{"id":"W2077178139","doi":"10.1145/2601097.2601128","title":"True2Form","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Networks of Centres of Excellence of Canada; Agence Nationale de la Recherche","keywords":"Sketch; Computer science; Artificial intelligence; Curvature; Regularization (linguistics); Fidelity; Range (aeronautics); Theoretical computer science; Algorithm; Computer vision; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008045256,0.00009367262,0.0000968944,0.0001740451,0.00009690876,0.00001786495,0.0001447976,0.00006522207,0.00005792641],"category_scores_gemma":[0.000007682034,0.00009094318,0.0001221587,0.0002972899,0.00001774101,0.00005146932,6.670332e-7,0.0001888059,0.00006743034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001018699,"about_ca_system_score_gemma":0.000002199478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007074586,"about_ca_topic_score_gemma":0.00003581169,"domain_scores_codex":[0.9995404,0.000008515472,0.000110242,0.00009831857,0.0001058814,0.000136575],"domain_scores_gemma":[0.9995051,0.00005190032,0.00000690579,0.0003618454,0.00001809787,0.00005612874],"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":[0.000005338227,0.00006777071,0.00006527693,0.0000394309,0.0001810299,9.459414e-7,0.0001915196,0.764352,0.0003358837,0.001210231,0.0004374769,0.2331131],"study_design_scores_gemma":[0.0002695917,0.00005351102,0.0002003103,0.00002178122,0.0001018815,0.000003078141,0.00003407701,0.9793843,0.00224905,0.009566349,0.007835884,0.0002801616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03100084,0.00003421255,0.9659711,0.0002311034,0.0001703784,0.00002434504,0.000005436546,0.0004245744,0.002137996],"genre_scores_gemma":[0.9979257,0.0001671026,0.001572502,0.000167534,0.00003008945,0.000009166994,0.00000325442,0.00002129068,0.0001033454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9669249,"threshold_uncertainty_score":0.3708555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162757629305489,"score_gpt":0.2055229393286803,"score_spread":0.1938953630356254,"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."}}