{"id":"W153491315","doi":"","title":"Asymptotically good choice numbers of multigraphs.","year":2001,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Combinatorics; Mathematical economics","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":[0.001827907,0.0004744923,0.0007477368,0.003042856,0.002134848,0.004533889,0.001068681,0.001453053,0.01170901],"category_scores_gemma":[0.01405866,0.0006407513,0.0005466435,0.001807265,0.004027733,0.008088024,0.003224529,0.00290801,0.001236742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771581,"about_ca_system_score_gemma":0.0007404252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009993827,"about_ca_topic_score_gemma":0.001708459,"domain_scores_codex":[0.9980767,0.0007653872,0.00007664203,0.0002808884,0.0005365537,0.0002637641],"domain_scores_gemma":[0.9905785,0.006349893,0.0006895367,0.001023192,0.0005227933,0.0008360926],"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":[0.00002104319,0.000005487157,0.0001930659,0.00002069996,0.000003392903,0.00001673623,0.00007125006,0.0005013205,0.0001466098,0.9952618,0.001211081,0.002547491],"study_design_scores_gemma":[0.000005620194,0.000003657978,0.0001304476,0.00001262724,0.000003419474,0.00005010634,0.00003403631,0.002091969,0.0001336374,0.9954152,0.002114836,0.000004438822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3778543,0.005541935,0.153047,0.006547808,0.0005037397,0.00008354886,0.0009955706,0.000788296,0.4546379],"genre_scores_gemma":[0.9574202,0.0008755038,0.01513572,0.0004086451,0.0002037107,0.00009672472,0.0002408258,0.0001337512,0.02548483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01170901,"threshold_uncertainty_score":0.0391705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193699322411947,"score_gpt":0.2854565604757975,"score_spread":0.2660866282346028,"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."}}