{"id":"W4323345132","doi":"10.2298/fil2210331q","title":"Rough set analysis of graphs","year":2022,"lang":"en","type":"article","venue":"Filomat","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Rough set; Mathematics; Binary relation; Axiom; Vertex (graph theory); Indifference graph; Theoretical computer science; Discrete mathematics; Graph; Computer science; Data mining","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":[0.0001635558,0.00005770364,0.000162468,0.000222458,0.0001180506,0.00002513733,0.000680498,0.00001262562,0.0004697048],"category_scores_gemma":[0.000005917465,0.00005119222,0.0001448206,0.001975089,0.00001586722,0.00009987536,0.0004049761,0.00006076024,0.00001093913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001451502,"about_ca_system_score_gemma":0.00001441857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005844872,"about_ca_topic_score_gemma":0.000004498905,"domain_scores_codex":[0.9992169,0.0000571201,0.0001454802,0.0001938777,0.0002561356,0.0001304512],"domain_scores_gemma":[0.9993629,0.00003730836,0.0000753245,0.0004770082,0.00001746593,0.00002994511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003120885,0.00060858,0.04709713,0.00004317595,0.002417076,0.0001976097,0.01106525,0.06405124,0.0006201916,0.7289777,0.08958728,0.0553036],"study_design_scores_gemma":[0.0006447093,0.0005579059,0.2016552,0.000004135154,0.0004795856,0.00003112816,0.0003416571,0.6373302,0.000369284,0.05872545,0.09921878,0.0006419325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8211912,0.0007582473,0.0782939,0.003169954,0.001588405,0.000417873,0.0004498267,0.0005897584,0.09354085],"genre_scores_gemma":[0.9912022,0.000005141852,0.008307982,0.0003229941,0.000006278762,0.000013043,0.00002563331,0.00000266597,0.0001140442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6702522,"threshold_uncertainty_score":0.5142938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233332343295507,"score_gpt":0.2446031101501367,"score_spread":0.2222697867171816,"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."}}