{"id":"W3167941376","doi":"10.48550/arxiv.2106.01236","title":"Improved Spanning on Theta-5","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Combinatorics; Upper and lower bounds; Spanner; Graph; Mathematics; Physics; Computer science; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001796062,0.0002142547,0.0002052693,0.0002212811,0.0001496144,0.0002319141,0.000882733,0.0001635216,0.00003215866],"category_scores_gemma":[0.00003549558,0.0002490622,0.0001848409,0.0005571576,0.00002625271,0.0002721543,0.001131994,0.000406917,0.00004032884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188043,"about_ca_system_score_gemma":0.0002399724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941227,"about_ca_topic_score_gemma":0.00001136244,"domain_scores_codex":[0.9985253,0.0001128107,0.0001366313,0.0009238968,0.00008904767,0.0002122737],"domain_scores_gemma":[0.9986638,0.00009521884,0.0001501645,0.000807663,0.0001794096,0.0001036722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001127876,0.00008404317,0.00009367255,0.00002433811,0.0000647897,0.000171988,0.0001965386,0.8575032,0.0003025897,0.1385011,0.0001710958,0.00287536],"study_design_scores_gemma":[0.0002447331,0.00005266678,0.0007293498,0.00005390808,0.00002437688,0.00000425832,0.00003883647,0.9830891,0.001148774,0.01373103,0.0005682642,0.0003147247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2446587,0.00005370041,0.750872,0.0001405896,0.0008631471,0.0001230099,0.000003049151,0.0001423897,0.003143367],"genre_scores_gemma":[0.9927674,0.00003804618,0.003991589,0.0002354819,0.0001314794,7.321293e-7,0.0000398546,0.000009200519,0.002786236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7481087,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07955144741230323,"score_gpt":0.1888821289906709,"score_spread":0.1093306815783677,"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."}}