{"id":"W4205918822","doi":"10.1145/2983617","title":"Programmable 2D Arrangements for Element Texture Design","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Agence Nationale de la Recherche","keywords":"Scripting language; Computer science; Operator (biology); Set (abstract data type); Simple (philosophy); Element (criminal law); Variety (cybernetics); Range (aeronautics); Theoretical computer science; Programming language; Engineering drawing; Artificial intelligence; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004493266,0.0001948369,0.0001613098,0.0002688827,0.001364813,0.000717583,0.002144585,0.0001036465,0.000007118321],"category_scores_gemma":[0.00002598065,0.0001874383,0.0001862154,0.0002659009,0.00007184265,0.0005058152,0.00003751384,0.0001645488,0.000003973973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000207486,"about_ca_system_score_gemma":0.00004641509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001757261,"about_ca_topic_score_gemma":0.00002421259,"domain_scores_codex":[0.9986554,0.00004215681,0.0002404543,0.0004520642,0.0002906334,0.0003192945],"domain_scores_gemma":[0.9974879,0.00009704375,0.0001676237,0.001947322,0.0002003886,0.00009972938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004062327,0.0007400811,0.0002320701,0.00006374065,0.0001851304,0.000004428131,0.0003752809,0.0001289508,0.0001281031,0.5965246,0.003766738,0.3978103],"study_design_scores_gemma":[0.002308804,0.001979742,0.001706568,0.0001565492,0.00010104,0.00000929269,0.00002399133,0.3753977,0.02400822,0.4477643,0.1454961,0.001047678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000112912,0.00003042014,0.9966115,0.001432187,0.0004044862,0.0009444067,0.00001249659,0.0003888463,0.00006269533],"genre_scores_gemma":[0.5935746,0.000330747,0.4038469,0.001079524,0.00006699288,0.0008159411,0.000009285282,0.00003547872,0.0002404272],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5934618,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07051989335923896,"score_gpt":0.3399493020824244,"score_spread":0.2694294087231854,"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."}}