{"id":"W2404415034","doi":"","title":"The Singular Chromatic Number of a Graph.","year":2015,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Graph Labeling and Dimension Problems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Chromatic scale; Graph; Combinatorics; Discrete mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006734254,0.00008912719,0.0001290819,0.00003515913,0.0001239366,0.00007618761,0.0006628474,0.00003891936,0.00000173653],"category_scores_gemma":[0.0001249145,0.00006099049,0.00005919057,0.0004871039,0.0001025253,0.0001381106,0.0001635194,0.00007909345,0.00007154724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001285194,"about_ca_system_score_gemma":0.00007604673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000414394,"about_ca_topic_score_gemma":9.83309e-7,"domain_scores_codex":[0.9989719,0.00008352232,0.0002303136,0.000169021,0.0003464782,0.0001987044],"domain_scores_gemma":[0.9988021,0.0001202791,0.0001104869,0.0006583779,0.0002001669,0.0001086524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001715321,0.00004778655,0.0009983581,0.000004766408,0.00001326994,0.000002936554,0.0003647589,0.00000647888,0.0001608584,0.9941027,0.003453127,0.0008432943],"study_design_scores_gemma":[0.0004539233,0.00005226345,0.0001929608,0.00002056193,0.000005138104,0.00001232896,0.00002720589,0.002501998,0.001220987,0.9946236,0.0008084431,0.00008058774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910598,0.0006347567,0.0007910898,0.0007448342,0.002609317,0.0001232104,2.646662e-7,0.0001485876,0.00388813],"genre_scores_gemma":[0.9957659,0.000008556377,0.004033532,0.00007518417,6.30625e-7,0.000006325776,3.897105e-7,0.000006239745,0.0001032445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004706087,"threshold_uncertainty_score":0.248712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016086258748207,"score_gpt":0.2462261648672897,"score_spread":0.2301399061190827,"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."}}