{"id":"W175207658","doi":"","title":"A Note on the Toughness of Certain Graphs.","year":2001,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Graph Labeling and Dimension Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Toughness; Composite material; Materials science","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":[0.0004160957,0.0001111047,0.0001371864,0.00008926504,0.0001309299,0.00004364031,0.0007676147,0.00005001977,0.00001144802],"category_scores_gemma":[0.00007375183,0.00007406664,0.00007915254,0.000751497,0.00007022006,0.0001000588,0.0001234886,0.0001308715,0.00004407628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001018264,"about_ca_system_score_gemma":0.00003172641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006234966,"about_ca_topic_score_gemma":0.000002586947,"domain_scores_codex":[0.9989536,0.00009008954,0.0002004096,0.0002393368,0.000299958,0.0002166452],"domain_scores_gemma":[0.9987357,0.0002585639,0.00009315049,0.0007503529,0.0001041461,0.00005811893],"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":[0.000005876963,0.00009572156,0.0005909931,0.000002944837,0.000007718204,0.000007244412,0.000249297,0.00002914985,0.0005999043,0.9947903,0.001517658,0.00210318],"study_design_scores_gemma":[0.0003550893,0.0001229785,0.0008222512,0.00002943158,0.000003639803,0.000005523331,0.00001318895,0.001953461,0.003763693,0.9914511,0.001378147,0.0001014379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895777,0.0001055113,0.000441514,0.003768396,0.001502332,0.0001444687,6.287518e-7,0.000117695,0.004341758],"genre_scores_gemma":[0.998706,0.00001984058,0.0004822871,0.0006109366,6.701371e-7,0.00001031898,5.029952e-7,0.000006736956,0.0001626972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009128313,"threshold_uncertainty_score":0.302035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603784125792736,"score_gpt":0.2373190334596758,"score_spread":0.2212811922017484,"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."}}