{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:G2HA3JL6XTMSRP34SFG5Y76NOL","short_pith_number":"pith:G2HA3JL6","canonical_record":{"source":{"id":"2202.11886","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2022-02-24T03:43:58Z","cross_cats_sorted":[],"title_canon_sha256":"daad66ea1ab63827aa5c372453bdbe0bf23fbd223f2f38399f1cecb5e2a9a14a","abstract_canon_sha256":"2dcb8ac247bf2278099dc9326291d4af3f02064f3855bed556b6c70b8da90fca"},"schema_version":"1.0"},"canonical_sha256":"368e0da57ebcd928bf7c914ddc7fcd72ffc97329d81dc5f5809c578f86bd3e56","source":{"kind":"arxiv","id":"2202.11886","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.11886","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"arxiv_version","alias_value":"2202.11886v4","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.11886","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_12","alias_value":"G2HA3JL6XTMS","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_16","alias_value":"G2HA3JL6XTMSRP34","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_8","alias_value":"G2HA3JL6","created_at":"2026-07-05T10:09:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:G2HA3JL6XTMSRP34SFG5Y76NOL","target":"record","payload":{"canonical_record":{"source":{"id":"2202.11886","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2022-02-24T03:43:58Z","cross_cats_sorted":[],"title_canon_sha256":"daad66ea1ab63827aa5c372453bdbe0bf23fbd223f2f38399f1cecb5e2a9a14a","abstract_canon_sha256":"2dcb8ac247bf2278099dc9326291d4af3f02064f3855bed556b6c70b8da90fca"},"schema_version":"1.0"},"canonical_sha256":"368e0da57ebcd928bf7c914ddc7fcd72ffc97329d81dc5f5809c578f86bd3e56","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:09:38.406157Z","signature_b64":"BFUdffXjpgmT+IQfmrEcBPkeScXdT+CSLrfdgRb0ACj3vpn93HRTxyCYvvRmv6jYK//roRvbzQ2Wla9x41+UBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"368e0da57ebcd928bf7c914ddc7fcd72ffc97329d81dc5f5809c578f86bd3e56","last_reissued_at":"2026-07-05T10:09:38.405749Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:09:38.405749Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2202.11886","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:09:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VL5y/2q7d/QnopQgu9o2sUe4NJBC3RN43fy9BYRrX89hCeBm+gDVxjkNOjTSUSJKbEynZ1n9s/CS+a0R+P1HAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T22:25:33.164546Z"},"content_sha256":"b7b42e03158829a5e759251673f64c6dbb2c5d0bff9b9e82e0a3dd454a82e81d","schema_version":"1.0","event_id":"sha256:b7b42e03158829a5e759251673f64c6dbb2c5d0bff9b9e82e0a3dd454a82e81d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:G2HA3JL6XTMSRP34SFG5Y76NOL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Calibrated inference: statistical inference that accounts for both sampling uncertainty and distributional uncertainty","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Dominik Rothenh\\\"ausler, Yujin Jeong","submitted_at":"2022-02-24T03:43:58Z","abstract_excerpt":"How can we draw trustworthy scientific conclusions? One criterion is that a study can be replicated by independent teams. While replication is critically important, it is arguably insufficient. If a study is biased for some reason and other studies recapitulate the approach then findings might be consistently incorrect. It has been argued that trustworthy scientific conclusions require disparate sources of evidence. However, different methods might have shared biases, making it difficult to judge the trustworthiness of a result. We formalize this issue by introducing a \"distributional uncertai"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.11886","kind":"arxiv","version":4},"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/2202.11886/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":"2026-07-05T10:09:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HWY3UJvHypibuE3Qiq609ahy3OMJZoJsyeidL8VtrWxvu6NlGFnSfYkWvGmPPSobCjowq59SDVYackGROLlHCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T22:25:33.165061Z"},"content_sha256":"c7c1f06762458418bb9ff49f264f5baf117189fde6e4ce531ac63d6c99c8c3fd","schema_version":"1.0","event_id":"sha256:c7c1f06762458418bb9ff49f264f5baf117189fde6e4ce531ac63d6c99c8c3fd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/bundle.json","state_url":"https://