{"id":"W4288242631","doi":"10.1145/3306346.3322970","title":"SurfaceBrush","year":2019,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Workflow; Surface (topology); Tangent; Usability; Leverage (statistics); Process (computing); Artificial intelligence; Manifold (fluid mechanics); Ribbon; Computer vision; Computer graphics (images); Geometry; Human–computer interaction; Mathematics; Mechanical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005918915,0.00009723358,0.0001068556,0.0001548059,0.00005217096,0.00001788375,0.0001481913,0.00007020534,0.0002720978],"category_scores_gemma":[0.000002484382,0.00009791979,0.0001256975,0.0003505298,0.00001152447,0.00005887477,8.557945e-7,0.0002154008,0.0004115776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001235533,"about_ca_system_score_gemma":0.000004207565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001171203,"about_ca_topic_score_gemma":0.00002369669,"domain_scores_codex":[0.9995072,0.000008166625,0.0001064307,0.0001176493,0.0001192514,0.000141259],"domain_scores_gemma":[0.9994641,0.00004609269,0.000006902171,0.0004171675,0.00002058871,0.00004517521],"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":[0.000003625205,0.0000350709,0.0003552717,0.00002689335,0.0001322144,0.000001112853,0.00009295618,0.9872224,0.000786847,0.0001408025,0.0001964842,0.0110063],"study_design_scores_gemma":[0.0006357323,0.00008754036,0.0009478173,0.00006137977,0.0001575705,0.000005150722,0.0001417709,0.980562,0.006748322,0.004271822,0.005748346,0.0006325787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5346107,0.0001421053,0.4615855,0.0002437538,0.0004246523,0.00007963672,0.0000180973,0.0005989172,0.002296713],"genre_scores_gemma":[0.9982116,0.000280456,0.0009536846,0.0001046938,0.0000104228,0.000005108764,0.00000356998,0.00002402119,0.0004064938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4636009,"threshold_uncertainty_score":0.5290135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110316854006094,"score_gpt":0.2056806985503281,"score_spread":0.1946490131497187,"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."}}