{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:ASMFOFN5TFSVI4PWGWCPFEMIF3","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":"6afda7ca773c92f0dcafa0f0eef1b135ae2202c4a10eef10f3802031441c4cdd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2018-04-17T03:03:06Z","title_canon_sha256":"ef7f188ed5bdb994f9d73e35c952b07870977454777e772b089dd7d502d294ee"},"schema_version":"1.0","source":{"id":"1804.06022","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1804.06022","created_at":"2026-05-18T00:18:22Z"},{"alias_kind":"arxiv_version","alias_value":"1804.06022v1","created_at":"2026-05-18T00:18:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1804.06022","created_at":"2026-05-18T00:18:22Z"},{"alias_kind":"pith_short_12","alias_value":"ASMFOFN5TFSV","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_16","alias_value":"ASMFOFN5TFSVI4PW","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_8","alias_value":"ASMFOFN5","created_at":"2026-05-18T12:32:13Z"}],"graph_snapshots":[{"event_id":"sha256:38d717a90c477bda391d7f75cc0ad5b8409416b2007a4c686cf31332442a940e","target":"graph","created_at":"2026-05-18T00:18:22Z","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":"Accurately predicting machine failures in advance can decrease maintenance cost and help allocate maintenance resources more efficiently. Logistic regression was applied to predict machine state 24 hours in the future given the current machine state.","authors_text":"Achyuth Madabhushi, David DeSmet, Matthew Battifarano, Parth Nabar","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2018-04-17T03:03:06Z","title":"Predicting Future Machine Failure from Machine State Using Logistic Regression"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1804.06022","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:ffdb6cc4327ac1e77af2a1abb803d0971ae0959facc309df49321d41046fb8cb","target":"record","created_at":"2026-05-18T00:18:22Z","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":"6afda7ca773c92f0dcafa0f0eef1b135ae2202c4a10eef10f3802031441c4cdd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2018-04-17T03:03:06Z","title_canon_sha256":"ef7f188ed5bdb994f9d73e35c952b07870977454777e772b089dd7d502d294ee"},"schema_version":"1.0","source":{"id":"1804.06022","kind":"arxiv","version":1}},"canonical_sha256":"04985715bd99655471f63584f291882edea7470ef4a64953fc161f6e62c19f00","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"04985715bd99655471f63584f291882edea7470ef4a64953fc161f6e62c19f00","first_computed_at":"2026-05-18T00:18:22.007905Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:18:22.007905Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yzLOV83np289kk9F9kD6T7lfg7M0Aqdan5Y+AjZEiOH4+Z35M6G1L+AABw9wWOTRMelsU3pr1Ww7kclOBNjADg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:18:22.008572Z","signed_message":"canonical_sha256_bytes"},"source_id":"1804.06022","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ffdb6cc4327ac1e77af2a1abb803d0971ae0959facc309df49321d41046fb8cb","sha256:38d717a90c477bda391d7f75cc0ad5b8409416b2007a4c686cf31332442a940e"],"state_sha256":"e5082f177479be61dbde02be3b5a6a011415dbcfd8378445d954e6e50ca26478"}