{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:YEMAEPZ6A3YNHWYWKA5K3BSMFZ","short_pith_number":"pith:YEMAEPZ6","canonical_record":{"source":{"id":"2002.03389","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-02-09T15:50:50Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0f56a354b30a61b5270711df152525c55d35257ac2407dd195598709cbe33fc8","abstract_canon_sha256":"2af284b3f701871f8850fde43f0be33a56de1510cce59d4155239480749bfe1d"},"schema_version":"1.0"},"canonical_sha256":"c118023f3e06f0d3db16503aad864c2e73b1820be4ce19a517b5915e3ffcc43e","source":{"kind":"arxiv","id":"2002.03389","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2002.03389","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"arxiv_version","alias_value":"2002.03389v1","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2002.03389","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_12","alias_value":"YEMAEPZ6A3YN","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_16","alias_value":"YEMAEPZ6A3YNHWYW","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_8","alias_value":"YEMAEPZ6","created_at":"2026-07-05T00:39:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:YEMAEPZ6A3YNHWYWKA5K3BSMFZ","target":"record","payload":{"canonical_record":{"source":{"id":"2002.03389","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-02-09T15:50:50Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0f56a354b30a61b5270711df152525c55d35257ac2407dd195598709cbe33fc8","abstract_canon_sha256":"2af284b3f701871f8850fde43f0be33a56de1510cce59d4155239480749bfe1d"},"schema_version":"1.0"},"canonical_sha256":"c118023f3e06f0d3db16503aad864c2e73b1820be4ce19a517b5915e3ffcc43e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T00:39:21.739677Z","signature_b64":"mwKPIriVTRw49oRtpsBZEdtLPAeBe1uFDytLl7vSStKljO6e+aZ23oB01iGOjGwTJasssFKkpmEYQ4MMpLSDCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c118023f3e06f0d3db16503aad864c2e73b1820be4ce19a517b5915e3ffcc43e","last_reissued_at":"2026-07-05T00:39:21.739241Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T00:39:21.739241Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2002.03389","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":"2026-07-05T00:39:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V6Tj/m+UO37ydUHr3QLeZYiccS7LxNu/P6Ta4cNoLW8eNUTHG1+SPwD7Gtk7yORfWkPhgJC0T5jo12+7KOjoDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T17:53:48.610920Z"},"content_sha256":"8e70a37439da35f02471553d38ba27745a1eb94f0b541592ae90d55f08c407e8","schema_version":"1.0","event_id":"sha256:8e70a37439da35f02471553d38ba27745a1eb94f0b541592ae90d55f08c407e8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:YEMAEPZ6A3YNHWYWKA5K3BSMFZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Trust in Data Science: Collaboration, Translation, and Accountability in Corporate Data Science Projects","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CY","authors_text":"Samir Passi, Steven J. Jackson","submitted_at":"2020-02-09T15:50:50Z","abstract_excerpt":"The trustworthiness of data science systems in applied and real-world settings emerges from the resolution of specific tensions through situated, pragmatic, and ongoing forms of work. Drawing on research in CSCW, critical data studies, and history and sociology of science, and six months of immersive ethnographic fieldwork with a corporate data science team, we describe four common tensions in applied data science work: (un)equivocal numbers, (counter)intuitive knowledge, (in)credible data, and (in)scrutable models. We show how organizational actors establish and re-negotiate trust under messy"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2002.03389","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/2002.03389/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":"2026-07-05T00:39:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pik1eFun1y4r0bYVCITRLgT85CxgKD2Y6DTntWrX8+S9wQOrqhgjC1sH7+W/ywe8tEZW5H9rQ2YavdhwXFHeAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T17:53:48.612387Z"},"content_sha256":"b625385269443db899be6b6e5e57104904e4948210f6de44209edf5733809a12","schema_version":"1.0","event_id":"sha256:b625385269443db899be6b6e5e57104904e4948210f6de44209edf5733809a12"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/bundle.json","state_url":