{"id":"W3128824031","doi":"10.1007/s40065-021-00311-7","title":"The complexity of frugal colouring","year":2021,"lang":"en","type":"article","venue":"Arabian Journal of Mathematics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Graph; Combinatorics; Neighbourhood (mathematics); Mathematics; Vertex (graph theory); Discrete mathematics","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":[0.001980505,0.0005942061,0.001368408,0.001366685,0.002562199,0.005673514,0.00273276,0.002747569,0.01194181],"category_scores_gemma":[0.02212428,0.0009829444,0.002065092,0.001498705,0.003211196,0.008021732,0.003385313,0.002863069,0.001112789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00484955,"about_ca_system_score_gemma":0.002608147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008140055,"about_ca_topic_score_gemma":0.005285288,"domain_scores_codex":[0.9937677,0.001271504,0.0003293253,0.001358525,0.001713137,0.001559794],"domain_scores_gemma":[0.9692551,0.02189238,0.002475956,0.003066682,0.001819612,0.001490307],"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":[0.004184943,0.001119439,0.03555317,0.001813155,0.000341544,0.001721414,0.004679019,0.2773791,0.0563444,0.4250425,0.04084906,0.1509722],"study_design_scores_gemma":[0.0002582218,0.0001913609,0.005391313,0.00008893999,0.0001124714,0.0005151803,0.0008137061,0.4353585,0.01180158,0.5372864,0.008090838,0.00009150449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9096474,0.0003599698,0.06346348,0.007061147,0.00007614476,0.0003010168,0.002929923,0.001545798,0.01461525],"genre_scores_gemma":[0.9624396,0.000169357,0.0297418,0.0004308951,0.00007850228,0.0001674228,0.003188887,0.000167298,0.003616359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01194181,"threshold_uncertainty_score":0.03994936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07437948393906975,"score_gpt":0.3162392872467088,"score_spread":0.2418598033076391,"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."}}