{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:M7ZHQAT5QH7HBMO4TVBVAGFJWF","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":"12b198baf5253b99db6f16396bfe8c07b70eb9af92eea955614b769abbcdcd0f","cross_cats_sorted":["cs.CY","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-11T11:31:38Z","title_canon_sha256":"bd1799779aab1b3e0075c05a4d528cc582fa9d878d6696742ebd5c405eb06c8e"},"schema_version":"1.0","source":{"id":"1902.03825","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.03825","created_at":"2026-05-17T23:52:50Z"},{"alias_kind":"arxiv_version","alias_value":"1902.03825v4","created_at":"2026-05-17T23:52:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.03825","created_at":"2026-05-17T23:52:50Z"},{"alias_kind":"pith_short_12","alias_value":"M7ZHQAT5QH7H","created_at":"2026-05-18T12:33:21Z"},{"alias_kind":"pith_short_16","alias_value":"M7ZHQAT5QH7HBMO4","created_at":"2026-05-18T12:33:21Z"},{"alias_kind":"pith_short_8","alias_value":"M7ZHQAT5","created_at":"2026-05-18T12:33:21Z"}],"graph_snapshots":[{"event_id":"sha256:e204e102a4726b3c787d4dfcdb598d1da8b64355780077799ce79d654c4c4b97","target":"graph","created_at":"2026-05-17T23:52:50Z","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":"As much as data science is playing a pivotal role everywhere, healthcare also finds it prominent application. Breast Cancer is the top rated type of cancer amongst women; which took away 627,000 lives alone. This high mortality rate due to breast cancer does need attention, for early detection so that prevention can be done in time. As a potential contributor to state-of-art technology development, data mining finds a multi-fold application in predicting Brest cancer. This work focuses on different classification techniques implementation for data mining in predicting malignant and benign brea","authors_text":"Abhishek Verma, Brojo Kishore Mishra, Dang N. H. Thanh, Manuel Mazzara, Vivek Kumar","cross_cats":["cs.CY","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-11T11:31:38Z","title":"Prediction of Malignant & Benign Breast Cancer: A Data Mining Approach in Healthcare Applications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.03825","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":"sha256:3af94e97ca5d5d7ebc0f70dbac31abcf008a97da90945846463c2235f930a05c","target":"record","created_at":"2026-05-17T23:52:50Z","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":"12b198baf5253b99db6f16396bfe8c07b70eb9af92eea955614b769abbcdcd0f","cross_cats_sorted":["cs.CY","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-11T11:31:38Z","title_canon_sha256":"bd1799779aab1b3e0075c05a4d528cc582fa9d878d6696742ebd5c405eb06c8e"},"schema_version":"1.0","source":{"id":"1902.03825","kind":"arxiv","version":4}},"canonical_sha256":"67f278027d81fe70b1dc9d435018a9b14f8db511070512f2dea5adc029959665","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"67f278027d81fe70b1dc9d435018a9b14f8db511070512f2dea5adc029959665","first_computed_at":"2026-05-17T23:52:50.894294Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:52:50.894294Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lMd+RsYt9b6/D+yXz2AWUOwf9yzNjDNxIzcUMBXYxePhWqJ0iALH2ZY7Wt519h8aKNMsZoPKkrOEJWM4IORJBQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:52:50.895035Z","signed_message":"canonical_sha256_bytes"},"source_id":"1902.03825","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3af94e97ca5d5d7ebc0f70dbac31abcf008a97da90945846463c2235f930a05c","sha256:e204e102a4726b3c787d4dfcdb598d1da8b64355780077799ce79d654c4c4b97"],"state_sha256":"8cfa2ddccc1a04a5b06be3937da9701b50a552d1ab1ba058329ca96517294788"}