{"id":"W2992950813","doi":"10.1016/j.comgeo.2021.101809","title":"A linear optimization oracle for zonotope computation","year":2021,"lang":"en","type":"preprint","venue":"Computational Geometry","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Polytope; Hyperplane; Oracle; Vertex (graph theory); Enumeration; Mathematics; Set (abstract data type); Computation; Combinatorics; Algorithm; Computer science; Graph","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":[0.0006826761,0.0005194035,0.0005950929,0.0009054071,0.0004169607,0.000954678,0.0009713922,0.00042617,0.00004847633],"category_scores_gemma":[0.000379712,0.0006235958,0.0004094234,0.001536755,0.00005759309,0.0007257913,0.001205824,0.0004970074,0.00002926383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002403404,"about_ca_system_score_gemma":0.001148382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001175611,"about_ca_topic_score_gemma":0.000002621853,"domain_scores_codex":[0.9961199,0.0001900137,0.0009305973,0.001417432,0.0008905796,0.0004514566],"domain_scores_gemma":[0.9955687,0.0008571577,0.0006143189,0.0005781086,0.002169131,0.0002125714],"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":[0.00001577089,0.0001998723,0.00004038495,0.0002028263,0.0001142895,0.000008157722,0.0001846003,0.9690292,0.0000169232,0.007143328,0.001421561,0.02162302],"study_design_scores_gemma":[0.0007712724,0.00009262887,0.000806147,0.0001107724,0.00004338731,0.0000278654,0.00002750303,0.9733913,0.0001561517,0.02291869,0.001022176,0.0006320897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007408781,0.001086855,0.985532,0.001318833,0.002751954,0.001122567,0.00009856461,0.0004402358,0.000240218],"genre_scores_gemma":[0.1984925,0.00003400809,0.7939159,0.0007131867,0.0006475403,0.0002296826,0.005728128,0.00004741743,0.0001915856],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1916161,"threshold_uncertainty_score":0.9996215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03192042919016951,"score_gpt":0.299421449095758,"score_spread":0.2675010199055884,"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."}}