{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004930557,0.0002800876,0.000366131,0.001653613,0.001154985,0.002284508,0.0006155728,0.0007656384,0.003315784],"category_scores_gemma":[0.002725392,0.0003266416,0.0003556084,0.0008404961,0.002787962,0.00319645,0.001998872,0.0007767814,0.0002243607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009982507,"about_ca_system_score_gemma":0.0006700953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195845,"about_ca_topic_score_gemma":0.001374555,"domain_scores_codex":[0.9995064,0.0001085964,0.00003028692,0.00009113131,0.0001263832,0.00013723],"domain_scores_gemma":[0.9972127,0.0009630421,0.0007317779,0.0003532973,0.0003486983,0.0003904852],"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":[0.000255012,0.00006483797,0.01163844,0.00007824414,0.0000248844,0.0006305287,0.001347468,0.006755228,0.01756105,0.9484316,0.0006315136,0.01258126],"study_design_scores_gemma":[0.00003317151,0.00006498471,0.005567377,0.00003867646,0.00003572444,0.0006280171,0.0009908694,0.02325205,0.01039655,0.9496412,0.00929649,0.00005486747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731674,0.00009887506,0.0189335,0.0001852328,0.00002269596,0.00001964048,0.00007492706,0.00004679667,0.007450841],"genre_scores_gemma":[0.9941149,0.00005408435,0.00404323,0.00003516947,0.00001540496,0.00001707663,0.00009134576,0.00001610676,0.001612644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003315784,"threshold_uncertainty_score":0.01109236,"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."}}