{"id":"W2310825823","doi":"10.1002/jgt.22569","title":"Topologically 4‐chromatic graphs and signatures of odd cycles","year":2020,"lang":"en","type":"preprint","venue":"Journal of Graph Theory","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chromatic scale; Signature (topology); Abelian group; Mathematics; Graph; Combinatorics; Discrete mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001353166,0.0002419037,0.0008931535,0.0008393613,0.00006336862,0.0001129962,0.00200506,0.0002649459,0.00006782696],"category_scores_gemma":[0.000737599,0.0001512514,0.0005962745,0.000928159,0.0003840906,0.0001815678,0.001349664,0.000854103,0.000001672446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001006973,"about_ca_system_score_gemma":0.0000644409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007946277,"about_ca_topic_score_gemma":0.000001025388,"domain_scores_codex":[0.9976931,0.0004339182,0.000842577,0.0003358809,0.0005009722,0.000193564],"domain_scores_gemma":[0.9970751,0.0007813314,0.001281653,0.0004589478,0.0002045389,0.000198406],"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":[0.00009052824,0.0002258088,0.0009901742,0.0002419919,0.0008219202,0.0002476951,0.0004600076,0.000283333,0.000989894,0.9594457,0.0009725045,0.03523042],"study_design_scores_gemma":[0.0001822117,0.0003523375,0.01465686,0.00008667668,0.0001755341,0.00004632485,0.00008411031,0.0001750637,0.0002609635,0.9837168,0.00009379253,0.0001692628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5514604,0.03112695,0.4092021,0.005363879,0.001046263,0.000243724,0.00007191223,0.0001011001,0.001383687],"genre_scores_gemma":[0.9751435,0.001450767,0.02294125,0.000384213,0.00005335135,0.000001339164,0.000002474845,0.000005469968,0.00001765714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4236831,"threshold_uncertainty_score":0.6167852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986311258326498,"score_gpt":0.2578160262149837,"score_spread":0.2379529136317187,"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."}}