{"id":"W2014917542","doi":"10.1007/pl00013388","title":"Approximate Shape Quality Mesh Generation","year":2001,"lang":"en","type":"article","venue":"Engineering With Computers","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Quality (philosophy); Mathematics; Computer science; Engineering drawing; Engineering; Physics","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":[0.0002434722,0.0001526871,0.0001337538,0.0001490352,0.00009103394,0.0001844408,0.0003223868,0.00003582628,0.000007960539],"category_scores_gemma":[0.00001753277,0.0001420958,0.0000378085,0.0005653172,0.000009653711,0.0004610656,0.00007619226,0.00009328021,0.00001672786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004579317,"about_ca_system_score_gemma":0.00003387506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004282943,"about_ca_topic_score_gemma":0.000001547361,"domain_scores_codex":[0.9989274,0.00002920789,0.000200106,0.0003370121,0.0002830574,0.0002232723],"domain_scores_gemma":[0.9993992,0.00007438879,0.00005664157,0.0002956566,0.00008097413,0.00009315269],"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":[0.000006206151,0.00004330587,0.000204644,0.00001720075,0.0000332814,0.00002229552,0.0002432732,0.898576,0.003632275,0.05337109,0.0007949588,0.04305548],"study_design_scores_gemma":[0.0002725928,0.00005683956,0.003510502,0.00001455883,0.00000269458,0.00005630283,0.000001635017,0.991065,0.0009922525,0.00005687531,0.003759187,0.0002115273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1166653,0.00004817165,0.8816224,0.0003638957,0.0006935413,0.0001064829,5.24282e-7,0.000353892,0.0001458329],"genre_scores_gemma":[0.6866617,0.000007077775,0.3127249,0.000203184,0.0002870044,0.00001405168,0.00001857956,0.00001026588,0.00007331492],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5699964,"threshold_uncertainty_score":0.5794499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119870571167758,"score_gpt":0.2334416915816198,"score_spread":0.2122429858699422,"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."}}