{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2017:CTEOHOJFIQ25UC3NKJ3E3LU4JZ","short_pith_number":"pith:CTEOHOJF","canonical_record":{"source":{"id":"1703.01326","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2017-03-03T20:14:59Z","cross_cats_sorted":["stat.TH"],"title_canon_sha256":"75a118079f68d11175c22e211efbf75d04b5a86b0c564ae443b1f7563459abe2","abstract_canon_sha256":"349276df1f5b210a258fdeb3bc484358c3ac668df23cd3705ba71d69556770cf"},"schema_version":"1.0"},"canonical_sha256":"14c8e3b9254435da0b6d52764dae9c4e5fcbbeaa275e58d1b3debdd18daa726a","source":{"kind":"arxiv","id":"1703.01326","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1703.01326","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"arxiv_version","alias_value":"1703.01326v1","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1703.01326","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"pith_short_12","alias_value":"CTEOHOJFIQ25","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"CTEOHOJFIQ25UC3N","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"CTEOHOJF","created_at":"2026-05-18T12:31:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2017:CTEOHOJFIQ25UC3NKJ3E3LU4JZ","target":"record","payload":{"canonical_record":{"source":{"id":"1703.01326","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2017-03-03T20:14:59Z","cross_cats_sorted":["stat.TH"],"title_canon_sha256":"75a118079f68d11175c22e211efbf75d04b5a86b0c564ae443b1f7563459abe2","abstract_canon_sha256":"349276df1f5b210a258fdeb3bc484358c3ac668df23cd3705ba71d69556770cf"},"schema_version":"1.0"},"canonical_sha256":"14c8e3b9254435da0b6d52764dae9c4e5fcbbeaa275e58d1b3debdd18daa726a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:49:31.098689Z","signature_b64":"h30mvZ69tOyWr9GU6Rf61LuDIW2irxelG1zUmvU4FvJxMRShxGpC2n0ZhD9DNc853AjHfBqW8eKfOIATc/hBCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"14c8e3b9254435da0b6d52764dae9c4e5fcbbeaa275e58d1b3debdd18daa726a","last_reissued_at":"2026-05-18T00:49:31.097754Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:49:31.097754Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1703.01326","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":"2026-05-18T00:49:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"14nQcnpDmc7y6TIfCGMV12QFyeUeM0kYjdXdS31MbWYflzgDGhbBnA9wF6YpcZIyqzYGbCuhzMeFHzbRs0q2BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T17:36:21.690393Z"},"content_sha256":"1cb8eeaf8c822d214aafc26ab5a7a3c6c11eba05333a6438cd0b014b8c2f37bd","schema_version":"1.0","event_id":"sha256:1cb8eeaf8c822d214aafc26ab5a7a3c6c11eba05333a6438cd0b014b8c2f37bd"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2017:CTEOHOJFIQ25UC3NKJ3E3LU4JZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Prediction based on the Kennedy-O'Hagan calibration model: asymptotic consistency and other properties","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.TH"],"primary_cat":"math.ST","authors_text":"C. F. Jeff Wu, Rui Tuo","submitted_at":"2017-03-03T20:14:59Z","abstract_excerpt":"Kennedy and O'Hagan (2001) propose a model for calibrating some unknown parameters in a computer model and estimating the discrepancy between the computer output and physical response. This model is known to have certain identifiability issues. Tuo and Wu (2016) show that there are examples for which the Kennedy-O'Hagan method renders unreasonable results in calibration. In spite of its unstable performance in calibration, the Kennedy-O'Hagan approach has a more robust behavior in predicting the physical response. In this work, we present some theoretical analysis to show the consistency of pr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1703.01326","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":""},"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":"2026-05-18T00:49:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zyLkL0O56yaxeYBdqrEFkx49A0yhSLvVIWpDwJq4fVEv8Y4iq391clG12ElI06NYAXKB3iPVYVcJKI0fR3TzCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T17:36:21.691070Z"},"content_sha256":"85c1a43d315969252d64606f822b1f3db8a7fc431efbc232e0ede3de74ad8513","schema_version":"1.0","event_id":"sha256:85c1a43d315969252d64606f822b1f3db8a7fc431efbc232e0ede3de74ad8513"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/bundle.json","state_url