{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:EBFP7IQYWJJ27ZRVI5HXF7CPPN","short_pith_number":"pith:EBFP7IQY","canonical_record":{"source":{"id":"2012.13204","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2020-12-24T11:45:32Z","cross_cats_sorted":[],"title_canon_sha256":"8ce158b2af0fcbe13b07869963edc5eab19bdb9e429e130a31651df3b0419180","abstract_canon_sha256":"498e759af7a7d516792904c5441ead89509ce7973e201a56444233913129c6e9"},"schema_version":"1.0"},"canonical_sha256":"204affa218b253afe635474f72fc4f7b4750b262d939ad5bc8413d3fd6aadd00","source":{"kind":"arxiv","id":"2012.13204","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.13204","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"arxiv_version","alias_value":"2012.13204v1","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.13204","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_12","alias_value":"EBFP7IQYWJJ2","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_16","alias_value":"EBFP7IQYWJJ27ZRV","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_8","alias_value":"EBFP7IQY","created_at":"2026-07-05T02:01:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:EBFP7IQYWJJ27ZRVI5HXF7CPPN","target":"record","payload":{"canonical_record":{"source":{"id":"2012.13204","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2020-12-24T11:45:32Z","cross_cats_sorted":[],"title_canon_sha256":"8ce158b2af0fcbe13b07869963edc5eab19bdb9e429e130a31651df3b0419180","abstract_canon_sha256":"498e759af7a7d516792904c5441ead89509ce7973e201a56444233913129c6e9"},"schema_version":"1.0"},"canonical_sha256":"204affa218b253afe635474f72fc4f7b4750b262d939ad5bc8413d3fd6aadd00","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:01:56.240168Z","signature_b64":"6C9RPxgp0Du9Kes76WSoyvhcDK8gD/EORa2kcPa+KXFy/obcWWYTNveU2YPfsJrbKKHWryuztI8IuMkv5SD8CQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"204affa218b253afe635474f72fc4f7b4750b262d939ad5bc8413d3fd6aadd00","last_reissued_at":"2026-07-05T02:01:56.239801Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:01:56.239801Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2012.13204","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":"2026-07-05T02:01:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lEHH1Oi7JIMGsB6gOi4nrE1LztwB6P1ILRH2ByT5V8nDqs9LM0fRy2cLPbn5zRhE15JspeqC6LAdfOXrsM1UDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T00:31:09.912415Z"},"content_sha256":"789ad32841f0491e53f8b0b28694ec5d8a9e79c9fc0c400a2c16edd9a5ef8243","schema_version":"1.0","event_id":"sha256:789ad32841f0491e53f8b0b28694ec5d8a9e79c9fc0c400a2c16edd9a5ef8243"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:EBFP7IQYWJJ27ZRVI5HXF7CPPN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Predicting Seminal Quality with the Dominance-Based Rough Sets Approach","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Nassim Dehouche","submitted_at":"2020-12-24T11:45:32Z","abstract_excerpt":"The paper relies on the clinical data of a previously published study. We identify two very questionable assumptions of said work, namely confusing evidence of absence and absence of evidence, and neglecting the ordinal nature of attributes' domains. We then show that using an adequate ordinal methodology such as the dominance-based rough sets approach (DRSA) can significantly improve the predictive accuracy of the expert system, resulting in almost complete accuracy for a dataset of 100 instances. Beyond the performance of DRSA in solving the diagnosis problem at hand, these results suggest t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.13204","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2012.13204/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":"2026-07-05T02:01:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"028YCJ5KaZZqwyNXKykc2XH9xzNzhYxt22rM1aAwm+hc+HyUz7QnrsIHkSPhH/07e0QqcjRrF0sVbyNtyLD3CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T00:31:09.912905Z"},"content_sha256":"12fdb794adee545875731ae2b723dfe1423f22fbf7adba778ab755e045dd92ad","schema_version":"1.0","event_id":"sha256:12fdb794adee545875731ae2b723dfe1423f22fbf7adba778ab755e045dd92ad"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/bundle.json","state_url":"https://