{"id":"W4287455910","doi":"10.1007/978-3-031-12670-3_17","title":"Discovery of Keys for Graphs","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Data deduplication; Theoretical computer science; Key (lock); Graph; Modular decomposition; Object (grammar); Pathwidth; Artificial intelligence; Computer security; Line graph","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005158552,0.0002585483,0.0005387175,0.001107548,0.0002153747,0.0004276426,0.003748796,0.00009988344,0.0002226153],"category_scores_gemma":[0.0008848296,0.00020306,0.0002420877,0.0007055175,0.0008141176,0.0007268924,0.002056648,0.0003036006,0.00001576939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009226978,"about_ca_system_score_gemma":0.0002466183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003709143,"about_ca_topic_score_gemma":0.0001262211,"domain_scores_codex":[0.9952286,0.00005528752,0.0008207253,0.0012132,0.00233828,0.0003439103],"domain_scores_gemma":[0.9951382,0.002620311,0.0005127086,0.001468872,0.0002029004,0.00005698891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002743433,0.00004042089,0.00003910569,0.000041545,0.00001449671,0.00001048778,0.0004329707,0.0089349,0.00004274214,0.4014177,0.001135517,0.5878627],"study_design_scores_gemma":[0.000176252,0.0001839654,0.00007323898,0.00005254935,0.00001013914,0.00000275302,0.000001675729,0.0074543,0.0002806273,0.9173114,0.0741903,0.0002628262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00009822517,0.000153888,0.988787,0.0009729472,0.002029666,0.0004983772,0.0002150325,0.00001948119,0.007225406],"genre_scores_gemma":[0.561445,0.000287995,0.397981,0.0113433,0.001034451,0.0001490553,0.000228676,0.0001354437,0.02739503],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5908059,"threshold_uncertainty_score":0.8280545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09635541844843103,"score_gpt":0.3571032116589676,"score_spread":0.2607477932105366,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}