{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:FODKYQ7QLEOZ65PKHIYRYE5MER","short_pith_number":"pith:FODKYQ7Q","canonical_record":{"source":{"id":"2305.02470","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-05-04T00:24:27Z","cross_cats_sorted":["astro-ph.IM","cs.AI","cs.LG"],"title_canon_sha256":"99d82ec148f5e636fe53b670ac93d076314ba499e2a7dc8e227b627f572e0719","abstract_canon_sha256":"c81a4109d194f671f388ee3f8430f186fd9292a00f120d97ebe10db44fabdace"},"schema_version":"1.0"},"canonical_sha256":"2b86ac43f0591d9f75ea3a311c13ac2448ecacc44f749b0e68a3515fd3935df5","source":{"kind":"arxiv","id":"2305.02470","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.02470","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"arxiv_version","alias_value":"2305.02470v2","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.02470","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_12","alias_value":"FODKYQ7QLEOZ","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_16","alias_value":"FODKYQ7QLEOZ65PK","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_8","alias_value":"FODKYQ7Q","created_at":"2026-07-05T06:27:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:FODKYQ7QLEOZ65PKHIYRYE5MER","target":"record","payload":{"canonical_record":{"source":{"id":"2305.02470","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-05-04T00:24:27Z","cross_cats_sorted":["astro-ph.IM","cs.AI","cs.LG"],"title_canon_sha256":"99d82ec148f5e636fe53b670ac93d076314ba499e2a7dc8e227b627f572e0719","abstract_canon_sha256":"c81a4109d194f671f388ee3f8430f186fd9292a00f120d97ebe10db44fabdace"},"schema_version":"1.0"},"canonical_sha256":"2b86ac43f0591d9f75ea3a311c13ac2448ecacc44f749b0e68a3515fd3935df5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:27:23.566003Z","signature_b64":"DY5ISsTPE7Z+TBNsGBd8/5zpfbfqeRIvgTGuxRdIYnmb9hanAC3cWVeMtwb6TekV9XaotcDIT/x1paxkojnrBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2b86ac43f0591d9f75ea3a311c13ac2448ecacc44f749b0e68a3515fd3935df5","last_reissued_at":"2026-07-05T06:27:23.565544Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:27:23.565544Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.02470","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:27:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"teoUpVIdoDNBRU9LPMGCF6TZp70fvtkyG6uf1eF7GsL72hZ5lyFUWtHKXRJtr7nH9EOc+LNAtb2rmrZlj0bgAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T16:47:08.993535Z"},"content_sha256":"2a82c57de9e92e8aab87e1656827011b5e1c2079f691245a5363dd435fbda6cf","schema_version":"1.0","event_id":"sha256:2a82c57de9e92e8aab87e1656827011b5e1c2079f691245a5363dd435fbda6cf"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:FODKYQ7QLEOZ65PKHIYRYE5MER","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Multiplicity Boost Of Transit Signal Classifiers: Validation of 69 New Exoplanets Using The Multiplicity Boost of ExoMiner","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["astro-ph.IM","cs.AI","cs.LG"],"primary_cat":"astro-ph.EP","authors_text":"Douglas A. Caldwell, Hamed Valizadegan, Jon M. Jenkins, Joseph D. Twicken, Miguel J. S. Martinho, Stephen T. Bryson","submitted_at":"2023-05-04T00:24:27Z","abstract_excerpt":"Most existing exoplanets are discovered using validation techniques rather than being confirmed by complementary observations. These techniques generate a score that is typically the probability of the transit signal being an exoplanet (y(x)=exoplanet) given some information related to that signal (represented by x). Except for the validation technique in Rowe et al. (2014) that uses multiplicity information to generate these probability scores, the existing validation techniques ignore the multiplicity boost information. In this work, we introduce a framework with the following premise: given"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.02470","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/2305.02470/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":"2026-07-05T06:27:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kLa2RYZm3j3ADlMzhFimu5/GNlIiWmdQwszgzMyvx1EnFo4frMd+TIO0L0e9sz030J9s+6+ROTKQ9nq5F7laDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T16:47:08.994196Z"},"content_sha256":"ab35aef95e56a7ecd310cd2eaaa05622c54bb3dc427f699577885f1d035c1aa4","schema_version":"1.0","event_id":"sha256:ab35aef95e56a7ecd310cd2eaaa05622c54bb3dc427f699577885f1d035c1aa4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/bundle.json","state_url":"https