{"id":"W4389152900","doi":"10.4230/lipics.mfcs.2024.48","title":"Local Certification of Geometric Graph Classes","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Combinatorics; Mathematics; Discrete mathematics; Vertex (graph theory); Upper and lower bounds; Graph","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002133637,0.0005866306,0.001104014,0.0008198934,0.001612796,0.003110409,0.002739479,0.001340015,0.01056865],"category_scores_gemma":[0.02368483,0.0005901293,0.00124764,0.00112509,0.003188258,0.00944032,0.004344071,0.002714626,0.001467033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003295901,"about_ca_system_score_gemma":0.002404177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862273,"about_ca_topic_score_gemma":0.002598424,"domain_scores_codex":[0.9962316,0.0007989886,0.0001726048,0.001210931,0.0009349009,0.0006510472],"domain_scores_gemma":[0.9651334,0.01662011,0.003174027,0.01121177,0.002445406,0.001415081],"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":[0.00123399,0.000504842,0.02231357,0.001110343,0.0001539897,0.0008265957,0.001917812,0.2671398,0.04145698,0.433984,0.0138028,0.2155552],"study_design_scores_gemma":[0.0001912379,0.0004137442,0.005885537,0.0001015746,0.0001233296,0.0009167304,0.0008278156,0.5350999,0.05214598,0.3852435,0.01895389,0.00009672437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4698623,0.0004569066,0.4953499,0.002304867,0.00007453896,0.0003520661,0.0008706018,0.00588376,0.0248451],"genre_scores_gemma":[0.9431748,0.0001792318,0.05076881,0.0001741542,0.00006875562,0.000129403,0.001003456,0.0003918342,0.004109498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01056865,"threshold_uncertainty_score":0.03535563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.159410409392578,"score_gpt":0.242868869653721,"score_spread":0.08345846026114292,"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."}}