{"id":"W2023298107","doi":"10.1016/j.anucene.2010.01.006","title":"Mixed-dual implementations of the simplified method","year":2010,"lang":"en","type":"article","venue":"Annals of Nuclear Energy","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polygon mesh; Cartesian coordinate system; Finite element method; Mathematics; Applied mathematics; Dual (grammatical number); Domain (mathematical analysis); Transformation (genetics); Set (abstract data type); Mathematical optimization; Computer science; Geometry; Mathematical analysis; Physics","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":[0.0001558974,0.00007544758,0.0001441022,0.00003792329,0.00003158255,0.000004030106,0.0001735264,0.00003940113,0.0000922561],"category_scores_gemma":[0.000180649,0.00006056025,0.0000837641,0.0001849393,0.00005358916,0.00004623423,0.00005816228,0.00009900092,0.000002164883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002584818,"about_ca_system_score_gemma":0.000007303433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009744364,"about_ca_topic_score_gemma":0.000006264658,"domain_scores_codex":[0.9993579,0.00004307353,0.0002670156,0.00007019315,0.0001511643,0.0001106618],"domain_scores_gemma":[0.9991037,0.0004575084,0.00008632195,0.0002286271,0.00009090648,0.00003289232],"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":[0.000004798445,0.00004596415,0.00001358397,0.00004815491,0.00007232285,3.054241e-7,0.0001930774,0.06918945,0.09366279,0.7549477,0.002952206,0.07886964],"study_design_scores_gemma":[0.0002598506,0.00007513595,0.003006574,0.00003071302,0.00003303104,0.00001256591,0.0002600782,0.1334819,0.2194191,0.5368304,0.1063111,0.0002796058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1155435,0.00004218023,0.8727347,0.0008269707,0.0009093322,0.0001012298,0.00005792708,0.000142105,0.009642064],"genre_scores_gemma":[0.5489495,0.000009059931,0.4508067,0.0001595161,0.0000347663,0.000002384377,0.000001197903,0.00002306425,0.00001372958],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4334061,"threshold_uncertainty_score":0.2469575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07422859507708014,"score_gpt":0.3668687636402931,"score_spread":0.292640168563213,"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."}}