{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001791121,0.0009136883,0.001097747,0.002757054,0.004139661,0.004163764,0.002269104,0.002374317,0.01772326],"category_scores_gemma":[0.01252318,0.0008910907,0.001333226,0.002844773,0.007179896,0.009010375,0.004465721,0.00721141,0.001536404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001960489,"about_ca_system_score_gemma":0.0006902615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752424,"about_ca_topic_score_gemma":0.003131068,"domain_scores_codex":[0.9982285,0.0005062648,0.00007170589,0.0004189576,0.0004818564,0.0002927156],"domain_scores_gemma":[0.9841954,0.01228833,0.000596229,0.00116371,0.0005510916,0.001205337],"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":[0.00004540284,0.00002290911,0.0005047609,0.00013213,0.00001493929,0.000166128,0.0002584815,0.001335159,0.0008437627,0.9684713,0.02078173,0.007423313],"study_design_scores_gemma":[0.00001027578,0.0000149329,0.0006042453,0.00004025903,0.00001217521,0.0002203342,0.0001646675,0.003140773,0.0003378999,0.9789897,0.01644554,0.00001928419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1427847,0.01128575,0.232899,0.04701338,0.00463102,0.0001626062,0.002189129,0.0008835814,0.5581508],"genre_scores_gemma":[0.8403975,0.00907023,0.08468757,0.008772885,0.004997136,0.0002690054,0.001330996,0.0005635054,0.04991116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01772326,"threshold_uncertainty_score":0.05929023,"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."}}