{"id":"W2133263162","doi":"","title":"Geometry and Art with a Circle Cutter","year":2012,"lang":"en","type":"article","venue":"Proceedings of Bridges 2012: Mathematics, Music, Art, Architecture, Culture","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Polyhedron; Construct (python library); Geometry; Mathematics; Engineering drawing; Computer science; Engineering; Programming language","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":[0.0002257055,0.0004184555,0.0004978106,0.0002361241,0.0001039053,0.00007663271,0.000246889,0.0001475525,0.00009750778],"category_scores_gemma":[0.00004562854,0.000330793,0.0001061442,0.0002598652,0.0001710483,0.0004190227,0.00008845685,0.0004195862,0.00009335406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000282818,"about_ca_system_score_gemma":0.00001179989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001177529,"about_ca_topic_score_gemma":0.000002448952,"domain_scores_codex":[0.9982894,0.000006217594,0.0003919415,0.0002892873,0.0004488526,0.0005743103],"domain_scores_gemma":[0.9991953,0.00008282989,0.0001594908,0.0001563875,0.0001565559,0.000249382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003950193,0.001556636,0.01441233,0.01692613,0.002446162,0.00001840532,0.09839935,0.008005339,0.06714442,0.02665827,0.6874964,0.07654157],"study_design_scores_gemma":[0.008425958,0.002763065,0.1530591,0.005299609,0.00237027,0.006805296,0.007893394,0.02095217,0.1179614,0.1142323,0.5499141,0.0103233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.828159,0.002702602,0.1077249,0.0003160866,0.0002927973,0.001101983,0.00006215376,0.0007408673,0.05889966],"genre_scores_gemma":[0.9454593,0.0000543999,0.05149981,0.0003922858,0.0006257624,0.00006015147,0.00002366078,0.0001231554,0.001761458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1386468,"threshold_uncertainty_score":0.9999144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008734194828679374,"score_gpt":0.191227807432816,"score_spread":0.1824936126041367,"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."}}