{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2018:ZMBGMOL7ONMB2TCSNLKC67ONZO","short_pith_number":"pith:ZMBGMOL7","schema_version":"1.0","canonical_sha256":"cb0266397f73581d4c526ad42f7dcdcbb7272b1bbc39f6ad9cdff7ce93758266","source":{"kind":"arxiv","id":"1803.05518","version":3},"attestation_state":"computed","paper":{"title":"Bad Smells in Software Analytics Papers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Martin Shepperd, Tim Menzies","submitted_at":"2018-03-14T21:27:19Z","abstract_excerpt":"CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are causing some concern as to the reliability of studies.\n  OBJECTIVE: Our goal is to provide guidance for producers and consumers of software analytics studies (computational experiments and correlation studies).\n  METHOD: We propose using \"bad smells\", i.e., surface indications of deeper problems and popular in the agile software community and consider how the"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1803.05518","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2018-03-14T21:27:19Z","cross_cats_sorted":[],"title_canon_sha256":"9b4a9adf89b5529d1b6a6aefb93155fa80036a60766b9aa261dfc29a2c3b119b","abstract_canon_sha256":"5967e337df5413e53cb1c4da215e06d26e1cae1c0f587f2d5e3d0a512153fd50"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:48:43.463451Z","signature_b64":"3NISFwpJhsW8A2FOLapbf2RGrbO8Kol0jtbLUsvsBiFoBbbGxgdLSZKN/+57eMLzlCZ09rZOz5XCFuuEKLGbBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cb0266397f73581d4c526ad42f7dcdcbb7272b1bbc39f6ad9cdff7ce93758266","last_reissued_at":"2026-05-17T23:48:43.462759Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:48:43.462759Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Bad Smells in Software Analytics Papers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Martin Shepperd, Tim Menzies","submitted_at":"2018-03-14T21:27:19Z","abstract_excerpt":"CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are causing some concern as to the reliability of studies.\n  OBJECTIVE: Our goal is to provide guidance for producers and consumers of software analytics studies (computational experiments and correlation studies).\n  METHOD: We propose using \"bad smells\", i.e., surface indications of deeper problems and popular in the agile software community and consider how the"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.05518","kind":"arxiv","version":3},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1803.05518","created_at":"2026-05-17T23:48:43.462895+00:00"},{"alias_kind":"arxiv_version","alias_value":"1803.05518v3","created_at":"2026-05-17T23:48:43.462895+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.05518","created_at":"2026-05-17T23:48:43.462895+00:00"},{"alias_kind":"pith_short_12","alias_value":"ZMBGMOL7ONMB","created_at":"2026-05-18T12:33:07.085635+00:00"},{"alias_kind":"pith_short_16","alias_value":"ZMBGMOL7ONMB2TCS","created_at":"2026-05-18T12:33:07.085635+00:00"},{"alias_kind":"pith_short_8","alias_value":"ZMBGMOL7","created_at":"2026-05-18T12:33:07.085635+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO","json":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO.json","graph_json":"https://pith.science/api/pith-number/ZMBGMOL7ONMB2TCSNLKC67ONZO/graph.json","events_json":"https://pith.science/api/pith-number/ZMBGMOL7ONMB2TCSNLKC67ONZO/events.json","paper":"https://pith.science/paper/ZMBGMOL7"},"agent_actions":{"view_html":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO","download_json":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO.json","view_paper":"https://pith.science/paper/ZMBGMOL7","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1803.05518&json=true","fetch_graph":"https://pith.science/api/pith-number/ZMBGMOL7ONMB2TCSNLKC67ONZO/graph.json","fetch_events":"https://pith.science/api/pith-number/ZMBGMOL7ONMB2TCSNLKC67ONZO/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO/action/timestamp_anchor","attest_storage":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO/action/storage_attestation","attest_author":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO/action/author_attestation","sign_citation":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO/action/citation_signature","submit_replication":"https://pith.science/pith/ZMBGMOL7ONMB2TCSNLKC67ONZO/action/replication_record"}},"created_at":"2026-05-17T23:48:43.462895+00:00","updated_at":"2026-05-17T23:48:43.462895+00:00"}