{"id":"W1963962785","doi":"10.1111/j.1467-8659.2012.03178.x","title":"Mean Curvature Skeletons","year":2012,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":242,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Skeletonization; Medial axis; Curvature; Discretization; Geometry; Computation; Topology (electrical circuits); Voronoi diagram; Mathematics; Flow (mathematics); Computer science; Algorithm; Artificial intelligence; Mathematical analysis","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":[0.00009525957,0.0001354475,0.0001387664,0.0001413471,0.00008078325,0.00003083115,0.000156601,0.0000912578,0.00001336447],"category_scores_gemma":[0.000001462799,0.0001278963,0.00014726,0.000305864,0.00001955087,0.0001281094,0.00004238901,0.0002242776,0.0000552231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001113102,"about_ca_system_score_gemma":0.000003176666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004442998,"about_ca_topic_score_gemma":0.00001134725,"domain_scores_codex":[0.9992406,0.00001079056,0.0001291275,0.0001018873,0.0001151342,0.0004024621],"domain_scores_gemma":[0.9995661,0.00001886354,0.0000131428,0.0002467021,0.00002554783,0.000129678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006460938,0.0003538763,0.1110992,0.0002959418,0.001795034,0.00001739893,0.003949771,0.157782,0.000500778,0.2943076,0.3402793,0.08961262],"study_design_scores_gemma":[0.0001182324,0.00001170003,0.001112463,0.00002113058,0.0000498288,0.000006559499,0.0000180688,0.9474079,0.0001316592,0.001453696,0.04938573,0.0002830174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06664862,0.002964987,0.9265145,0.0002824086,0.001283732,0.00005559037,0.000009168539,0.0007398948,0.001501093],"genre_scores_gemma":[0.9960544,0.00007781712,0.003035256,0.0003294834,0.0004061057,0.000003649156,0.00001944219,0.00002931707,0.00004460365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9294057,"threshold_uncertainty_score":0.521546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015592694963981,"score_gpt":0.2069516799521155,"score_spread":0.1967957530024756,"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."}}