{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003120852,0.0001840757,0.0003215975,0.00008970356,0.0001322302,0.00001431015,0.0003719252,0.000147776,0.0001769433],"category_scores_gemma":[0.0005846856,0.0001593224,0.0001688541,0.0003169993,0.0001735556,0.00009009105,0.0001097389,0.0002081174,0.000009303456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001992781,"about_ca_system_score_gemma":0.00002161585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003719665,"about_ca_topic_score_gemma":0.00001253486,"domain_scores_codex":[0.9986845,0.00008962234,0.0003779178,0.0002282978,0.000320998,0.0002987071],"domain_scores_gemma":[0.9982743,0.0007818139,0.0001570939,0.000548558,0.0001270421,0.0001112299],"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":[0.0000220398,0.0001641603,0.03549959,0.00004029331,0.00008156535,0.000007961398,0.0004090104,6.907654e-7,0.0002320741,0.9619203,0.00110143,0.000520898],"study_design_scores_gemma":[0.0009665902,0.00008338417,0.01340628,0.00003561581,0.00004949071,0.00001325971,0.00006468162,0.00002371822,0.001077591,0.9814841,0.002608826,0.0001864432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507865,0.00007251673,0.00002900186,0.00007105014,0.001228596,0.0001693049,0.000004214786,0.00009221816,0.04754654],"genre_scores_gemma":[0.9974191,0.00003005843,0.001991075,0.00008022577,0.00001447153,0.000007047564,0.000001827952,0.00003057595,0.0004256513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04712089,"threshold_uncertainty_score":0.6496978,"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."}}