":"https://pith.science/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/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":"2026-06-09T17:36:21Z","links":{"resolver":"https://pith.science/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ","bundle":"https://pith.science/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/bundle.json","state":"https://pith.science/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CTEOHOJFIQ25UC3NKJ3E3LU4JZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:CTEOHOJFIQ25UC3NKJ3E3LU4JZ","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":"349276df1f5b210a258fdeb3bc484358c3ac668df23cd3705ba71d69556770cf","cross_cats_sorted":["stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2017-03-03T20:14:59Z","title_canon_sha256":"75a118079f68d11175c22e211efbf75d04b5a86b0c564ae443b1f7563459abe2"},"schema_version":"1.0","source":{"id":"1703.01326","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1703.01326","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"arxiv_version","alias_value":"1703.01326v1","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1703.01326","created_at":"2026-05-18T00:49:31Z"},{"alias_kind":"pith_short_12","alias_value":"CTEOHOJFIQ25","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"CTEOHOJFIQ25UC3N","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"CTEOHOJF","created_at":"2026-05-18T12:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:85c1a43d315969252d64606f822b1f3db8a7fc431efbc232e0ede3de74ad8513","target":"graph","created_at":"2026-05-18T00:49:31Z","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"},"paper":{"abstract_excerpt":"Kennedy and O'Hagan (2001) propose a model for calibrating some unknown parameters in a computer model and estimating the discrepancy between the computer output and physical response. This model is known to have certain identifiability issues. Tuo and Wu (2016) show that there are examples for which the Kennedy-O'Hagan method renders unreasonable results in calibration. In spite of its unstable performance in calibration, the Kennedy-O'Hagan approach has a more robust behavior in predicting the physical response. In this work, we present some theoretical analysis to show the consistency of pr","authors_text":"C. F. Jeff Wu, Rui Tuo","cross_cats":["stat.TH"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2017-03-03T20:14:59Z","title":"Prediction based on the Kennedy-O'Hagan calibration model: asymptotic consistency and other properties"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1703.01326","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":"sha256:1cb8eeaf8c822d214aafc26ab5a7a3c6c11eba05333a6438cd0b014b8c2f37bd","target":"record","created_at":"2026-05-18T00:49:31Z","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":"349276df1f5b210a258fdeb3bc484358c3ac668df23cd3705ba71d69556770cf","cross_cats_sorted":["stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2017-03-03T20:14:59Z","title_canon_sha256":"75a118079f68d11175c22e211efbf75d04b5a86b0c564ae443b1f7563459abe2"},"schema_version":"1.0","source":{"id":"1703.01326","kind":"arxiv","version":1}},"canonical_sha256":"14c8e3b9254435da0b6d52764dae9c4e5fcbbeaa275e58d1b3debdd18daa726a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"14c8e3b9254435da0b6d52764dae9c4e5fcbbeaa275e58d1b3debdd18daa726a","first_computed_at":"2026-05-18T00:49:31.097754Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:49:31.097754Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"h30mvZ69tOyWr9GU6Rf61LuDIW2irxelG1zUmvU4FvJxMRShxGpC2n0ZhD9DNc853AjHfBqW8eKfOIATc/hBCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:49:31.098689Z","signed_message":"canonical_sha256_bytes"},"source_id":"1703.01326","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1cb8eeaf8c822d214aafc26ab5a7a3c6c11eba05333a6438cd0b014b8c2f37bd","sha256:85c1a43d315969252d64606f822b1f3db8a7fc431efbc232e0ede3de74ad8513"],"state_sha256":"51ddac4518aedb6b5cfc6957891d8b8df4be1314e93241b8e447f85b1f7d9a5b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LndhO9kgR7pJPSKYFtFpSQwoXm9LFipNUgtOAjBlI9XusdjBeg7s/BFxiMSk3JJ8iYOsth4Bi3Bzlvp3WaoVBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-09T17:36:21.695683Z","bundle_sha256":"1600700544f10f7ecffc78b80bd6cbff58cc627a1d90baf6bc901d771d456e2a"}}