{"id":"W2071771419","doi":"10.1615/computthermalscien.2013006532","title":"A CONTROL-VOLUME FINITE ELEMENT METHOD FOR THE PREDICTION OF THREE-DIMENSIONAL DIFFUSION-TYPE PHENOMENA IN ANISOTROPIC MEDIA","year":2013,"lang":"en","type":"article","venue":"Computational Thermal Sciences An International Journal","topic":"Numerical methods in engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Discretization; Control volume; Finite element method; Diffusion equation; Nonlinear system; Tetrahedron; Interpolation (computer graphics); Mathematical analysis; Partial differential equation; Mathematics; Applied mathematics; Geometry; Physics; Mechanics; Classical mechanics","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":[0.0007428325,0.0001244871,0.0001511879,0.00017342,0.0001240019,0.0001008693,0.0005466156,0.00003673428,0.0003092646],"category_scores_gemma":[0.0002811415,0.00008924848,0.00006913223,0.0002246307,0.0001045837,0.0004486651,0.00004170712,0.0001876192,0.000006258612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130943,"about_ca_system_score_gemma":0.00005586842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004209324,"about_ca_topic_score_gemma":0.000006289144,"domain_scores_codex":[0.9984637,0.00006818045,0.0004551108,0.0001499216,0.0006466641,0.000216379],"domain_scores_gemma":[0.9980437,0.001221051,0.0001130585,0.00006750868,0.0004741897,0.00008048952],"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":[0.0000179988,0.00003453146,0.004327663,0.000003239188,0.00005176635,7.703222e-7,0.00008878762,0.9663665,0.001298973,0.001208927,0.00004746598,0.02655338],"study_design_scores_gemma":[0.000532584,0.00009854369,0.1489478,0.0000222333,0.000007228291,0.00001101324,0.00003316741,0.8409306,0.00002830315,0.009010397,0.0003053364,0.00007272299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1318637,0.0001217899,0.8651613,0.0002831503,0.002219056,0.0002185282,0.0000313618,0.00003066922,0.00007039129],"genre_scores_gemma":[0.7363084,0.00001101272,0.2628665,0.0001078916,0.0006519143,0.00002859158,0.000008356154,0.00001306099,0.000004242512],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6044447,"threshold_uncertainty_score":0.3639447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782346736193631,"score_gpt":0.2959538412829644,"score_spread":0.2681303739210281,"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."}}