"https://pith.science/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/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":"2026-08-22T17:53:48Z","links":{"resolver":"https://pith.science/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ","bundle":"https://pith.science/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/bundle.json","state":"https://pith.science/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YEMAEPZ6A3YNHWYWKA5K3BSMFZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:YEMAEPZ6A3YNHWYWKA5K3BSMFZ","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":"2af284b3f701871f8850fde43f0be33a56de1510cce59d4155239480749bfe1d","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-02-09T15:50:50Z","title_canon_sha256":"0f56a354b30a61b5270711df152525c55d35257ac2407dd195598709cbe33fc8"},"schema_version":"1.0","source":{"id":"2002.03389","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2002.03389","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"arxiv_version","alias_value":"2002.03389v1","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2002.03389","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_12","alias_value":"YEMAEPZ6A3YN","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_16","alias_value":"YEMAEPZ6A3YNHWYW","created_at":"2026-07-05T00:39:21Z"},{"alias_kind":"pith_short_8","alias_value":"YEMAEPZ6","created_at":"2026-07-05T00:39:21Z"}],"graph_snapshots":[{"event_id":"sha256:b625385269443db899be6b6e5e57104904e4948210f6de44209edf5733809a12","target":"graph","created_at":"2026-07-05T00:39:21Z","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/2002.03389/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The trustworthiness of data science systems in applied and real-world settings emerges from the resolution of specific tensions through situated, pragmatic, and ongoing forms of work. Drawing on research in CSCW, critical data studies, and history and sociology of science, and six months of immersive ethnographic fieldwork with a corporate data science team, we describe four common tensions in applied data science work: (un)equivocal numbers, (counter)intuitive knowledge, (in)credible data, and (in)scrutable models. We show how organizational actors establish and re-negotiate trust under messy","authors_text":"Samir Passi, Steven J. Jackson","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-02-09T15:50:50Z","title":"Trust in Data Science: Collaboration, Translation, and Accountability in Corporate Data Science Projects"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2002.03389","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":"sha256:8e70a37439da35f02471553d38ba27745a1eb94f0b541592ae90d55f08c407e8","target":"record","created_at":"2026-07-05T00:39:21Z","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":"2af284b3f701871f8850fde43f0be33a56de1510cce59d4155239480749bfe1d","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-02-09T15:50:50Z","title_canon_sha256":"0f56a354b30a61b5270711df152525c55d35257ac2407dd195598709cbe33fc8"},"schema_version":"1.0","source":{"id":"2002.03389","kind":"arxiv","version":1}},"canonical_sha256":"c118023f3e06f0d3db16503aad864c2e73b1820be4ce19a517b5915e3ffcc43e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c118023f3e06f0d3db16503aad864c2e73b1820be4ce19a517b5915e3ffcc43e","first_computed_at":"2026-07-05T00:39:21.739241Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:39:21.739241Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mwKPIriVTRw49oRtpsBZEdtLPAeBe1uFDytLl7vSStKljO6e+aZ23oB01iGOjGwTJasssFKkpmEYQ4MMpLSDCA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:39:21.739677Z","signed_message":"canonical_sha256_bytes"},"source_id":"2002.03389","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8e70a37439da35f02471553d38ba27745a1eb94f0b541592ae90d55f08c407e8","sha256:b625385269443db899be6b6e5e57104904e4948210f6de44209edf5733809a12"],"state_sha256":"13d599e81f3a0c34d7dbb2f9a783535957099ab2195634cc2dd41dda55352bd2"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zElgxIMIM+QUYUup7E0YTP7bfekhf1XBD0LpOq4Z8+Ydi7UgGB2KHkZnVBO67Ols3DuYjgm2tYTJEKG93fjdDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-22T17:53:48.618263Z","bundle_sha256":"0a124992821145437cd4f23eee56009879022e62ee4000f84ff5fd0940b9d901"}}