://pith.science/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/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":"2026-08-19T16:47:08Z","links":{"resolver":"https://pith.science/pith/FODKYQ7QLEOZ65PKHIYRYE5MER","bundle":"https://pith.science/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/bundle.json","state":"https://pith.science/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FODKYQ7QLEOZ65PKHIYRYE5MER/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:FODKYQ7QLEOZ65PKHIYRYE5MER","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":"c81a4109d194f671f388ee3f8430f186fd9292a00f120d97ebe10db44fabdace","cross_cats_sorted":["astro-ph.IM","cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-05-04T00:24:27Z","title_canon_sha256":"99d82ec148f5e636fe53b670ac93d076314ba499e2a7dc8e227b627f572e0719"},"schema_version":"1.0","source":{"id":"2305.02470","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.02470","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"arxiv_version","alias_value":"2305.02470v2","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.02470","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_12","alias_value":"FODKYQ7QLEOZ","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_16","alias_value":"FODKYQ7QLEOZ65PK","created_at":"2026-07-05T06:27:23Z"},{"alias_kind":"pith_short_8","alias_value":"FODKYQ7Q","created_at":"2026-07-05T06:27:23Z"}],"graph_snapshots":[{"event_id":"sha256:ab35aef95e56a7ecd310cd2eaaa05622c54bb3dc427f699577885f1d035c1aa4","target":"graph","created_at":"2026-07-05T06:27:23Z","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/2305.02470/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Most existing exoplanets are discovered using validation techniques rather than being confirmed by complementary observations. These techniques generate a score that is typically the probability of the transit signal being an exoplanet (y(x)=exoplanet) given some information related to that signal (represented by x). Except for the validation technique in Rowe et al. (2014) that uses multiplicity information to generate these probability scores, the existing validation techniques ignore the multiplicity boost information. In this work, we introduce a framework with the following premise: given","authors_text":"Douglas A. Caldwell, Hamed Valizadegan, Jon M. Jenkins, Joseph D. Twicken, Miguel J. S. Martinho, Stephen T. Bryson","cross_cats":["astro-ph.IM","cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-05-04T00:24:27Z","title":"Multiplicity Boost Of Transit Signal Classifiers: Validation of 69 New Exoplanets Using The Multiplicity Boost of ExoMiner"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.02470","kind":"arxiv","version":2},"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":"sha256:2a82c57de9e92e8aab87e1656827011b5e1c2079f691245a5363dd435fbda6cf","target":"record","created_at":"2026-07-05T06:27:23Z","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":"c81a4109d194f671f388ee3f8430f186fd9292a00f120d97ebe10db44fabdace","cross_cats_sorted":["astro-ph.IM","cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-05-04T00:24:27Z","title_canon_sha256":"99d82ec148f5e636fe53b670ac93d076314ba499e2a7dc8e227b627f572e0719"},"schema_version":"1.0","source":{"id":"2305.02470","kind":"arxiv","version":2}},"canonical_sha256":"2b86ac43f0591d9f75ea3a311c13ac2448ecacc44f749b0e68a3515fd3935df5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2b86ac43f0591d9f75ea3a311c13ac2448ecacc44f749b0e68a3515fd3935df5","first_computed_at":"2026-07-05T06:27:23.565544Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:27:23.565544Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DY5ISsTPE7Z+TBNsGBd8/5zpfbfqeRIvgTGuxRdIYnmb9hanAC3cWVeMtwb6TekV9XaotcDIT/x1paxkojnrBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:27:23.566003Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.02470","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2a82c57de9e92e8aab87e1656827011b5e1c2079f691245a5363dd435fbda6cf","sha256:ab35aef95e56a7ecd310cd2eaaa05622c54bb3dc427f699577885f1d035c1aa4"],"state_sha256":"454f1ed987944643009927ee0ff3f9247be1cb54212f33a43b636a4d6a08ca1b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PWtSnG9Sc8VTj768wa+jX7Ghk8c5CGWIDvvQuQ8/vVPHyWwMMgU+y/muGM22ueXShDo/s7mWXoxq1J0RqMqGBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T16:47:08.999730Z","bundle_sha256":"51bc61683276cf361154b68ebb4cb5f2e919ef51f425b39e22b2ef2be721b9cc"}}