{"id":"W4243703156","doi":"10.1090/crmp/048","title":"Polyhedral Computation","year":2009,"lang":"en","type":"book","venue":"CRM proceedings & lecture notes","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of New Brunswick; McGill University","funders":"","keywords":"Computation; Computer science; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002132696,0.0004673289,0.0003996318,0.000465513,0.0002611048,0.0006182319,0.0007110656,0.0004565722,0.00001726003],"category_scores_gemma":[0.0001494203,0.0004610959,0.0001829109,0.0004750192,0.00003859918,0.0005489807,0.0001413203,0.0005555107,0.0001094578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216027,"about_ca_system_score_gemma":0.0004601735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000198852,"about_ca_topic_score_gemma":0.000001598789,"domain_scores_codex":[0.9977667,0.00001034746,0.0003969899,0.0008203932,0.0006325,0.0003730585],"domain_scores_gemma":[0.9986253,0.0001400211,0.0003587695,0.0001651203,0.000569175,0.0001416591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001192481,0.00004754467,0.000009355946,0.0001011938,0.00004997645,0.000008928925,0.000665814,0.003131709,0.0006066847,0.6955546,0.01229609,0.2875162],"study_design_scores_gemma":[0.0002372414,0.0002218756,0.0002182263,0.0001323062,0.00003846145,0.00007572093,0.000001207193,0.02941638,0.001635166,0.9183024,0.04911666,0.0006043336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001272571,0.001033475,0.6862203,0.00207994,0.0004826133,0.0003222719,0.000003146209,0.0004759777,0.309255],"genre_scores_gemma":[0.917187,0.0001125113,0.04761222,0.007827951,0.007743503,0.0000549126,0.0007160991,0.0001532053,0.0185926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9170597,"threshold_uncertainty_score":0.9997841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289996688269291,"score_gpt":0.2418311799718098,"score_spread":0.2289312130891169,"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."}}