{"id":"W2962930898","doi":"10.1145/3306346.3323004","title":"Surface2Volume","year":2019,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Partition (number theory); Robustness (evolution); Computer science; Segmentation; Surface (topology); Topology (electrical circuits); Algorithm; Computational science; Theoretical computer science; Mathematics; Geometry; Artificial intelligence; Combinatorics","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":[0.00006125036,0.00009816103,0.0001093248,0.0001543911,0.00005226299,0.00001889238,0.0001546343,0.00007233741,0.0002780647],"category_scores_gemma":[0.000002539916,0.0001006086,0.0001285017,0.0003536439,0.00001234039,0.00006321628,8.976708e-7,0.000216883,0.0004493031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001354951,"about_ca_system_score_gemma":0.000004219085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001514528,"about_ca_topic_score_gemma":0.00002716109,"domain_scores_codex":[0.9994864,0.000008292795,0.0001087373,0.0001223381,0.0001278565,0.0001463035],"domain_scores_gemma":[0.9994367,0.00003938994,0.000007086786,0.0004487291,0.00002162958,0.000046495],"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":[0.000003424391,0.00003461415,0.0003267342,0.00002345756,0.0001293887,0.000001117004,0.00008434032,0.9860017,0.0007512603,0.00009645668,0.0002716152,0.01227588],"study_design_scores_gemma":[0.0004739284,0.00007416357,0.001097434,0.00004405203,0.0001230846,0.000004396262,0.00008936304,0.9879788,0.003176129,0.002771861,0.003665756,0.0005010722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5249293,0.0001394359,0.4720393,0.0002315213,0.0004131394,0.00007361604,0.0000227869,0.0005854897,0.001565401],"genre_scores_gemma":[0.9980755,0.0002353798,0.0009736893,0.00008994328,0.00001070253,0.000004268246,0.00000487049,0.00002486204,0.0005807708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4731463,"threshold_uncertainty_score":0.5775032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102531356278288,"score_gpt":0.2018709403881403,"score_spread":0.1916178047603115,"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."}}