pith.science/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/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":"2026-08-17T22:25:33Z","links":{"resolver":"https://pith.science/pith/G2HA3JL6XTMSRP34SFG5Y76NOL","bundle":"https://pith.science/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/bundle.json","state":"https://pith.science/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/G2HA3JL6XTMSRP34SFG5Y76NOL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:G2HA3JL6XTMSRP34SFG5Y76NOL","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":"2dcb8ac247bf2278099dc9326291d4af3f02064f3855bed556b6c70b8da90fca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2022-02-24T03:43:58Z","title_canon_sha256":"daad66ea1ab63827aa5c372453bdbe0bf23fbd223f2f38399f1cecb5e2a9a14a"},"schema_version":"1.0","source":{"id":"2202.11886","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.11886","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"arxiv_version","alias_value":"2202.11886v4","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.11886","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_12","alias_value":"G2HA3JL6XTMS","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_16","alias_value":"G2HA3JL6XTMSRP34","created_at":"2026-07-05T10:09:38Z"},{"alias_kind":"pith_short_8","alias_value":"G2HA3JL6","created_at":"2026-07-05T10:09:38Z"}],"graph_snapshots":[{"event_id":"sha256:c7c1f06762458418bb9ff49f264f5baf117189fde6e4ce531ac63d6c99c8c3fd","target":"graph","created_at":"2026-07-05T10:09:38Z","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/2202.11886/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How can we draw trustworthy scientific conclusions? One criterion is that a study can be replicated by independent teams. While replication is critically important, it is arguably insufficient. If a study is biased for some reason and other studies recapitulate the approach then findings might be consistently incorrect. It has been argued that trustworthy scientific conclusions require disparate sources of evidence. However, different methods might have shared biases, making it difficult to judge the trustworthiness of a result. We formalize this issue by introducing a \"distributional uncertai","authors_text":"Dominik Rothenh\\\"ausler, Yujin Jeong","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2022-02-24T03:43:58Z","title":"Calibrated inference: statistical inference that accounts for both sampling uncertainty and distributional uncertainty"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.11886","kind":"arxiv","version":4},"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:b7b42e03158829a5e759251673f64c6dbb2c5d0bff9b9e82e0a3dd454a82e81d","target":"record","created_at":"2026-07-05T10:09:38Z","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":"2dcb8ac247bf2278099dc9326291d4af3f02064f3855bed556b6c70b8da90fca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2022-02-24T03:43:58Z","title_canon_sha256":"daad66ea1ab63827aa5c372453bdbe0bf23fbd223f2f38399f1cecb5e2a9a14a"},"schema_version":"1.0","source":{"id":"2202.11886","kind":"arxiv","version":4}},"canonical_sha256":"368e0da57ebcd928bf7c914ddc7fcd72ffc97329d81dc5f5809c578f86bd3e56","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"368e0da57ebcd928bf7c914ddc7fcd72ffc97329d81dc5f5809c578f86bd3e56","first_computed_at":"2026-07-05T10:09:38.405749Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:09:38.405749Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BFUdffXjpgmT+IQfmrEcBPkeScXdT+CSLrfdgRb0ACj3vpn93HRTxyCYvvRmv6jYK//roRvbzQ2Wla9x41+UBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:09:38.406157Z","signed_message":"canonical_sha256_bytes"},"source_id":"2202.11886","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b7b42e03158829a5e759251673f64c6dbb2c5d0bff9b9e82e0a3dd454a82e81d","sha256:c7c1f06762458418bb9ff49f264f5baf117189fde6e4ce531ac63d6c99c8c3fd"],"state_sha256":"91761c5c5f85980c6de7ea5b31862e27a1d1f4c45665ee9ef859f76cc0f3473f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"76gB0Fbvgiwbav/neJI8seGgbveH4n5KMxfIF1xcACiDU8iW2EdA7wTtzhEbHMFTgFCcaacrbh8sdh01zk+pBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-17T22:25:33.171310Z","bundle_sha256":"bbaa95476a7a73b369c978fda8f340fe38a0e723974b7a827bb1122a4f75ff33"}}