{"id":"W2067197858","doi":"10.1145/2508363.2508388","title":"PolyCut","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Networks of Centres of Excellence of Canada; Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Mitacs","keywords":"Base (topology); Computation; Computer science; Graph; Polyhedron; Packing problems; Unary operation; Algorithm; Mathematical optimization; Mathematics; Theoretical computer science; Discrete mathematics; Combinatorics","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":[0.00002065377,0.0001145097,0.000110788,0.000176106,0.00006746712,0.00001786394,0.0001920306,0.00006901911,0.0003351572],"category_scores_gemma":[0.000006836536,0.0001081819,0.0001066745,0.0005100718,0.00004067213,0.0001660913,0.000001478252,0.0002403074,0.0002006637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002007916,"about_ca_system_score_gemma":0.000002226781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002794794,"about_ca_topic_score_gemma":0.00001126959,"domain_scores_codex":[0.9994687,0.000008110876,0.0001305208,0.0001148467,0.0001115991,0.0001662251],"domain_scores_gemma":[0.9994143,0.00005746724,0.000009985798,0.0004190581,0.00002819658,0.00007104778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001402027,0.0004507942,0.0005078776,0.00009146672,0.0006590838,0.000009540953,0.0002798187,0.05696622,0.04306697,0.004193038,0.009115482,0.8846457],"study_design_scores_gemma":[0.001159545,0.0008129723,0.007735605,0.0001333439,0.0004174623,0.00004428229,0.0003086855,0.1425215,0.3316717,0.3967835,0.1152555,0.003155922],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0125884,0.00006714412,0.9841653,0.0004875651,0.00008262522,0.0001161883,0.000004863011,0.001288516,0.001199363],"genre_scores_gemma":[0.9780387,0.0003303392,0.02107412,0.0002897483,0.00001405099,0.00009361013,0.00000213939,0.00002924905,0.0001279861],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9654503,"threshold_uncertainty_score":0.441153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009130069048395553,"score_gpt":0.2226307038066004,"score_spread":0.2135006347582049,"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."}}