{"id":"W4226093078","doi":"10.1002/jgt.23025","title":"Single-conflict colorings of degenerate graphs","year":2023,"lang":"en","type":"preprint","venue":"Journal of Graph Theory","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Simon Fraser University; European Commission","keywords":"Combinatorics; Mathematics; Graph; Degenerate energy levels; Simple graph; Discrete mathematics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006096254,0.0004502594,0.001066373,0.00255246,0.0001324997,0.0001738577,0.004427308,0.0003457338,0.00002062616],"category_scores_gemma":[0.0006031508,0.0003916507,0.001085857,0.001558764,0.000583594,0.0004957081,0.002024426,0.001834512,0.0000152551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009203084,"about_ca_system_score_gemma":0.0003823235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006453856,"about_ca_topic_score_gemma":0.000003436024,"domain_scores_codex":[0.9951004,0.0009924938,0.001469181,0.0005732766,0.001245413,0.0006191689],"domain_scores_gemma":[0.9936576,0.001272834,0.002202166,0.001390063,0.001159757,0.0003175574],"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":[0.0003804511,0.0002384942,0.0004961412,0.0002520869,0.0006498874,0.0003171078,0.0009770001,0.002616883,0.02125993,0.9643244,0.0005010731,0.007986584],"study_design_scores_gemma":[0.0005124863,0.000512617,0.000600665,0.0004781366,0.00005929188,0.0001093942,0.0001006885,0.0001369522,0.03462335,0.9616765,0.0008414294,0.0003484527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5279897,0.006729892,0.4556224,0.0008531606,0.004868592,0.0007206608,0.00005582006,0.0002858547,0.002873931],"genre_scores_gemma":[0.9590287,0.002021293,0.03734292,0.0001600083,0.0002332873,0.00002655183,0.000004537147,0.0001279343,0.001054768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.431039,"threshold_uncertainty_score":0.9998536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07845420285947077,"score_gpt":0.3152875862785836,"score_spread":0.2368333834191128,"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."}}