{"id":"W4403364931","doi":"10.48550/arxiv.2410.07844","title":"Parks and Recreation: Color Fault-Tolerant Spanners Made Local","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Division of Chemistry; Council for Higher Education; Israel Academy of Sciences and Humanities; European Commission","keywords":"Recreation; Fault (geology); Geography; Computer science; Political science; Geology; Seismology; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003446994,0.0005468365,0.0004490021,0.0005341717,0.0006867769,0.0006700615,0.001412552,0.0004956203,0.006444413],"category_scores_gemma":[0.001414084,0.0002669317,0.0005561906,0.0007310305,0.001156249,0.002043348,0.001964606,0.001268254,0.001633608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005372518,"about_ca_system_score_gemma":0.0004145288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009544234,"about_ca_topic_score_gemma":0.001646692,"domain_scores_codex":[0.999627,0.00005143994,0.00001701179,0.000135381,0.0001065646,0.00006253309],"domain_scores_gemma":[0.9992715,0.000123014,0.00005967069,0.0003636633,0.00008619845,0.000095954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001153178,0.0002413864,0.002803783,0.0004096234,0.0001314445,0.0005250633,0.001018686,0.1803036,0.05348602,0.2885058,0.01771748,0.453704],"study_design_scores_gemma":[0.0001746053,0.0007249899,0.001203647,0.00007925761,0.00009962533,0.000743396,0.0004281799,0.5086167,0.07878552,0.3526359,0.05641024,0.00009792573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1205119,0.0004722843,0.8587145,0.0005116368,0.0001949712,0.0001241313,0.0002641991,0.003263032,0.01594332],"genre_scores_gemma":[0.6003874,0.0003039212,0.3758535,0.0002624778,0.00005982109,0.0001709514,0.0006557432,0.0005533277,0.02175286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006444413,"threshold_uncertainty_score":0.02155876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09369100748814024,"score_gpt":0.2399235346940135,"score_spread":0.1462325272058732,"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."}}