pith.science/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/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":"2026-08-05T00:31:09Z","links":{"resolver":"https://pith.science/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN","bundle":"https://pith.science/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/bundle.json","state":"https://pith.science/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EBFP7IQYWJJ27ZRVI5HXF7CPPN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:EBFP7IQYWJJ27ZRVI5HXF7CPPN","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":"498e759af7a7d516792904c5441ead89509ce7973e201a56444233913129c6e9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2020-12-24T11:45:32Z","title_canon_sha256":"8ce158b2af0fcbe13b07869963edc5eab19bdb9e429e130a31651df3b0419180"},"schema_version":"1.0","source":{"id":"2012.13204","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.13204","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"arxiv_version","alias_value":"2012.13204v1","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.13204","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_12","alias_value":"EBFP7IQYWJJ2","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_16","alias_value":"EBFP7IQYWJJ27ZRV","created_at":"2026-07-05T02:01:56Z"},{"alias_kind":"pith_short_8","alias_value":"EBFP7IQY","created_at":"2026-07-05T02:01:56Z"}],"graph_snapshots":[{"event_id":"sha256:12fdb794adee545875731ae2b723dfe1423f22fbf7adba778ab755e045dd92ad","target":"graph","created_at":"2026-07-05T02:01:56Z","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/2012.13204/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The paper relies on the clinical data of a previously published study. We identify two very questionable assumptions of said work, namely confusing evidence of absence and absence of evidence, and neglecting the ordinal nature of attributes' domains. We then show that using an adequate ordinal methodology such as the dominance-based rough sets approach (DRSA) can significantly improve the predictive accuracy of the expert system, resulting in almost complete accuracy for a dataset of 100 instances. Beyond the performance of DRSA in solving the diagnosis problem at hand, these results suggest t","authors_text":"Nassim Dehouche","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2020-12-24T11:45:32Z","title":"Predicting Seminal Quality with the Dominance-Based Rough Sets Approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.13204","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":"sha256:789ad32841f0491e53f8b0b28694ec5d8a9e79c9fc0c400a2c16edd9a5ef8243","target":"record","created_at":"2026-07-05T02:01:56Z","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":"498e759af7a7d516792904c5441ead89509ce7973e201a56444233913129c6e9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2020-12-24T11:45:32Z","title_canon_sha256":"8ce158b2af0fcbe13b07869963edc5eab19bdb9e429e130a31651df3b0419180"},"schema_version":"1.0","source":{"id":"2012.13204","kind":"arxiv","version":1}},"canonical_sha256":"204affa218b253afe635474f72fc4f7b4750b262d939ad5bc8413d3fd6aadd00","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"204affa218b253afe635474f72fc4f7b4750b262d939ad5bc8413d3fd6aadd00","first_computed_at":"2026-07-05T02:01:56.239801Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:01:56.239801Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6C9RPxgp0Du9Kes76WSoyvhcDK8gD/EORa2kcPa+KXFy/obcWWYTNveU2YPfsJrbKKHWryuztI8IuMkv5SD8CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:01:56.240168Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.13204","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:789ad32841f0491e53f8b0b28694ec5d8a9e79c9fc0c400a2c16edd9a5ef8243","sha256:12fdb794adee545875731ae2b723dfe1423f22fbf7adba778ab755e045dd92ad"],"state_sha256":"9fd1d827eb2108d6ccad21ee20e941c2859a6fed77e8746a881706fc15492563"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tKURlqVg8brjQulEJ6c47cLA7XDpk37SbR1Ku8EvOqUqGH07+OGXhE0Spbe1y1VDBk91a17kaY/a8R9iloNfBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T00:31:09.916519Z","bundle_sha256":"99c9688aaed9fd1a21b9b5fd3873a51ae4b93e2ffddce9cae1dd0807ef05d826"}}