{"id":"W2301743601","doi":"10.14778/2904483.2904486","title":"Leopard","year":2016,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graph partition; Computer science; Graph; Space partitioning; Vertex (graph theory); Algorithm; Theoretical computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009377203,0.00008634578,0.00009610636,0.00003430613,0.00002173535,0.000009290191,0.0002488685,0.00003222946,0.00003227071],"category_scores_gemma":[0.00001806988,0.0000435749,0.00005997138,0.00008095094,0.00003220766,0.00009079252,0.00005384014,0.00004150758,0.00001566625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004624658,"about_ca_system_score_gemma":0.000002995871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002279832,"about_ca_topic_score_gemma":2.193135e-7,"domain_scores_codex":[0.9995028,9.398415e-7,0.0001342984,0.00007969975,0.0001360479,0.0001462549],"domain_scores_gemma":[0.9998153,0.00001147158,0.0000324705,0.00007259651,0.00003951891,0.00002858953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003392463,0.00001222803,0.001836824,0.000050289,0.00002255357,9.198606e-8,0.00008398108,0.0000019067,0.9541004,0.005848942,0.02010002,0.01793931],"study_design_scores_gemma":[0.0001403723,0.00002390145,0.0008005056,0.00008881865,0.000009032894,0.000003433562,0.00001515884,0.00002841203,0.9833267,0.004602714,0.01088259,0.00007836067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.789663,0.0006491404,0.002996189,0.0017219,0.0006808917,0.0009463807,0.00001776669,0.001648944,0.2016758],"genre_scores_gemma":[0.9985104,0.0001075808,0.0007772231,0.00002501738,0.00004595014,0.0000392309,4.504066e-8,0.000015685,0.0004789241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2088473,"threshold_uncertainty_score":0.1776933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005755987320689607,"score_gpt":0.165789516692164,"score_spread":0.1600335293714744,"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."}}