{"id":"W159195102","doi":"","title":"Toughness of Generalized Petersen Graphs.","year":2003,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Combinatorics","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":[0.0005039956,0.0001346336,0.0002229774,0.0001756543,0.00008819231,0.00003847013,0.0009290802,0.00005419246,0.00002978018],"category_scores_gemma":[0.0001414647,0.0001298081,0.000103108,0.0009143183,0.0001235267,0.0003521759,0.000155614,0.0001361602,0.00002781177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000249268,"about_ca_system_score_gemma":0.00006661639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007976327,"about_ca_topic_score_gemma":9.604202e-7,"domain_scores_codex":[0.9984198,0.0002701618,0.0002356077,0.0003321713,0.0003843111,0.0003580159],"domain_scores_gemma":[0.9986178,0.0001490112,0.000091828,0.000863505,0.0001599004,0.0001179762],"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":[0.000006892143,0.00007109504,0.001063865,0.000009763734,0.00001673412,0.00001243429,0.000154038,0.00001393692,0.00328401,0.9944377,0.0002021812,0.0007273574],"study_design_scores_gemma":[0.0008183464,0.00008133376,0.0006246835,0.000008618775,0.000002783496,0.000009832468,0.00001816351,0.0001982686,0.03145275,0.9649718,0.001666767,0.0001466893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722617,0.0003378479,0.01347825,0.0001268001,0.001859668,0.0002763131,0.000001981289,0.0001545428,0.01150287],"genre_scores_gemma":[0.9869724,0.00002372484,0.01265731,0.0000552299,0.000001439543,0.0000173904,8.652193e-7,0.00001290961,0.0002587521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02946592,"threshold_uncertainty_score":0.5293421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855483965152638,"score_gpt":0.2767717454653801,"score_spread":0.2582169058138538,"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."}}