-07-24T01:24:37.877402+00:00"},{"alias_kind":"pith_short_16","alias_value":"VXVCVWC5KLPQQQIU","created_at":"2026-07-24T01:24:37.877402+00:00"},{"alias_kind":"pith_short_8","alias_value":"VXVCVWC5","created_at":"2026-07-24T01:24:37.877402+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/VXVCVWC5KLPQQQIUIAKYY6ASEF","json":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF.json","graph_json":"https://pith.science/api/pith-number/VXVCVWC5KLPQQQIUIAKYY6ASEF/graph.json","events_json":"https://pith.science/api/pith-number/VXVCVWC5KLPQQQIUIAKYY6ASEF/events.json","paper":"https://pith.science/paper/VXVCVWC5"},"agent_actions":{"view_html":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF","download_json":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF.json","view_paper":"https://pith.science/paper/VXVCVWC5","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2607.21527&json=true","fetch_graph":"https://pith.science/api/pith-number/VXVCVWC5KLPQQQIUIAKYY6ASEF/graph.json","fetch_events":"https://pith.science/api/pith-number/VXVCVWC5KLPQQQIUIAKYY6ASEF/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF/action/storage_attestation","attest_author":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF/action/author_attestation","sign_citation":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF/action/citation_signature","submit_replication":"https://pith.science/pith/VXVCVWC5KLPQQQIUIAKYY6ASEF/action/replication_record"}},"created_at":"2026-07-24T01:24:37.877402+00:00","updated_at":"2026-07-24T01:24:37.877402+00:00"}