{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:GFYFZIXYZZYI2V7J4YTS7UC3O6","short_pith_number":"pith:GFYFZIXY","schema_version":"1.0","canonical_sha256":"31705ca2f8ce708d57e9e6272fd05b77a703bffb2df7b9fa659429ae154f313a","source":{"kind":"arxiv","id":"2502.10172","version":2},"attestation_state":"computed","paper":{"title":"Modeling biases in binary decision-making within the generalized nonlinear q-voter model","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cond-mat.stat-mech","physics.comp-ph"],"primary_cat":"physics.soc-ph","authors_text":"Katarzyna Sznajd-Weron, Maciej Doniec, Parongama Sen, Pratik Mullick","submitted_at":"2025-02-14T13:57:42Z","abstract_excerpt":"Collective decision-making is a process by which a group of individuals determines a shared outcome that shapes societal dynamics; from innovation diffusion to organizational choices. A common approach to model these processes is using binary dynamics, where the choices are reduced to two alternatives. One of the most popular models in this context is the $q$-voter model, which assumes that opinion changes are driven by peer pressure from a unanimous group. However, real-world decisions are also shaped by prior personal choices and external influences, such as mass media, which introduce biase"},"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":"2502.10172","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2025-02-14T13:57:42Z","cross_cats_sorted":["cond-mat.stat-mech","physics.comp-ph"],"title_canon_sha256":"bbad3d53339a789611e0e213ccf04e05ce31529006bf96823c84151a7a1d315a","abstract_canon_sha256":"65aeabe1d67b06674e11936a77ef74524c03d19af981607e16c4d6eadb9612ba"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:43:04.697567Z","signature_b64":"5WFLqMmPTjnsWjK/vAyMDot0lWh3kSIGoYFs7MW0w+jcb5AOlv3DyLqiEu9uIlbrfEIqNP5qKg0EVp5kZw6HBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"31705ca2f8ce708d57e9e6272fd05b77a703bffb2df7b9fa659429ae154f313a","last_reissued_at":"2026-07-05T10:43:04.697057Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:43:04.697057Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Modeling biases in binary decision-making within the generalized nonlinear q-voter model","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cond-mat.stat-mech","physics.comp-ph"],"primary_cat":"physics.soc-ph","authors_text":"Katarzyna Sznajd-Weron, Maciej Doniec, Parongama Sen, Pratik Mullick","submitted_at":"2025-02-14T13:57:42Z","abstract_excerpt":"Collective decision-making is a process by which a group of individuals determines a shared outcome that shapes societal dynamics; from innovation diffusion to organizational choices. A common approach to model these processes is using binary dynamics, where the choices are reduced to two alternatives. One of the most popular models in this context is the $q$-voter model, which assumes that opinion changes are driven by peer pressure from a unanimous group. However, real-world decisions are also shaped by prior personal choices and external influences, such as mass media, which introduce biase"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.10172","kind":"arxiv","version":2},"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/2502.10172/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":"2502.10172","created_at":"2026-07-05T10:43:04.697118+00:00"},{"alias_kind":"arxiv_version","alias_value":"2502.10172v2","created_at":"2026-07-05T10:43:04.697118+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.10172","created_at":"2026-07-05T10:43:04.697118+00:00"},{"alias_kind":"pith_short_12","alias_value":"GFYFZIXYZZYI","created_at":"2026-07-05T10:43:04.697118+00:00"},{"alias_kind":"pith_short_16","alias_value":"GFYFZIXYZZYI2V7J","created_at":"2026-07-05T10:43:04.697118+00:00"},{"alias_kind":"pith_short_8","alias_value":"GFYFZIXY","created_at":"2026-07-05T10:43:04.697118+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/GFYFZIXYZZYI2V7J4YTS7UC3O6","json":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6.json","graph_json":"https://pith.science/api/pith-number/GFYFZIXYZZYI2V7J4YTS7UC3O6/graph.json","events_json":"https://pith.science/api/pith-number/GFYFZIXYZZYI2V7J4YTS7UC3O6/events.json","paper":"https://pith.science/paper/GFYFZIXY"},"agent_actions":{"view_html":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6","download_json":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6.json","view_paper":"https://pith.science/paper/GFYFZIXY","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2502.10172&json=true","fetch_graph":"https://pith.science/api/pith-number/GFYFZIXYZZYI2V7J4YTS7UC3O6/graph.json","fetch_events":"https://pith.science/api/pith-number/GFYFZIXYZZYI2V7J4YTS7UC3O6/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6/action/timestamp_anchor","attest_storage":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6/action/storage_attestation","attest_author":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6/action/author_attestation","sign_citation":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6/action/citation_signature","submit_replication":"https://pith.science/pith/GFYFZIXYZZYI2V7J4YTS7UC3O6/action/replication_record"}},"created_at":"2026-07-05T10:43:04.697118+00:00","updated_at":"2026-07-05T10:43:04.697118+00:00"}